{"components":[{"slug":"mobbin-mcp","name":"Mobbin MCP","summary":"A design-reference workflow built around Mobbin plus MCP access, useful for feeding high-quality UI examples into implementation context while building.","kind":"mcp","homepage":"https://mobbin.com/","publisher":"","hasMcp":true,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["compose","connect"],"functionProbabilities":[{"functionId":"compose","value":0.72,"source":"06 Knowledge Library/Resources/design/2026-05-19-mobbin-mcp.md","method":"lexical","observedAt":"2026-05-19T00:00:00.000Z"},{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/design/2026-05-19-mobbin-mcp.md","method":"lexical","observedAt":"2026-05-19T00:00:00.000Z"}],"slices":[{"functionId":"compose","label":"Compose","note":"A design-reference workflow built around Mobbin plus MCP access, useful for feeding high-quality UI examples into implementation context while building.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"A design-reference workflow built around Mobbin plus MCP access, useful for feeding high-quality UI examples into implementation context while building.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/design/2026-05-19-mobbin-mcp.md\nA design-reference workflow built around Mobbin plus MCP access, useful for feeding high-quality UI examples into implementation context while building.","at":"2026-05-19T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"A design-reference workflow built around Mobbin plus MCP access, useful for feeding high-quality UI examples into implementation context while bui","at":"2026-05-19T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"}],"origin":"seed","notes":[],"createdAt":"2026-05-19T00:00:00.000Z","updatedAt":"2026-05-19T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_mobbin-mcp","claims":{"name":"Mobbin MCP","summary":"A design-reference workflow built around Mobbin plus MCP access, useful for feeding high-quality UI examples into implementation context while building.","kind":"mcp","publisher":"","homepage":"https://mobbin.com/","costRange":"unknown","functions":["compose","connect"],"slices":[{"functionId":"compose","label":"Compose","note":"A design-reference workflow built around Mobbin plus MCP access, useful for feeding high-quality UI examples into implementation context while building.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"A design-reference workflow built around Mobbin plus MCP access, useful for feeding high-quality UI examples into implementation context while building.","cost":"unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":""},"relations":[{"from":"mobbin-mcp","to":"shinzo-labs-gmail-mcp","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"mobbin-mcp","to":"claude-code","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."},{"from":"mobbin-mcp","to":"n8n","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."},{"from":"mobbin-mcp","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."},{"from":"mobbin-mcp","to":"self","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."},{"from":"mobbin-mcp","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."},{"from":"mobbin-mcp","to":"memini","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."}],"signals":[],"claimVerification":[],"explain":{"score":7,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/design/2026-05-19-mobbin-mcp.md\nA design-reference workflow built around Mobbin plus MCP access, useful for feeding high-quality UI examples into implementation context while building.","at":"2026-05-19T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"A design-reference workflow built around Mobbin plus MCP access, useful for feeding high-quality UI examples into implementation context while bui","at":"2026-05-19T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"An MCP surface is declared. No API is declared. Cost is unknown. 1 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.22849520230941842,"contribution":0.031989328323318585,"why":"2 sources cover 1 evidence types. The latest dated evidence is 2026-05-19. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/design/2026-05-19-mobbin-mcp.md\nA design-reference workflow built around Mobbin plus MCP access, useful for feeding high-quality UI examples into implementation context while building.","at":"2026-05-19T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"A design-reference workflow built around Mobbin plus MCP access, useful for feeding high-quality UI examples into implementation context while bui","at":"2026-05-19T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":7},{"slug":"shinzo-labs-gmail-mcp","name":"Shinzo Labs Gmail MCP","summary":"@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials). It ships anonymous product telemetry on by default via env TELEMETRY_ENABLED (default true). Opt out by setting TELEMETRY_ENABLED=false in the MCP client env block, then restart the client/server.","kind":"mcp","homepage":"https://www.npmjs.com/package/@shinzolabs/gmail-mcp","repoUrl":"https://github.com/shinzo-labs/gmail-mcp","publisher":"","hasMcp":true,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["connect"],"functionProbabilities":[{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-08-05-shinzolabs-gmail-mcp-disable-telemetry.md","method":"lexical","observedAt":"2026-08-05T00:00:00.000Z"}],"slices":[{"functionId":"connect","label":"Connect","note":"@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials). It ships anonymous product telemetry on by default via env TELEMETRY_ENABLED (default true). Opt out by setting TELEMETRY_ENABLED=false in the MCP client env block, then restart the client/server.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-05-shinzolabs-gmail-mcp-disable-telemetry.md\n@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials). It ships anonymous product telemetry on by default via env TELEMETRY_ENABLED (default true). Opt out by setting TELEMETRY_ENABLED=false in the MCP client env block, then restart the client/server.","at":"2026-08-05T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials).","at":"2026-08-05T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"}],"origin":"seed","notes":[],"createdAt":"2026-08-05T00:00:00.000Z","updatedAt":"2026-08-05T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_shinzo-labs-gmail-mcp","claims":{"name":"Shinzo Labs Gmail MCP","summary":"@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials). It ships anonymous product telemetry on by default via env TELEMETRY_ENABLED (default true). Opt out by setting TELEMETRY_ENABLED=false in the MCP client env block, then restart the client/server.","kind":"mcp","publisher":"","homepage":"https://www.npmjs.com/package/@shinzolabs/gmail-mcp","repoUrl":"https://github.com/shinzo-labs/gmail-mcp","costRange":"unknown","functions":["connect"],"slices":[{"functionId":"connect","label":"Connect","note":"@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials). It ships anonymous product telemetry on by default via env TELEMETRY_ENABLED (default true). Opt out by setting TELEMETRY_ENABLED=false in the MCP client env block, then restart the client/server.","cost":"unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":""},"relations":[{"from":"shinzo-labs-gmail-mcp","to":"executor","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"shinzo-labs-gmail-mcp","to":"mobbin-mcp","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"shinzo-labs-gmail-mcp","to":"soar","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."}],"signals":[],"claimVerification":[],"explain":{"score":7,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-05-shinzolabs-gmail-mcp-disable-telemetry.md\n@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials). It ships anonymous product telemetry on by default via env TELEMETRY_ENABLED (default true). Opt out by setting TELEMETRY_ENABLED=false in the MCP client env block, then restart the client/server.","at":"2026-08-05T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials).","at":"2026-08-05T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"An MCP surface is declared. No API is declared. Cost is unknown. 1 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.22849520230941842,"contribution":0.031989328323318585,"why":"2 sources cover 1 evidence types. The latest dated evidence is 2026-08-05. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-05-shinzolabs-gmail-mcp-disable-telemetry.md\n@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials). It ships anonymous product telemetry on by default via env TELEMETRY_ENABLED (default true). Opt out by setting TELEMETRY_ENABLED=false in the MCP client env block, then restart the client/server.","at":"2026-08-05T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials).","at":"2026-08-05T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":7},{"slug":"invisible-playwright-mcp","name":"Invisible Playwright MCP","summary":"A locally run MCP browser agent and optional web UI that automates a stealth Firefox browser for web browsing, scraping, and page interaction.","publisher":"feder-cr","homepage":"https://github.com/feder-cr/invisible_playwright_mcp","kind":"mcp","hasApi":false,"hasMcp":true,"costRange":"unknown","costNotes":"The repository states an MIT license but does not state product pricing. The standalone web UI requires the user to provide an OpenRouter key, so external model-provider costs may apply; exact costs are unknown.","functions":["browser","code","identity","policy","search","auth","connect","notify"],"slices":[{"functionId":"browser","label":"Interactive browser automation","note":"Drives web pages using pointer movement and key presses in a stealth Firefox browser.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"identity","label":"identity","note":"Inferred from executor","cost":"Unknown"},{"functionId":"policy","label":"policy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"},{"functionId":"auth","label":"auth","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"notify","label":"notify","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"The package explicitly provides an MCP server for assistant integration and a standalone local web UI. It supports browser automation through pointer and keyboard interaction, proxies, persistent profiles, deterministic seeds, and headed operation. A separate related Python library is described as exposing the Playwright API, but an API for this component itself is not explicitly stated.","signals":[],"functionProbabilities":[{"functionId":"browser","value":0.8,"source":"https://github.com/feder-cr/invisible_playwright_mcp","method":"lexical","observedAt":"2026-11-04T06:16:41.176Z"},{"functionId":"code","value":0.8,"source":"https://github.com/feder-cr/invisible_playwright_mcp","method":"lexical","observedAt":"2026-11-04T06:16:41.176Z"},{"functionId":"identity","value":0.8,"source":"https://github.com/feder-cr/invisible_playwright_mcp","method":"lexical","observedAt":"2026-11-04T06:16:41.176Z"},{"functionId":"policy","value":0.8,"source":"https://github.com/feder-cr/invisible_playwright_mcp","method":"lexical","observedAt":"2026-11-04T06:16:41.176Z"},{"functionId":"search","value":0.8,"source":"https://github.com/feder-cr/invisible_playwright_mcp","method":"lexical","observedAt":"2026-11-04T06:16:41.176Z"},{"functionId":"auth","value":0.72,"source":"https://github.com/feder-cr/invisible_playwright_mcp","method":"lexical","observedAt":"2026-11-04T06:16:41.176Z"},{"functionId":"connect","value":0.72,"source":"https://github.com/feder-cr/invisible_playwright_mcp","method":"lexical","observedAt":"2026-11-04T06:16:41.176Z"},{"functionId":"notify","value":0.72,"source":"https://github.com/feder-cr/invisible_playwright_mcp","method":"lexical","observedAt":"2026-11-04T06:16:41.176Z"},{"functionId":"tool-call","value":0.72,"source":"https://github.com/feder-cr/invisible_playwright_mcp","method":"lexical","observedAt":"2026-11-04T06:16:41.176Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/feder-cr/invisible_playwright_mcp","method":"fallback"},{"key":"api","status":"unverified","asserted":"false","evidenceSource":"https://github.com/feder-cr/invisible_playwright_mcp","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/feder-cr/invisible_playwright_mcp","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/feder-cr/invisible_playwright_mcp","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-11-04T06:16:44.035Z","updatedAt":"2026-11-04T06:16:44.035Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/feder-cr/invisible_playwright_mcp","excerpt":"feder-cr\n \n/\n**invisible\\_playwright\\_mcp**\nPublic\n\n* Notifications\n   You must be signed in to change notification settings\n* Fork\n  4.7k\n* Star\n   31.7k\n\nBranchesTags\n\n## Latest commit\n\n## History\n\n353 Commits\n\n## Folders and files\n\n## Re","at":"2026-11-04T06:16:44.035Z"}],"recordId":"cmp_invisible-playwright-mcp","claims":{"name":"Invisible Playwright MCP","summary":"A locally run MCP browser agent and optional web UI that automates a stealth Firefox browser for web browsing, scraping, and page interaction.","kind":"mcp","publisher":"feder-cr","homepage":"https://github.com/feder-cr/invisible_playwright_mcp","costRange":"unknown","costNotes":"The repository states an MIT license but does not state product pricing. The standalone web UI requires the user to provide an OpenRouter key, so external model-provider costs may apply; exact costs are unknown.","functions":["browser","code","identity","policy","search","auth","connect","notify"],"slices":[{"functionId":"browser","label":"Interactive browser automation","note":"Drives web pages using pointer movement and key presses in a stealth Firefox browser.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"identity","label":"identity","note":"Inferred from executor","cost":"Unknown"},{"functionId":"policy","label":"policy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"},{"functionId":"auth","label":"auth","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"notify","label":"notify","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"The package explicitly provides an MCP server for assistant integration and a standalone local web UI. It supports browser automation through pointer and keyboard interaction, proxies, persistent profiles, deterministic seeds, and headed operation. A separate related Python library is described as exposing the Playwright API, but an API for this component itself is not explicitly stated."},"relations":[{"from":"invisible-playwright-mcp","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions auth, code, connect, identity, policy, search. Can fill the same function slot."},{"from":"invisible-playwright-mcp","to":"kogiqa-mcp-web-browser","kind":"fills-same-slot-as","note":"Shared functions browser, code, connect, search. Can fill the same function slot."},{"from":"invisible-playwright-mcp","to":"mcp-ai-gateway","kind":"fills-same-slot-as","note":"Shared functions auth, connect, identity, policy. Can fill the same function slot."},{"from":"invisible-playwright-mcp","to":"camofox-browser-server","kind":"fills-same-slot-as","note":"Shared functions auth, browser, policy, search. Can fill the same function slot."},{"from":"invisible-playwright-mcp","to":"tinyfish-search-api","kind":"fills-same-slot-as","note":"Shared functions auth, browser, code, search. Can fill the same function slot."},{"from":"invisible-playwright-mcp","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions code, connect, policy, search. Can fill the same function slot."},{"from":"invisible-playwright-mcp","to":"grok-xai","kind":"fills-same-slot-as","note":"Shared functions code, connect, search. Can fill the same function slot."},{"from":"invisible-playwright-mcp","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions browser, connect, search. Can fill the same function slot."}],"explain":{"score":6,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"An MCP surface is declared. No API is declared. Cost is unknown. 1 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-11-04. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/feder-cr/invisible_playwright_mcp","excerpt":"feder-cr\n \n/\n**invisible\\_playwright\\_mcp**\nPublic\n\n* Notifications\n   You must be signed in to change notification settings\n* Fork\n  4.7k\n* Star\n   31.7k\n\nBranchesTags\n\n## Latest commit\n\n## History\n\n353 Commits\n\n## Folders and files\n\n## Re","at":"2026-11-04T06:16:44.035Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":6},{"slug":"kogiqa-mcp-web-browser","name":"kogiQA MCP Web Browser","summary":"A Model Context Protocol server that gives LLM agents selector-free browser automation for debugging, documenting, and testing web applications through natural-language instructions.","publisher":"atagon-GmbH","homepage":"https://github.com/atagon-GmbH/kogiqa-mcp","kind":"mcp","hasApi":false,"hasMcp":true,"costRange":"unknown","costNotes":"Pricing is not stated on the retrieved page; cost is unknown. The repository lists an MIT license, but no service or usage pricing is provided.","functions":["connect","browser","code","generate","search","test"],"slices":[{"functionId":"browser","label":"Selector-free browser automation","note":"Enables agents to interact with web pages through natural-language instructions without selectors or screenshots.","cost":"Unknown"},{"functionId":"test","label":"Web application testing","note":"Supports smoke tests, exploratory testing, and generation of end-to-end tests.","cost":"Unknown"},{"functionId":"code","label":"Application issue remediation","note":"The page states that agents can automatically fix console errors and suggest CSS fixes.","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"generate","label":"generate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"The page documents an MCP server installable with npx and configurable in Claude Code, VS Code, Cursor, and other MCP clients. This supports composition with MCP-capable agents for browser interaction. No separate API is stated, and operational limits or hosted-service terms are unknown.","signals":[],"functionProbabilities":[{"functionId":"connect","value":0.92,"source":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"lexical","observedAt":"2026-11-04T06:17:27.468Z"},{"functionId":"browser","value":0.8,"source":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"lexical","observedAt":"2026-11-04T06:17:27.468Z"},{"functionId":"code","value":0.8,"source":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"lexical","observedAt":"2026-11-04T06:17:27.468Z"},{"functionId":"generate","value":0.8,"source":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"lexical","observedAt":"2026-11-04T06:17:27.468Z"},{"functionId":"search","value":0.8,"source":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"lexical","observedAt":"2026-11-04T06:17:27.468Z"},{"functionId":"test","value":0.8,"source":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"lexical","observedAt":"2026-11-04T06:17:27.468Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"fallback"},{"key":"api","status":"unverified","asserted":"false","evidenceSource":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-11-04T06:17:30.671Z","updatedAt":"2026-11-04T06:17:30.671Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/atagon-GmbH/kogiqa-mcp","excerpt":"BranchesTags\n\n## Latest commit\n\n## History\n\n20 Commits\n\n## Folders and files\n\n## Repository files navigation\n\n## kogiQA MCP Web Browser\n\nA Model Context Protocol (MCP) server that provides browser automation capabilities using kogiQA. This ","at":"2026-11-04T06:17:30.671Z"}],"recordId":"cmp_kogiqa-mcp-web-browser","claims":{"name":"kogiQA MCP Web Browser","summary":"A Model Context Protocol server that gives LLM agents selector-free browser automation for debugging, documenting, and testing web applications through natural-language instructions.","kind":"mcp","publisher":"atagon-GmbH","homepage":"https://github.com/atagon-GmbH/kogiqa-mcp","costRange":"unknown","costNotes":"Pricing is not stated on the retrieved page; cost is unknown. The repository lists an MIT license, but no service or usage pricing is provided.","functions":["connect","browser","code","generate","search","test"],"slices":[{"functionId":"browser","label":"Selector-free browser automation","note":"Enables agents to interact with web pages through natural-language instructions without selectors or screenshots.","cost":"Unknown"},{"functionId":"test","label":"Web application testing","note":"Supports smoke tests, exploratory testing, and generation of end-to-end tests.","cost":"Unknown"},{"functionId":"code","label":"Application issue remediation","note":"The page states that agents can automatically fix console errors and suggest CSS fixes.","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"generate","label":"generate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"The page documents an MCP server installable with npx and configurable in Claude Code, VS Code, Cursor, and other MCP clients. 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The latest dated evidence is 2026-11-04. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/atagon-GmbH/kogiqa-mcp","excerpt":"BranchesTags\n\n## Latest commit\n\n## History\n\n20 Commits\n\n## Folders and files\n\n## Repository files navigation\n\n## kogiQA MCP Web Browser\n\nA Model Context Protocol (MCP) server that provides browser automation capabilities using kogiQA. This ","at":"2026-11-04T06:17:30.671Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":6},{"slug":"local-faiss-mcp-server","name":"Local FAISS MCP Server","summary":"Local FAISS vector store exposed as an MCP server for document ingestion, embeddings, persistent indexes, semantic search, optional re-ranking, and RAG-style retrieval with MCP prompts.","publisher":"nonatofabio","homepage":"https://github.com/nonatofabio/local_faiss_mcp","kind":"mcp","hasApi":false,"hasMcp":true,"costRange":"unknown","costNotes":"No price, license fee, or paid plan is stated on the retrieved page. 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No non-MCP HTTP API is stated.","signals":[],"functionProbabilities":[{"functionId":"connect","value":0.92,"source":"https://github.com/nonatofabio/local_faiss_mcp","method":"lexical","observedAt":"2026-10-16T06:16:48.523Z"},{"functionId":"memory","value":0.92,"source":"https://github.com/nonatofabio/local_faiss_mcp","method":"lexical","observedAt":"2026-10-16T06:16:48.523Z"},{"functionId":"code","value":0.8,"source":"https://github.com/nonatofabio/local_faiss_mcp","method":"lexical","observedAt":"2026-10-16T06:16:48.523Z"},{"functionId":"embed","value":0.8,"source":"https://github.com/nonatofabio/local_faiss_mcp","method":"lexical","observedAt":"2026-10-16T06:16:48.523Z"},{"functionId":"extract","value":0.8,"source":"https://github.com/nonatofabio/local_faiss_mcp","method":"lexical","observedAt":"2026-10-16T06:16:48.523Z"},{"functionId":"index","value":0.8,"source":"https://github.com/nonatofabio/local_faiss_mcp","method":"lexical","observedAt":"2026-10-16T06:16:48.523Z"},{"functionId":"ingest","value":0.8,"source":"https://github.com/nonatofabio/local_faiss_mcp","method":"lexical","observedAt":"2026-10-16T06:16:48.523Z"},{"functionId":"retrieve","value":0.8,"source":"https://github.com/nonatofabio/local_faiss_mcp","method":"lexical","observedAt":"2026-10-16T06:16:48.523Z"},{"functionId":"search","value":0.8,"source":"https://github.com/nonatofabio/local_faiss_mcp","method":"lexical","observedAt":"2026-10-16T06:16:48.523Z"},{"functionId":"store","value":0.8,"source":"https://github.com/nonatofabio/local_faiss_mcp","method":"lexical","observedAt":"2026-10-16T06:16:48.523Z"},{"functionId":"summarize","value":0.8,"source":"https://github.com/nonatofabio/local_faiss_mcp","method":"lexical","observedAt":"2026-10-16T06:16:48.523Z"},{"functionId":"compose","value":0.72,"source":"https://github.com/nonatofabio/local_faiss_mcp","method":"lexical","observedAt":"2026-10-16T06:16:48.523Z"},{"functionId":"generate","value":0.72,"source":"https://github.com/nonatofabio/local_faiss_mcp","method":"lexical","observedAt":"2026-10-16T06:16:48.523Z"},{"functionId":"rank","value":0.72,"source":"https://github.com/nonatofabio/local_faiss_mcp","method":"lexical","observedAt":"2026-10-16T06:16:48.523Z"},{"functionId":"test","value":0.72,"source":"https://github.com/nonatofabio/local_faiss_mcp","method":"lexical","observedAt":"2026-10-16T06:16:48.523Z"},{"functionId":"tool-call","value":0.72,"source":"https://github.com/nonatofabio/local_faiss_mcp","method":"lexical","observedAt":"2026-10-16T06:16:48.523Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/nonatofabio/local_faiss_mcp","method":"fallback"},{"key":"api","status":"unverified","asserted":"false","evidenceSource":"https://github.com/nonatofabio/local_faiss_mcp","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/nonatofabio/local_faiss_mcp","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/nonatofabio/local_faiss_mcp","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-16T06:16:49.468Z","updatedAt":"2026-10-16T06:16:49.468Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/nonatofabio/local_faiss_mcp","excerpt":"BranchesTags\n\n## Latest commit\n\n## History\n\n37 Commits\n\n## Folders and files\n\n## Repository files navigation\n\n# Local FAISS MCP Server\n\nA Model Context Protocol (MCP) server that provides local vector database functionality using FAISS for ","at":"2026-10-16T06:16:49.468Z"}],"recordId":"cmp_local-faiss-mcp-server","claims":{"name":"Local FAISS MCP Server","summary":"Local FAISS vector store exposed as an MCP server for document ingestion, embeddings, persistent indexes, semantic search, optional re-ranking, and RAG-style retrieval with MCP prompts.","kind":"mcp","publisher":"nonatofabio","homepage":"https://github.com/nonatofabio/local_faiss_mcp","costRange":"unknown","costNotes":"No price, license fee, or paid plan is stated on the retrieved page. 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Can fill the same function slot."},{"from":"mcp-ai-gateway","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions auth, connect, identity, policy. Can fill the same function slot."},{"from":"mcp-ai-gateway","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions auth, connect, identity, policy. Can fill the same function slot."},{"from":"mcp-ai-gateway","to":"github","kind":"fills-same-slot-as","note":"Shared functions auth, connect, observe. Can fill the same function slot."},{"from":"mcp-ai-gateway","to":"monid","kind":"fills-same-slot-as","note":"Shared functions connect, route, tool-call. Can fill the same function slot."},{"from":"mcp-ai-gateway","to":"openrouter-c833b6","kind":"fills-same-slot-as","note":"Shared functions route, tool-call. Can fill the same function slot."},{"from":"mcp-ai-gateway","to":"build-software-better-together","kind":"fills-same-slot-as","note":"Shared functions connect, route, tool-call. Can fill the same function slot."},{"from":"mcp-ai-gateway","to":"camofox-browser-server","kind":"fills-same-slot-as","note":"Shared functions auth, policy, route. Can fill the same function slot."}],"signals":[{"key":"human_note_count","value":1,"source":"component-record","method":"stored-notes","observedAt":"2026-09-13T08:56:02.863Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"build-software-better-together","name":"Build software better, together","summary":"## Here are 48 public repositories matching this topic...","publisher":"github.com","homepage":"https://github.com/topics/company-brain","kind":"mcp","hasApi":true,"hasMcp":true,"costRange":"free","costNotes":"Cost range free taken from intake evidence.","functions":["code","index","ingest","connect","memory","retrieve","route","tool-call"],"slices":[{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"index","label":"index","note":"Inferred from executor","cost":"Unknown"},{"functionId":"ingest","label":"ingest","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"memory","label":"memory","note":"Inferred from executor","cost":"Unknown"},{"functionId":"retrieve","label":"retrieve","note":"Inferred from executor","cost":"Unknown"},{"functionId":"route","label":"route","note":"Inferred from executor","cost":"Unknown"},{"functionId":"tool-call","label":"tool-call","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed.","signals":[],"functionProbabilities":[{"functionId":"code","value":0.92,"source":"https://github.com/topics/company-brain","method":"lexical","observedAt":"2026-10-16T00:14:24.433Z"},{"functionId":"index","value":0.8,"source":"https://github.com/topics/company-brain","method":"lexical","observedAt":"2026-10-16T00:14:24.433Z"},{"functionId":"ingest","value":0.8,"source":"https://github.com/topics/company-brain","method":"lexical","observedAt":"2026-10-16T00:14:24.433Z"},{"functionId":"connect","value":0.72,"source":"https://github.com/topics/company-brain","method":"lexical","observedAt":"2026-10-16T00:14:24.433Z"},{"functionId":"memory","value":0.72,"source":"https://github.com/topics/company-brain","method":"lexical","observedAt":"2026-10-16T00:14:24.433Z"},{"functionId":"retrieve","value":0.72,"source":"https://github.com/topics/company-brain","method":"lexical","observedAt":"2026-10-16T00:14:24.433Z"},{"functionId":"route","value":0.72,"source":"https://github.com/topics/company-brain","method":"lexical","observedAt":"2026-10-16T00:14:24.433Z"},{"functionId":"tool-call","value":0.72,"source":"https://github.com/topics/company-brain","method":"lexical","observedAt":"2026-10-16T00:14:24.433Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/topics/company-brain","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://github.com/topics/company-brain","method":"fallback"},{"key":"cost","status":"unverified","asserted":"free","evidenceSource":"https://github.com/topics/company-brain","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/topics/company-brain","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-16T00:14:25.325Z","updatedAt":"2026-10-16T00:14:25.325Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/topics/company-brain","excerpt":"#\n\n# company-brain\n\nStar\n\n## Here are 48 public repositories matching this topic...\n\n### inkeep / open-knowledge\n\nStar\n 4.6k\n\nBeautiful, AI-native markdown IDE and LLM wiki\n\n* Updated\n  Oct 16, 2026\n* TypeScript\n\n### baryhuang / claude-code","at":"2026-10-16T00:14:25.325Z"}],"recordId":"cmp_build-software-better-together","claims":{"name":"Build software better, together","summary":"## Here are 48 public repositories matching this topic...","kind":"mcp","publisher":"github.com","homepage":"https://github.com/topics/company-brain","costRange":"free","costNotes":"Cost range free taken from intake evidence.","functions":["code","index","ingest","connect","memory","retrieve","route","tool-call"],"slices":[{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"index","label":"index","note":"Inferred from executor","cost":"Unknown"},{"functionId":"ingest","label":"ingest","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"memory","label":"memory","note":"Inferred from executor","cost":"Unknown"},{"functionId":"retrieve","label":"retrieve","note":"Inferred from executor","cost":"Unknown"},{"functionId":"route","label":"route","note":"Inferred from executor","cost":"Unknown"},{"functionId":"tool-call","label":"tool-call","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed."},"relations":[{"from":"build-software-better-together","to":"pulsemcp","kind":"fills-same-slot-as","note":"Shared functions connect, index, ingest, retrieve, tool-call. Can fill the same function slot."},{"from":"build-software-better-together","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions code, connect, index, ingest, memory, retrieve. Can fill the same function slot."},{"from":"build-software-better-together","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions code, connect, memory, retrieve. Can fill the same function slot."},{"from":"build-software-better-together","to":"cursor","kind":"fills-same-slot-as","note":"Shared functions code, connect, retrieve, tool-call. Can fill the same function slot."},{"from":"build-software-better-together","to":"llamaindex","kind":"fills-same-slot-as","note":"Shared functions index, ingest, memory, retrieve. Can fill the same function slot."},{"from":"build-software-better-together","to":"agentmemory","kind":"fills-same-slot-as","note":"Shared functions code, connect, memory. Can fill the same function slot."},{"from":"build-software-better-together","to":"lore","kind":"fills-same-slot-as","note":"Shared functions connect, memory, retrieve, tool-call. Can fill the same function slot."},{"from":"build-software-better-together","to":"local-office","kind":"fills-same-slot-as","note":"Shared functions ingest, memory, retrieve. Can fill the same function slot."}],"explain":{"score":13,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":1,"contribution":0.1,"why":"An MCP surface is declared. An API is declared. Cost is free. 3 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-10-16. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/topics/company-brain","excerpt":"#\n\n# company-brain\n\nStar\n\n## Here are 48 public repositories matching this topic...\n\n### inkeep / open-knowledge\n\nStar\n 4.6k\n\nBeautiful, AI-native markdown IDE and LLM wiki\n\n* Updated\n  Oct 16, 2026\n* TypeScript\n\n### baryhuang / claude-code","at":"2026-10-16T00:14:25.325Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":13},{"slug":"executor","name":"Executor","summary":"Landing hero: Connect any agent to everything. Tagline: The gateway to connect your agent to everything. Page: Executor is an MCP gateway. Anything that speaks MCP, like Claude Code, Cursor, or Codex, points at one endpoint and reaches every tool you connect.","kind":"mcp","homepage":"https://executor.sh/","repoUrl":"https://github.com/UsefulSoftwareCo/executor","docsUrl":"https://executor.sh/docs","publisher":"Rhys Sullivan","license":"MIT","hasMcp":true,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["code","connect"],"functionProbabilities":[{"functionId":"code","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-08-27-executor-sh.md","method":"lexical","observedAt":"2026-08-27T00:00:00.000Z"},{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-08-27-executor-sh.md","method":"lexical","observedAt":"2026-08-27T00:00:00.000Z"}],"slices":[{"functionId":"code","label":"Code","note":"Landing hero: Connect any agent to everything. Tagline: The gateway to connect your agent to everything. Page: Executor is an MCP gateway. Anything that speaks MCP, like Claude Code, Cursor, or Codex, points at one endpoint and reaches every tool you connect.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Landing hero: Connect any agent to everything. Tagline: The gateway to connect your agent to everything. Page: Executor is an MCP gateway. Anything that speaks MCP, like Claude Code, Cursor, or Codex, points at one endpoint and reaches every tool you connect.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-27-executor-sh.md\nLanding hero: Connect any agent to everything. Tagline: The gateway to connect your agent to everything. Page: Executor is an MCP gateway. Anything that speaks MCP, like Claude Code, Cursor, or Codex, points at one endpoint and reaches every tool you connect.","at":"2026-08-27T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Executor — MCP gateway for agent tools (Useful Software / Rhys Sullivan)","at":"2026-08-27T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"}],"origin":"seed","notes":[],"createdAt":"2026-08-27T00:00:00.000Z","updatedAt":"2026-08-27T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_executor","claims":{"name":"Executor","summary":"Landing hero: Connect any agent to everything. Tagline: The gateway to connect your agent to everything. Page: Executor is an MCP gateway. Anything that speaks MCP, like Claude Code, Cursor, or Codex, points at one endpoint and reaches every tool you connect.","kind":"mcp","publisher":"Rhys Sullivan","homepage":"https://executor.sh/","repoUrl":"https://github.com/UsefulSoftwareCo/executor","docsUrl":"https://executor.sh/docs","license":"MIT","costRange":"unknown","functions":["code","connect"],"slices":[{"functionId":"code","label":"Code","note":"Landing hero: Connect any agent to everything. Tagline: The gateway to connect your agent to everything. Page: Executor is an MCP gateway. Anything that speaks MCP, like Claude Code, Cursor, or Codex, points at one endpoint and reaches every tool you connect.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Landing hero: Connect any agent to everything. Tagline: The gateway to connect your agent to everything. Page: Executor is an MCP gateway. Anything that speaks MCP, like Claude Code, Cursor, or Codex, points at one endpoint and reaches every tool you connect.","cost":"unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":""},"relations":[{"from":"executor","to":"rea","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"executor","to":"agentmemory","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"executor","to":"openai-codex","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"executor","to":"shinzo-labs-gmail-mcp","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"executor","to":"claude-code","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"executor","to":"cursor","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"executor","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"executor","to":"pen-dev","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-08-27T00:00:00.000Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-08-27T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":12,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.3,"contribution":0.054,"why":"A licence is declared. Documentation is available.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-27-executor-sh.md\nLanding hero: Connect any agent to everything. Tagline: The gateway to connect your agent to everything. Page: Executor is an MCP gateway. Anything that speaks MCP, like Claude Code, Cursor, or Codex, points at one endpoint and reaches every tool you connect.","at":"2026-08-27T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Executor — MCP gateway for agent tools (Useful Software / Rhys Sullivan)","at":"2026-08-27T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"An MCP surface is declared. No API is declared. Cost is unknown. 1 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.22849520230941842,"contribution":0.031989328323318585,"why":"2 sources cover 1 evidence types. The latest dated evidence is 2026-08-27. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-27-executor-sh.md\nLanding hero: Connect any agent to everything. Tagline: The gateway to connect your agent to everything. Page: Executor is an MCP gateway. Anything that speaks MCP, like Claude Code, Cursor, or Codex, points at one endpoint and reaches every tool you connect.","at":"2026-08-27T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Executor — MCP gateway for agent tools (Useful Software / Rhys Sullivan)","at":"2026-08-27T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":12},{"slug":"memini","name":"memini","summary":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","publisher":"eleboucher","homepage":"https://github.com/eleboucher/memini","kind":"mcp","hasApi":true,"hasMcp":true,"costRange":"unknown","costNotes":"No price, plan, seat, or usage fee is stated. The repository is AGPL-3.0 and described as self-hosted software. An external OpenAI-compatible embeddings endpoint is required; an LLM is optional. The cost of those external services is not stated.","functions":["connect","code","compose","deploy","memory","policy","rank","search","store","embed","retrieve"],"slices":[{"functionId":"memory","label":"Tiered agent memory","note":"Shared remember and recall across working, episodic, semantic, and procedural tiers, with decay, TTLs, namespace isolation, and optional consolidation into durable facts.","cost":"Unknown"},{"functionId":"search","label":"Hybrid vector and keyword search","note":"Hybrid vector and keyword retrieval fused with Reciprocal Rank Fusion.","cost":"Unknown"},{"functionId":"rank","label":"Composite re-ranking","note":"Hybrid results are re-ranked by relevance, access recency, and importance rather than similarity alone.","cost":"Unknown"},{"functionId":"policy","label":"Client connect policy","note":"The MCP server sends a standing policy to every client on connect.","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"store","label":"Store","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"},{"functionId":"embed","label":"Embed","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The page states REST plus MCP over stdio and Streamable HTTP, sharing one service layer, with an embedded web UI. Most listed agent integrations read MEMINI_BASE_URL and MEMINI_API_KEY; some clients use their own config or a fixed local MCP URL. Authentication can be enabled with an API key. Embeddings are not built in and must be supplied by an external endpoint whose dimensions match the store. An LLM is opt-in for background deduplication, contradiction handling, and distillation; without one, marker heuristics run the lifecycle. Pricing, quotas, and hosted multi-tenant terms are not stated.","signals":[],"functionProbabilities":[{"functionId":"connect","value":0.92,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"code","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"compose","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"deploy","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"memory","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"policy","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"rank","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"search","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"store","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"auth","value":0.72,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"embed","value":0.72,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"retrieve","value":0.72,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"tool-call","value":0.72,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/eleboucher/memini","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://github.com/eleboucher/memini","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/eleboucher/memini","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/eleboucher/memini","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-16T06:17:47.632Z","updatedAt":"2026-10-16T06:17:47.632Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/eleboucher/memini","excerpt":"BranchesTags\n\n## Repository files navigation\n\n# memini\n\n> A shared, persistent memory service for AI agents.\n\n`memini` gives any MCP-capable agent (Claude Code, Cursor, Codex, opencode, Hermes, OpenClaw, Open WebUI) one place to `remember` ","at":"2026-10-16T06:17:47.632Z"}],"recordId":"cmp_memini","claims":{"name":"memini","summary":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","kind":"mcp","publisher":"eleboucher","homepage":"https://github.com/eleboucher/memini","costRange":"unknown","costNotes":"No price, plan, seat, or usage fee is stated. The repository is AGPL-3.0 and described as self-hosted software. An external OpenAI-compatible embeddings endpoint is required; an LLM is optional. The cost of those external services is not stated.","functions":["connect","code","compose","deploy","memory","policy","rank","search","store","embed","retrieve"],"slices":[{"functionId":"memory","label":"Tiered agent memory","note":"Shared remember and recall across working, episodic, semantic, and procedural tiers, with decay, TTLs, namespace isolation, and optional consolidation into durable facts.","cost":"Unknown"},{"functionId":"search","label":"Hybrid vector and keyword search","note":"Hybrid vector and keyword retrieval fused with Reciprocal Rank Fusion.","cost":"Unknown"},{"functionId":"rank","label":"Composite re-ranking","note":"Hybrid results are re-ranked by relevance, access recency, and importance rather than similarity alone.","cost":"Unknown"},{"functionId":"policy","label":"Client connect policy","note":"The MCP server sends a standing policy to every client on connect.","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"store","label":"Store","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"},{"functionId":"embed","label":"Embed","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The page states REST plus MCP over stdio and Streamable HTTP, sharing one service layer, with an embedded web UI. Most listed agent integrations read MEMINI_BASE_URL and MEMINI_API_KEY; some clients use their own config or a fixed local MCP URL. Authentication can be enabled with an API key. Embeddings are not built in and must be supplied by an external endpoint whose dimensions match the store. An LLM is opt-in for background deduplication, contradiction handling, and distillation; without one, marker heuristics run the lifecycle. Pricing, quotas, and hosted multi-tenant terms are not stated."},"relations":[{"from":"memini","to":"self","kind":"alternative-to","note":"Shared functions code, compose, connect, deploy, embed, rank, search. Same kind and overlapping capability."},{"from":"memini","to":"local-faiss-mcp-server","kind":"alternative-to","note":"Shared functions code, connect, embed, memory, rank, retrieve, search, store. Same kind and overlapping capability."},{"from":"memini","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, memory, policy, search, store. Can fill the same function slot."},{"from":"memini","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, embed, policy, search. Can fill the same function slot."},{"from":"memini","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed, memory, retrieve. Can fill the same function slot."},{"from":"memini","to":"turbopuffer","kind":"fills-same-slot-as","note":"Shared functions embed, memory, search, store. Can fill the same function slot."},{"from":"memini","to":"lore","kind":"fills-same-slot-as","note":"Shared functions connect, memory, retrieve, search, store. Can fill the same function slot."},{"from":"memini","to":"llamaindex","kind":"fills-same-slot-as","note":"Shared functions compose, embed, memory, retrieve. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-10-16. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/eleboucher/memini","excerpt":"BranchesTags\n\n## Repository files navigation\n\n# memini\n\n> A shared, persistent memory service for AI agents.\n\n`memini` gives any MCP-capable agent (Claude Code, Cursor, Codex, opencode, Hermes, OpenClaw, Open WebUI) one place to `remember` ","at":"2026-10-16T06:17:47.632Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9,"tags":["agents"]},{"slug":"self","name":"Self","summary":"Self-Hosted AIEnterprise Search18 min readPublished May 22, 2026","publisher":"onyx.app","homepage":"https://onyx.app/insights/self-hosted-rag","kind":"mcp","hasApi":true,"hasMcp":true,"costRange":"unknown","costNotes":"Unknown: pricing was not stated in the intake evidence.","functions":["index","code","compose","embed","rank","search","connect","deploy"],"slices":[{"functionId":"index","label":"index","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"embed","label":"embed","note":"Inferred from executor","cost":"Unknown"},{"functionId":"rank","label":"rank","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed.","signals":[],"functionProbabilities":[{"functionId":"index","value":0.92,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"code","value":0.8,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"compose","value":0.8,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"embed","value":0.8,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"rank","value":0.8,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"search","value":0.8,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"connect","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"deploy","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"evaluate","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"generate","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"ingest","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"memory","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"observe","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"retrieve","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"store","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://onyx.app/insights/self-hosted-rag","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://onyx.app/insights/self-hosted-rag","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://onyx.app/insights/self-hosted-rag","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://onyx.app/insights/self-hosted-rag","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-15T16:28:24.104Z","updatedAt":"2026-10-15T16:28:24.104Z","sources":[{"kind":"web","label":"executor","url":"https://onyx.app/insights/self-hosted-rag","excerpt":"All Insights\n\nSelf-Hosted AIEnterprise Search18 min readPublished May 22, 2026\n\n# Self-Hosted RAG in 2026: The Complete Guide to Running Retrieval-Augmented Generation On Your Own Infrastructure\n\nBy Roshan Desai\n\n---\n\n> **TL;DR:** Self-host","at":"2026-10-15T16:28:24.104Z"}],"recordId":"cmp_self","claims":{"name":"Self","summary":"Self-Hosted AIEnterprise Search18 min readPublished May 22, 2026","kind":"mcp","publisher":"onyx.app","homepage":"https://onyx.app/insights/self-hosted-rag","costRange":"unknown","costNotes":"Unknown: pricing was not stated in the intake evidence.","functions":["index","code","compose","embed","rank","search","connect","deploy"],"slices":[{"functionId":"index","label":"index","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"embed","label":"embed","note":"Inferred from executor","cost":"Unknown"},{"functionId":"rank","label":"rank","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed."},"relations":[{"from":"self","to":"memini","kind":"alternative-to","note":"Shared functions code, compose, connect, deploy, embed, rank, search. Same kind and overlapping capability."},{"from":"self","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed, index, rank, search. Can fill the same function slot."},{"from":"self","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, embed, search. Can fill the same function slot."},{"from":"self","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, index, search. Can fill the same function slot."},{"from":"self","to":"claude-code","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect. Can fill the same function slot."},{"from":"self","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed. Can fill the same function slot."},{"from":"self","to":"pen-dev","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed. Can fill the same function slot."},{"from":"self","to":"grok-xai","kind":"fills-same-slot-as","note":"Shared functions code, connect, search. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-10-15. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://onyx.app/insights/self-hosted-rag","excerpt":"All Insights\n\nSelf-Hosted AIEnterprise Search18 min readPublished May 22, 2026\n\n# Self-Hosted RAG in 2026: The Complete Guide to Running Retrieval-Augmented Generation On Your Own Infrastructure\n\nBy Roshan Desai\n\n---\n\n> **TL;DR:** Self-host","at":"2026-10-15T16:28:24.104Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"soar","name":"Soar","summary":"Soar is a consumer flight product (find/book cheap flights) shipping a Flight Booking MCP so agents can search, book, pay, and manage trips (plus public stay search). Positioning vs many flight MCPs: book + pay, not search-only. Launch (@SoarAI, 2026-07-26): > Today we’re releasing the first MCP to find and book flights, always at market rates.","kind":"mcp","homepage":"https://flysoar.ai/","docsUrl":"https://flysoar.ai/mcp","publisher":"","hasMcp":true,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["search","connect"],"functionProbabilities":[{"functionId":"search","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-07-27-soar-flight-booking-mcp.md","method":"lexical","observedAt":"2026-07-27T00:00:00.000Z"},{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-27-soar-flight-booking-mcp.md","method":"lexical","observedAt":"2026-07-27T00:00:00.000Z"}],"slices":[{"functionId":"search","label":"Search","note":"Soar is a consumer flight product (find/book cheap flights) shipping a Flight Booking MCP so agents can search, book, pay, and manage trips (plus public stay search). Positioning vs many flight MCPs: book + pay, not search-only. Launch (@SoarAI, 2026-07-26): > Today we’re releasing the first MCP to find and book flights, always at market rates.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Soar is a consumer flight product (find/book cheap flights) shipping a Flight Booking MCP so agents can search, book, pay, and manage trips (plus public stay search). Positioning vs many flight MCPs: book + pay, not search-only. Launch (@SoarAI, 2026-07-26): > Today we’re releasing the first MCP to find and book flights, always at market rates.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-27-soar-flight-booking-mcp.md\nSoar is a consumer flight product (find/book cheap flights) shipping a Flight Booking MCP so agents can search, book, pay, and manage trips (plus public stay search). Positioning vs many flight MCPs: book + pay, not search-only. Launch (@SoarAI, 2026-07-26): > Today we’re releasing the first MCP to find and book flights, always at market rates.","at":"2026-07-27T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Soar (flysoar.ai) — flight booking MCP for agents","at":"2026-07-27T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"}],"origin":"seed","notes":[],"createdAt":"2026-07-27T00:00:00.000Z","updatedAt":"2026-07-27T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_soar","claims":{"name":"Soar","summary":"Soar is a consumer flight product (find/book cheap flights) shipping a Flight Booking MCP so agents can search, book, pay, and manage trips (plus public stay search). Positioning vs many flight MCPs: book + pay, not search-only. Launch (@SoarAI, 2026-07-26): > Today we’re releasing the first MCP to find and book flights, always at market rates.","kind":"mcp","publisher":"","homepage":"https://flysoar.ai/","docsUrl":"https://flysoar.ai/mcp","costRange":"unknown","functions":["search","connect"],"slices":[{"functionId":"search","label":"Search","note":"Soar is a consumer flight product (find/book cheap flights) shipping a Flight Booking MCP so agents can search, book, pay, and manage trips (plus public stay search). Positioning vs many flight MCPs: book + pay, not search-only. Launch (@SoarAI, 2026-07-26): > Today we’re releasing the first MCP to find and book flights, always at market rates.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Soar is a consumer flight product (find/book cheap flights) shipping a Flight Booking MCP so agents can search, book, pay, and manage trips (plus public stay search). Positioning vs many flight MCPs: book + pay, not search-only. Launch (@SoarAI, 2026-07-26): > Today we’re releasing the first MCP to find and book flights, always at market rates.","cost":"unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":""},"relations":[{"from":"soar","to":"apollo","kind":"fills-same-slot-as","note":"Shared functions connect, search. Can fill the same function slot."},{"from":"soar","to":"shinzo-labs-gmail-mcp","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"soar","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions connect, search. Can fill the same function slot."},{"from":"soar","to":"firecrawl","kind":"fills-same-slot-as","note":"Shared functions connect, search. Can fill the same function slot."},{"from":"soar","to":"monid","kind":"fills-same-slot-as","note":"Shared functions connect, search. Can fill the same function slot."},{"from":"soar","to":"exa","kind":"fills-same-slot-as","note":"Shared functions connect, search. Can fill the same function slot."},{"from":"soar","to":"grok-xai","kind":"fills-same-slot-as","note":"Shared functions connect, search. Can fill the same function slot."},{"from":"soar","to":"kogiqa-mcp-web-browser","kind":"fills-same-slot-as","note":"Shared functions connect, search. Can fill the same function slot."}],"signals":[{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-07-27T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.15,"contribution":0.027,"why":"Documentation is available.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-27-soar-flight-booking-mcp.md\nSoar is a consumer flight product (find/book cheap flights) shipping a Flight Booking MCP so agents can search, book, pay, and manage trips (plus public stay search). Positioning vs many flight MCPs: book + pay, not search-only. Launch (@SoarAI, 2026-07-26): > Today we’re releasing the first MCP to find and book flights, always at market rates.","at":"2026-07-27T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Soar (flysoar.ai) — flight booking MCP for agents","at":"2026-07-27T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"An MCP surface is declared. No API is declared. Cost is unknown. 1 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.22849520230941842,"contribution":0.031989328323318585,"why":"2 sources cover 1 evidence types. The latest dated evidence is 2026-07-27. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-27-soar-flight-booking-mcp.md\nSoar is a consumer flight product (find/book cheap flights) shipping a Flight Booking MCP so agents can search, book, pay, and manage trips (plus public stay search). Positioning vs many flight MCPs: book + pay, not search-only. Launch (@SoarAI, 2026-07-26): > Today we’re releasing the first MCP to find and book flights, always at market rates.","at":"2026-07-27T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Soar (flysoar.ai) — flight booking MCP for agents","at":"2026-07-27T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9,"tags":["agents"]},{"slug":"monetization-gateway","name":"Monetization Gateway","summary":"Cloudflare Monetization Gateway (announced 2026-07-01) is an engine for Cloudflare customers to charge for any asset protected by Cloudflare: web pages, datasets, APIs, or MCP tools. Single control plane for payment policies and access controls; payment verification and enforcement at the edge so origins are not hammered by payment-volume traffic.","kind":"mcp","homepage":"https://blog.cloudflare.com/monetization-gateway/","publisher":"","hasMcp":true,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["payment","connect","tool-call"],"functionProbabilities":[{"functionId":"payment","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-07-07-cloudflare-monetization-gateway-x402-mcp.md","method":"lexical","observedAt":"2026-07-07T00:00:00.000Z"},{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-07-cloudflare-monetization-gateway-x402-mcp.md","method":"lexical","observedAt":"2026-07-07T00:00:00.000Z"},{"functionId":"tool-call","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-07-cloudflare-monetization-gateway-x402-mcp.md","method":"lexical","observedAt":"2026-07-07T00:00:00.000Z"}],"slices":[{"functionId":"payment","label":"Payment","note":"Cloudflare Monetization Gateway (announced 2026-07-01) is an engine for Cloudflare customers to charge for any asset protected by Cloudflare: web pages, datasets, APIs, or MCP tools. Single control plane for payment policies and access controls; payment verification and enforcement at the edge so origins are not hammered by payment-volume traffic.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Cloudflare Monetization Gateway (announced 2026-07-01) is an engine for Cloudflare customers to charge for any asset protected by Cloudflare: web pages, datasets, APIs, or MCP tools. Single control plane for payment policies and access controls; payment verification and enforcement at the edge so origins are not hammered by payment-volume traffic.","cost":"unknown"},{"functionId":"tool-call","label":"Tool-call","note":"Cloudflare Monetization Gateway (announced 2026-07-01) is an engine for Cloudflare customers to charge for any asset protected by Cloudflare: web pages, datasets, APIs, or MCP tools. Single control plane for payment policies and access controls; payment verification and enforcement at the edge so origins are not hammered by payment-volume traffic.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-07-cloudflare-monetization-gateway-x402-mcp.md\nCloudflare Monetization Gateway (announced 2026-07-01) is an engine for Cloudflare customers to charge for any asset protected by Cloudflare: web pages, datasets, APIs, or MCP tools. Single control plane for payment policies and access controls; payment verification and enforcement at the edge so origins are not hammered by payment-volume traffic.","at":"2026-07-07T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Cloudflare, Monetization Gateway (x402 / MCP monetization)","at":"2026-07-07T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"}],"origin":"seed","notes":[],"createdAt":"2026-07-07T00:00:00.000Z","updatedAt":"2026-07-07T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_monetization-gateway","claims":{"name":"Monetization Gateway","summary":"Cloudflare Monetization Gateway (announced 2026-07-01) is an engine for Cloudflare customers to charge for any asset protected by Cloudflare: web pages, datasets, APIs, or MCP tools. Single control plane for payment policies and access controls; payment verification and enforcement at the edge so origins are not hammered by payment-volume traffic.","kind":"mcp","publisher":"","homepage":"https://blog.cloudflare.com/monetization-gateway/","costRange":"unknown","functions":["payment","connect","tool-call"],"slices":[{"functionId":"payment","label":"Payment","note":"Cloudflare Monetization Gateway (announced 2026-07-01) is an engine for Cloudflare customers to charge for any asset protected by Cloudflare: web pages, datasets, APIs, or MCP tools. Single control plane for payment policies and access controls; payment verification and enforcement at the edge so origins are not hammered by payment-volume traffic.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Cloudflare Monetization Gateway (announced 2026-07-01) is an engine for Cloudflare customers to charge for any asset protected by Cloudflare: web pages, datasets, APIs, or MCP tools. Single control plane for payment policies and access controls; payment verification and enforcement at the edge so origins are not hammered by payment-volume traffic.","cost":"unknown"},{"functionId":"tool-call","label":"Tool-call","note":"Cloudflare Monetization Gateway (announced 2026-07-01) is an engine for Cloudflare customers to charge for any asset protected by Cloudflare: web pages, datasets, APIs, or MCP tools. Single control plane for payment policies and access controls; payment verification and enforcement at the edge so origins are not hammered by payment-volume traffic.","cost":"unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":""},"relations":[{"from":"monetization-gateway","to":"monid","kind":"fills-same-slot-as","note":"Shared functions connect, payment, tool-call. Can fill the same function slot."},{"from":"monetization-gateway","to":"openship","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"monetization-gateway","to":"model-context-protocol","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"monetization-gateway","to":"atomic-agent","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"monetization-gateway","to":"openai-codex","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"monetization-gateway","to":"claude-code","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"monetization-gateway","to":"cursor","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"monetization-gateway","to":"exa","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."}],"signals":[],"claimVerification":[],"explain":{"score":7,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-07-cloudflare-monetization-gateway-x402-mcp.md\nCloudflare Monetization Gateway (announced 2026-07-01) is an engine for Cloudflare customers to charge for any asset protected by Cloudflare: web pages, datasets, APIs, or MCP tools. 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Can fill the same function slot."},{"from":"context-dev","to":"apollo","kind":"fills-same-slot-as","note":"Shared functions connect, enrich, search. Can fill the same function slot."},{"from":"context-dev","to":"search1api","kind":"fills-same-slot-as","note":"Shared functions crawl, extract, search. Can fill the same function slot."},{"from":"context-dev","to":"exa","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, search. Can fill the same function slot."},{"from":"context-dev","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, search. Can fill the same function slot."},{"from":"context-dev","to":"anyapi","kind":"fills-same-slot-as","note":"Shared functions enrich, extract, search. Can fill the same function slot."},{"from":"context-dev","to":"vuda-visual-ui-debug-agent","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, search. Can fill the same function slot."},{"from":"context-dev","to":"contactout","kind":"fills-same-slot-as","note":"Shared functions enrich, search. Can fill the same function slot."}],"signals":[{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-09-23T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":14,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.15,"contribution":0.027,"why":"Documentation is available.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md\nContext.dev (also @getcontextdev; YC S26 per founder/company bios) markets itself as a unified web-context API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"text API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"/context-dot-dev/context-typescript-sdk), Python, Ruby, Go, PHP; plus MCP / agent skill / CLI install pages under docs.context.dev.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"r software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"s://github.com/context-dot-dev/context-typescript-sdk), Python, Ruby, Go, PHP; plus MCP / agent skill / CLI install pages under docs.context.dev.","at":"2026-09-23T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.3095666486376143,"contribution":0.043339330809266004,"why":"5 sources cover 1 evidence types. The latest dated evidence is 2026-09-23. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md\nContext.dev (also @getcontextdev; YC S26 per founder/company bios) markets itself as a unified web-context API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"text API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"/context-dot-dev/context-typescript-sdk), Python, Ruby, Go, PHP; plus MCP / agent skill / CLI install pages under docs.context.dev.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"r software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"s://github.com/context-dot-dev/context-typescript-sdk), Python, Ruby, Go, PHP; plus MCP / agent skill / CLI install pages under docs.context.dev.","at":"2026-09-23T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":14,"tags":["agents"]},{"slug":"world-monitor","name":"World Monitor","summary":"Open-source real-time global intelligence / situational-awareness dashboard — AI-synthesized news, multi-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs). README one-liner: AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.","kind":"app","homepage":"https://www.worldmonitor.app","repoUrl":"https://github.com/koala73/worldmonitor","docsUrl":"https://www.worldmonitor.app/docs/documentation","publisher":"Elie Habib","hasMcp":true,"hasApi":true,"costRange":"unknown","composabilityRationale":"","functions":["connect","monitor"],"functionProbabilities":[{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-22-koala73-worldmonitor.md","method":"lexical","observedAt":"2026-07-22T00:00:00.000Z"},{"functionId":"monitor","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-22-koala73-worldmonitor.md","method":"lexical","observedAt":"2026-07-22T00:00:00.000Z"}],"slices":[{"functionId":"connect","label":"Connect","note":"Open-source real-time global intelligence / situational-awareness dashboard — AI-synthesized news, multi-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs). README one-liner: AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.","cost":"unknown"},{"functionId":"monitor","label":"Monitor","note":"Open-source real-time global intelligence / situational-awareness dashboard — AI-synthesized news, multi-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs). README one-liner: AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-22-koala73-worldmonitor.md\nOpen-source real-time global intelligence / situational-awareness dashboard — AI-synthesized news, multi-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs). README one-liner: AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"ulti-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"aps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"ayer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"http"},{"kind":"sdk"}],"origin":"seed","notes":[],"createdAt":"2026-07-22T00:00:00.000Z","updatedAt":"2026-07-22T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_world-monitor","claims":{"name":"World Monitor","summary":"Open-source real-time global intelligence / situational-awareness dashboard — AI-synthesized news, multi-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs). README one-liner: AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.","kind":"app","publisher":"Elie Habib","homepage":"https://www.worldmonitor.app","repoUrl":"https://github.com/koala73/worldmonitor","docsUrl":"https://www.worldmonitor.app/docs/documentation","costRange":"unknown","functions":["connect","monitor"],"slices":[{"functionId":"connect","label":"Connect","note":"Open-source real-time global intelligence / situational-awareness dashboard — AI-synthesized news, multi-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs). README one-liner: AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.","cost":"unknown"},{"functionId":"monitor","label":"Monitor","note":"Open-source real-time global intelligence / situational-awareness dashboard — AI-synthesized news, multi-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs). README one-liner: AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"http"},{"kind":"sdk"}],"composabilityRationale":""},"relations":[{"from":"world-monitor","to":"monid-289f37","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"world-monitor","to":"dory","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"world-monitor","to":"concentrate-ai","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"world-monitor","to":"google-workspace-cli","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"world-monitor","to":"mailcheap","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"world-monitor","to":"refero","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"world-monitor","to":"larasend","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"world-monitor","to":"rare-ui","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."}],"signals":[{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-07-22T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":14,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.15,"contribution":0.027,"why":"Documentation is available.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-22-koala73-worldmonitor.md\nOpen-source real-time global intelligence / situational-awareness dashboard — AI-synthesized news, multi-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs). README one-liner: AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"ulti-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"aps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"ayer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.3095666486376143,"contribution":0.043339330809266004,"why":"5 sources cover 1 evidence types. The latest dated evidence is 2026-07-22. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-22-koala73-worldmonitor.md\nOpen-source real-time global intelligence / situational-awareness dashboard — AI-synthesized news, multi-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs). README one-liner: AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"ulti-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"aps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"ayer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":14},{"slug":"agent-desktop","name":"agent-desktop","publisher":"Vercel Labs","kind":"kit","summary":"Gives agents structured desktop accessibility reads and actions through a CLI, C library and MCP server.","homepage":"https://github.com/vercel-labs/agent-desktop","docsUrl":"https://github.com/vercel-labs/agent-desktop","functions":["observe","tool-call","browser"],"costRange":"free","recordId":"cmp_agent-desktop","hasMcp":true,"hasApi":true,"costNotes":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","composabilityRationale":"Use its declared cli, sdk, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"cli","specUrl":"https://github.com/vercel-labs/agent-desktop"},{"kind":"sdk","specUrl":"https://github.com/vercel-labs/agent-desktop"},{"kind":"mcp","specUrl":"https://github.com/vercel-labs/agent-desktop"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"github","label":"agent-desktop official repository","url":"https://github.com/vercel-labs/agent-desktop","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"observe","label":"Observe","note":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","cost":"free"},{"functionId":"tool-call","label":"Tool-call","note":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","cost":"free"},{"functionId":"browser","label":"Browser","note":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","cost":"free"}],"license":"Apache-2.0","repoUrl":"https://github.com/vercel-labs/agent-desktop","claims":{"name":"agent-desktop","summary":"Gives agents structured desktop accessibility reads and actions through a CLI, C library and MCP server.","kind":"kit","publisher":"Vercel Labs","homepage":"https://github.com/vercel-labs/agent-desktop","repoUrl":"https://github.com/vercel-labs/agent-desktop","docsUrl":"https://github.com/vercel-labs/agent-desktop","license":"Apache-2.0","costRange":"free","costNotes":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","functions":["observe","tool-call","browser"],"slices":[{"functionId":"observe","label":"Observe","note":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","cost":"free"},{"functionId":"tool-call","label":"Tool-call","note":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","cost":"free"},{"functionId":"browser","label":"Browser","note":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","cost":"free"}],"interfaces":[{"kind":"cli","specUrl":"https://github.com/vercel-labs/agent-desktop"},{"kind":"sdk","specUrl":"https://github.com/vercel-labs/agent-desktop"},{"kind":"mcp","specUrl":"https://github.com/vercel-labs/agent-desktop"}],"composabilityRationale":"Use its declared cli, sdk, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"agent-desktop","to":"browserbase","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"agent-desktop","to":"maple","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"agent-desktop","to":"atomic-agent","kind":"fills-same-slot-as","note":"Shared functions browser, tool-call. Can fill the same function slot."},{"from":"agent-desktop","to":"vellum-assistant","kind":"fills-same-slot-as","note":"Shared functions browser, tool-call. Can fill the same function slot."},{"from":"agent-desktop","to":"playwright","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"agent-desktop","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"agent-desktop","to":"mcp-ai-gateway","kind":"fills-same-slot-as","note":"Shared functions observe, tool-call. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":13,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[{"kind":"github","label":"agent-desktop official repository","url":"https://github.com/vercel-labs/agent-desktop","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"github","label":"agent-desktop official repository","url":"https://github.com/vercel-labs/agent-desktop","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":1,"contribution":0.1,"why":"An MCP surface is declared. An API is declared. Cost is free. 3 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"github","label":"agent-desktop official repository","url":"https://github.com/vercel-labs/agent-desktop","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":13},{"slug":"monid-289f37","name":"Monid","summary":"Surfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","kind":"app","homepage":"https://monid.ai/","docsUrl":"https://monid.ai/docs","publisher":"","hasMcp":true,"hasApi":true,"costRange":"unknown","composabilityRationale":"","functions":["connect"],"functionProbabilities":[{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-24-monid-agent-tool-marketplace.md","method":"lexical","observedAt":"2026-07-24T00:00:00.000Z"}],"slices":[{"functionId":"connect","label":"Connect","note":"Surfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-24-monid-agent-tool-marketplace.md\nSurfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Remote MCP — https://mcp.monid.ai/v1","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"HTTP API — https://api.monid.ai/v1/ (Bearer key)","at":"2026-07-24T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"http"}],"origin":"seed","notes":[],"createdAt":"2026-07-24T00:00:00.000Z","updatedAt":"2026-07-24T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_monid-289f37","claims":{"name":"Monid","summary":"Surfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","kind":"app","publisher":"","homepage":"https://monid.ai/","docsUrl":"https://monid.ai/docs","costRange":"unknown","functions":["connect"],"slices":[{"functionId":"connect","label":"Connect","note":"Surfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"http"}],"composabilityRationale":""},"relations":[{"from":"monid-289f37","to":"dory","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"concentrate-ai","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"google-workspace-cli","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"mailcheap","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"refero","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"larasend","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"rare-ui","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"alex","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."}],"signals":[{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-07-24T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":13,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.15,"contribution":0.027,"why":"Documentation is available.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-24-monid-agent-tool-marketplace.md\nSurfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Remote MCP — https://mcp.monid.ai/v1","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"HTTP API — https://api.monid.ai/v1/ (Bearer key)","at":"2026-07-24T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.288242068922591,"contribution":0.04035388964916275,"why":"4 sources cover 1 evidence types. The latest dated evidence is 2026-07-24. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-24-monid-agent-tool-marketplace.md\nSurfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Remote MCP — https://mcp.monid.ai/v1","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"HTTP API — https://api.monid.ai/v1/ (Bearer key)","at":"2026-07-24T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":13},{"slug":"cursor","name":"Cursor","summary":"Agentic editor harness. A day-one Leyline install target: scour skill via MCP or rule file.","kind":"runtime","homepage":"https://cursor.com","publisher":"Anysphere","license":"proprietary","hasMcp":true,"hasApi":false,"costRange":"seat","composabilityRationale":"MCP and rules files make catalogue skills installable. Closed editor means the slice is 'harness', not 'library'.","functions":["code","reason","tool-call","connect","retrieve"],"slices":[{"functionId":"code","label":"Inline agent","note":"Edit in the repo","cost":"seat"},{"functionId":"connect","label":"MCP hosts","note":"Attach Leyline or other servers","cost":"included on seat"},{"functionId":"reason","label":"Reason","note":"Agentic editor harness. A day-one Leyline install target: scour skill via MCP or rule file.","cost":"seat"},{"functionId":"tool-call","label":"Tool-call","note":"Agentic editor harness. A day-one Leyline install target: scour skill via MCP or rule file.","cost":"seat"},{"functionId":"retrieve","label":"Retrieve","note":"Agentic editor harness. A day-one Leyline install target: scour skill via MCP or rule file.","cost":"seat"}],"tweets":[{"url":"https://x.com/cursor_ai/status/2085464617694777762","author":"x.com","text":"Cursor now supports Agent Plugins, an open standard for bundling skills and MCP servers for use across agents."},{"url":"https://x.com/cursor_ai/status/2084317547608911986","author":"x.com","text":"Cursor Cloud agents are now 20-30% more token efficient, and 80% more efficient on runs with computer use. We've improved how they handle MCPs, skills, and ..."},{"url":"https://x.com/devagrawal09/article/2089089101010239926","author":"x.com","text":"Cursor's agent could migrate Solid to React because that direction asks for nothing. The direction that asks for something is the one that needs a codemod, not ..."}],"sources":[{"kind":"web","label":"Cursor","url":"https://cursor.com","at":"2026-09-12T00:00:00Z"}],"origin":"seed","sector":"dev-harness","notes":[],"score":12,"explain":{"score":12,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.15,"contribution":0.027,"why":"A licence is declared.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. No API is declared. Cost is seat. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-09-12. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"Cursor","url":"https://cursor.com","at":"2026-09-12T00:00:00Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"createdAt":"2026-09-11T16:33:47.438Z","updatedAt":"2026-09-13T08:56:02.860Z","recordId":"cmp_cursor","claims":{"name":"Cursor","summary":"Agentic editor harness. A day-one Leyline install target: scour skill via MCP or rule file.","kind":"runtime","publisher":"Anysphere","homepage":"https://cursor.com","license":"proprietary","costRange":"seat","functions":["code","reason","tool-call","connect","retrieve"],"slices":[{"functionId":"code","label":"Inline agent","note":"Edit in the repo","cost":"seat"},{"functionId":"connect","label":"MCP hosts","note":"Attach Leyline or other servers","cost":"included on seat"},{"functionId":"reason","label":"Reason","note":"Agentic editor harness. A day-one Leyline install target: scour skill via MCP or rule file.","cost":"seat"},{"functionId":"tool-call","label":"Tool-call","note":"Agentic editor harness. A day-one Leyline install target: scour skill via MCP or rule file.","cost":"seat"},{"functionId":"retrieve","label":"Retrieve","note":"Agentic editor harness. A day-one Leyline install target: scour skill via MCP or rule file.","cost":"seat"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"MCP and rules files make catalogue skills installable. Closed editor means the slice is 'harness', not 'library'."},"interfaces":[{"kind":"mcp"}],"relations":[{"from":"cursor","to":"openai-codex","kind":"alternative-to","note":"Shared functions code, connect, reason, tool-call. Same kind and overlapping capability."},{"from":"cursor","to":"claude-code","kind":"alternative-to","note":"Shared functions code, connect, reason, tool-call. Same kind and overlapping capability."},{"from":"cursor","to":"grok-xai","kind":"alternative-to","note":"Shared functions code, connect, reason, tool-call. Same kind and overlapping capability."},{"from":"cursor","to":"build-software-better-together","kind":"fills-same-slot-as","note":"Shared functions code, connect, retrieve, tool-call. Can fill the same function slot."},{"from":"cursor","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions code, connect, retrieve. Can fill the same function slot."},{"from":"cursor","to":"executor","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"cursor","to":"zillow-data-apis","kind":"fills-same-slot-as","note":"Shared functions connect, retrieve. Can fill the same function slot."},{"from":"cursor","to":"exa","kind":"fills-same-slot-as","note":"Shared functions connect, retrieve, tool-call. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-13T08:56:02.860Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"maple","name":"Maple","summary":"Maple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","kind":"app","homepage":"https://maple.dev/","repoUrl":"https://github.com/MapleTechLabs/maple","docsUrl":"https://maple.dev/docs/","publisher":"","license":"Apache-2.0","hasMcp":true,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["browser","connect","observe","store"],"functionProbabilities":[{"functionId":"browser","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-08-16-mapletechlabs-maple.md","method":"lexical","observedAt":"2026-08-16T00:00:00.000Z"},{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-08-16-mapletechlabs-maple.md","method":"lexical","observedAt":"2026-08-16T00:00:00.000Z"},{"functionId":"observe","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-08-16-mapletechlabs-maple.md","method":"lexical","observedAt":"2026-08-16T00:00:00.000Z"},{"functionId":"store","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-08-16-mapletechlabs-maple.md","method":"lexical","observedAt":"2026-08-16T00:00:00.000Z"}],"slices":[{"functionId":"browser","label":"Browser","note":"Maple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Maple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","cost":"unknown"},{"functionId":"observe","label":"Observe","note":"Maple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","cost":"unknown"},{"functionId":"store","label":"Store","note":"Maple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-16-mapletechlabs-maple.md\nMaple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","at":"2026-08-16T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Maple — OTel-native observability backend with local mode and MCP access","at":"2026-08-16T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"ds, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","at":"2026-08-16T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"}],"origin":"seed","notes":[],"createdAt":"2026-08-16T00:00:00.000Z","updatedAt":"2026-08-16T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_maple","claims":{"name":"Maple","summary":"Maple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","kind":"app","publisher":"","homepage":"https://maple.dev/","repoUrl":"https://github.com/MapleTechLabs/maple","docsUrl":"https://maple.dev/docs/","license":"Apache-2.0","costRange":"unknown","functions":["browser","connect","observe","store"],"slices":[{"functionId":"browser","label":"Browser","note":"Maple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Maple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","cost":"unknown"},{"functionId":"observe","label":"Observe","note":"Maple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","cost":"unknown"},{"functionId":"store","label":"Store","note":"Maple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"}],"composabilityRationale":""},"relations":[{"from":"maple","to":"browserbase","kind":"alternative-to","note":"Shared functions browser, connect, observe. Same kind and overlapping capability."},{"from":"maple","to":"github","kind":"alternative-to","note":"Shared functions connect, observe, store. Same kind and overlapping capability."},{"from":"maple","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions browser, connect, observe. Can fill the same function slot."},{"from":"maple","to":"agent-desktop","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"maple","to":"atomic-agent","kind":"fills-same-slot-as","note":"Shared functions browser, connect. Can fill the same function slot."},{"from":"maple","to":"playwright","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"maple","to":"kogiqa-mcp-web-browser","kind":"fills-same-slot-as","note":"Shared functions browser, connect. Can fill the same function slot."},{"from":"maple","to":"mcp-ai-gateway","kind":"fills-same-slot-as","note":"Shared functions connect, observe. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-08-16T00:00:00.000Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-08-16T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":12,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.3,"contribution":0.054,"why":"A licence is declared. Documentation is available.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-16-mapletechlabs-maple.md\nMaple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","at":"2026-08-16T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Maple — OTel-native observability backend with local mode and MCP access","at":"2026-08-16T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"ds, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","at":"2026-08-16T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"An MCP surface is declared. No API is declared. Cost is unknown. 1 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.26214289265639185,"contribution":0.036700004971894865,"why":"3 sources cover 1 evidence types. The latest dated evidence is 2026-08-16. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-16-mapletechlabs-maple.md\nMaple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","at":"2026-08-16T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Maple — OTel-native observability backend with local mode and MCP access","at":"2026-08-16T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"ds, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","at":"2026-08-16T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":12},{"slug":"openship","name":"OpenShip","summary":"Open-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","kind":"app","homepage":"https://openship.io","repoUrl":"https://github.com/oblien/openship","publisher":"OpenShip","hasMcp":true,"hasApi":true,"costRange":"unknown","composabilityRationale":"","functions":["deploy","connect","tool-call"],"functionProbabilities":[{"functionId":"deploy","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-07-18-openship-self-hosted-app-platform.md","method":"lexical","observedAt":"2026-07-18T00:00:00.000Z"},{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-18-openship-self-hosted-app-platform.md","method":"lexical","observedAt":"2026-07-18T00:00:00.000Z"},{"functionId":"tool-call","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-18-openship-self-hosted-app-platform.md","method":"lexical","observedAt":"2026-07-18T00:00:00.000Z"}],"slices":[{"functionId":"deploy","label":"Deploy","note":"Open-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Open-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","cost":"unknown"},{"functionId":"tool-call","label":"Tool-call","note":"Open-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-18-openship-self-hosted-app-platform.md\nOpen-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"http"}],"origin":"seed","notes":[],"createdAt":"2026-07-18T00:00:00.000Z","updatedAt":"2026-07-18T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_openship","claims":{"name":"OpenShip","summary":"Open-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","kind":"app","publisher":"OpenShip","homepage":"https://openship.io","repoUrl":"https://github.com/oblien/openship","costRange":"unknown","functions":["deploy","connect","tool-call"],"slices":[{"functionId":"deploy","label":"Deploy","note":"Open-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Open-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","cost":"unknown"},{"functionId":"tool-call","label":"Tool-call","note":"Open-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"http"}],"composabilityRationale":""},"relations":[{"from":"openship","to":"monetization-gateway","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"openship","to":"railcode","kind":"fills-same-slot-as","note":"Shared functions deploy, tool-call. Can fill the same function slot."},{"from":"openship","to":"asp-net-core","kind":"fills-same-slot-as","note":"Shared functions deploy, tool-call. Can fill the same function slot."},{"from":"openship","to":"model-context-protocol","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"openship","to":"openai-codex","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"openship","to":"atomic-agent","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"openship","to":"claude-code","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"openship","to":"cursor","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."}],"signals":[],"claimVerification":[],"explain":{"score":11,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-18-openship-self-hosted-app-platform.md\nOpen-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.288242068922591,"contribution":0.04035388964916275,"why":"4 sources cover 1 evidence types. The latest dated evidence is 2026-07-18. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-18-openship-self-hosted-app-platform.md\nOpen-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":11,"tags":["agents"]},{"slug":"contactout","name":"ContactOut","publisher":"ContactOut","kind":"app","summary":"Finds and enriches professional contact and company records through an API and MCP integration.","homepage":"https://contactout.com/","docsUrl":"https://api.contactout.com/","functions":["search","enrich"],"costRange":"unknown","recordId":"cmp_contactout","hasMcp":true,"hasApi":true,"costNotes":"Licensed data access and credits are account dependent; accuracy and coverage claims were not tested.","composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://api.contactout.com/"},{"kind":"mcp","specUrl":"https://api.contactout.com/"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"ContactOut official documentation","url":"https://api.contactout.com/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"},{"kind":"docs","label":"ContactOut official documentation","url":"https://contactout.com/mcp-integration","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Licensed data access and credits are account dependent; accuracy and coverage claims were not tested.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Licensed data access and credits are account dependent; accuracy and coverage claims were not tested.","cost":"unknown"}],"claims":{"name":"ContactOut","summary":"Finds and enriches professional contact and company records through an API and MCP integration.","kind":"app","publisher":"ContactOut","homepage":"https://contactout.com/","docsUrl":"https://api.contactout.com/","costRange":"unknown","costNotes":"Licensed data access and credits are account dependent; accuracy and coverage claims were not tested.","functions":["search","enrich"],"slices":[{"functionId":"search","label":"Search","note":"Licensed data access and credits are account dependent; accuracy and coverage claims were not tested.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Licensed data access and credits are account dependent; accuracy and coverage claims were not tested.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://api.contactout.com/"},{"kind":"mcp","specUrl":"https://api.contactout.com/"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"contactout","to":"akta-pro","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"contactout","to":"apollo","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"contactout","to":"crunchbase","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"contactout","to":"hunter","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"contactout","to":"ploid","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"contactout","to":"tendata","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"contactout","to":"anyapi","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"contactout","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions enrich, search. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":10,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"ContactOut official documentation","url":"https://api.contactout.com/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"},{"kind":"docs","label":"ContactOut official documentation","url":"https://contactout.com/mcp-integration","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"ContactOut official documentation","url":"https://api.contactout.com/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"},{"kind":"docs","label":"ContactOut official documentation","url":"https://contactout.com/mcp-integration","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.22849520230941842,"contribution":0.031989328323318585,"why":"2 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"ContactOut official documentation","url":"https://api.contactout.com/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"},{"kind":"docs","label":"ContactOut official documentation","url":"https://contactout.com/mcp-integration","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":10},{"slug":"agentation","name":"Agentation","summary":"Agentation is a visual feedback layer for agents working on web UIs. Humans click elements, annotate, optionally use layout mode (rearrange/resize), then copy structured markdown (or push via MCP/webhooks) so the agent gets element paths, CSS selectors, positions, and related context instead of vague prose.","kind":"resource","homepage":"https://www.agentation.com/","repoUrl":"https://github.com/benjitaylor/agentation","docsUrl":"https://www.agentation.com/","publisher":"","hasMcp":true,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["connect"],"functionProbabilities":[{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-08-01-benjitaylor-agentation.md","method":"lexical","observedAt":"2026-08-01T00:00:00.000Z"}],"slices":[{"functionId":"connect","label":"Connect","note":"Agentation is a visual feedback layer for agents working on web UIs. Humans click elements, annotate, optionally use layout mode (rearrange/resize), then copy structured markdown (or push via MCP/webhooks) so the agent gets element paths, CSS selectors, positions, and related context instead of vague prose.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-01-benjitaylor-agentation.md\nAgentation is a visual feedback layer for agents working on web UIs. Humans click elements, annotate, optionally use layout mode (rearrange/resize), then copy structured markdown (or push via MCP/webhooks) so the agent gets element paths, CSS selectors, positions, and related context instead of vague prose.","at":"2026-08-01T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"te, optionally use layout mode (rearrange/resize), then copy structured markdown (or push via MCP/webhooks) so the agent gets element paths, CSS selectors, positions, and related context","at":"2026-08-01T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"}],"origin":"seed","notes":[],"createdAt":"2026-08-01T00:00:00.000Z","updatedAt":"2026-08-01T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_agentation","claims":{"name":"Agentation","summary":"Agentation is a visual feedback layer for agents working on web UIs. Humans click elements, annotate, optionally use layout mode (rearrange/resize), then copy structured markdown (or push via MCP/webhooks) so the agent gets element paths, CSS selectors, positions, and related context instead of vague prose.","kind":"resource","publisher":"","homepage":"https://www.agentation.com/","repoUrl":"https://github.com/benjitaylor/agentation","docsUrl":"https://www.agentation.com/","costRange":"unknown","functions":["connect"],"slices":[{"functionId":"connect","label":"Connect","note":"Agentation is a visual feedback layer for agents working on web UIs. Humans click elements, annotate, optionally use layout mode (rearrange/resize), then copy structured markdown (or push via MCP/webhooks) so the agent gets element paths, CSS selectors, positions, and related context instead of vague prose.","cost":"unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":""},"relations":[{"from":"agentation","to":"is-agentic","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"agentation","to":"clapper","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"agentation","to":"codex-security-plugin","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"agentation","to":"container","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"agentation","to":"slackhq-nebula","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"agentation","to":"cloudflare-quick-tunnels","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"agentation","to":"company-brain","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"agentation","to":"cua-s1-cua-s1-forms","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."}],"signals":[{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-08-01T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.15,"contribution":0.027,"why":"Documentation is available.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-01-benjitaylor-agentation.md\nAgentation is a visual feedback layer for agents working on web UIs. Humans click elements, annotate, optionally use layout mode (rearrange/resize), then copy structured markdown (or push via MCP/webhooks) so the agent gets element paths, CSS selectors, positions, and related context instead of vague prose.","at":"2026-08-01T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"te, optionally use layout mode (rearrange/resize), then copy structured markdown (or push via MCP/webhooks) so the agent gets element paths, CSS selectors, positions, and related context","at":"2026-08-01T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"An MCP surface is declared. No API is declared. Cost is unknown. 1 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.22849520230941842,"contribution":0.031989328323318585,"why":"2 sources cover 1 evidence types. The latest dated evidence is 2026-08-01. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-01-benjitaylor-agentation.md\nAgentation is a visual feedback layer for agents working on web UIs. Humans click elements, annotate, optionally use layout mode (rearrange/resize), then copy structured markdown (or push via MCP/webhooks) so the agent gets element paths, CSS selectors, positions, and related context instead of vague prose.","at":"2026-08-01T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"te, optionally use layout mode (rearrange/resize), then copy structured markdown (or push via MCP/webhooks) so the agent gets element paths, CSS selectors, positions, and related context","at":"2026-08-01T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9,"tags":["agents"]},{"slug":"blockrun","name":"BlockRun","publisher":"BlockRun","kind":"app","summary":"Provides model and service access through documented APIs, SDKs and MCP tools.","homepage":"https://blockrun.ai/","docsUrl":"https://blockrun.ai/docs","functions":["route","generate","tool-call"],"costRange":"unknown","recordId":"cmp_blockrun","hasMcp":true,"hasApi":true,"costNotes":"Provider-specific pricing, payment setup and service permissions need review; Leyline does not proxy or purchase calls.","composabilityRationale":"Use its declared http, sdk, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://blockrun.ai/docs"},{"kind":"sdk","specUrl":"https://blockrun.ai/docs"},{"kind":"mcp","specUrl":"https://blockrun.ai/docs"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"BlockRun official documentation","url":"https://blockrun.ai/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"route","label":"Route","note":"Provider-specific pricing, payment setup and service permissions need review; Leyline does not proxy or purchase calls.","cost":"unknown"},{"functionId":"generate","label":"Generate","note":"Provider-specific pricing, payment setup and service permissions need review; Leyline does not proxy or purchase calls.","cost":"unknown"},{"functionId":"tool-call","label":"Tool-call","note":"Provider-specific pricing, payment setup and service permissions need review; Leyline does not proxy or purchase calls.","cost":"unknown"}],"claims":{"name":"BlockRun","summary":"Provides model and service access through documented APIs, SDKs and MCP tools.","kind":"app","publisher":"BlockRun","homepage":"https://blockrun.ai/","docsUrl":"https://blockrun.ai/docs","costRange":"unknown","costNotes":"Provider-specific pricing, payment setup and service permissions need review; Leyline does not proxy or purchase calls.","functions":["route","generate","tool-call"],"slices":[{"functionId":"route","label":"Route","note":"Provider-specific pricing, payment setup and service permissions need review; Leyline does not proxy or purchase calls.","cost":"unknown"},{"functionId":"generate","label":"Generate","note":"Provider-specific pricing, payment setup and service permissions need review; Leyline does not proxy or purchase calls.","cost":"unknown"},{"functionId":"tool-call","label":"Tool-call","note":"Provider-specific pricing, payment setup and service permissions need review; Leyline does not proxy or purchase calls.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://blockrun.ai/docs"},{"kind":"sdk","specUrl":"https://blockrun.ai/docs"},{"kind":"mcp","specUrl":"https://blockrun.ai/docs"}],"composabilityRationale":"Use its declared http, sdk, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"blockrun","to":"openrouter-c833b6","kind":"alternative-to","note":"Shared functions route, tool-call. Same kind and overlapping capability."},{"from":"blockrun","to":"openrouter","kind":"alternative-to","note":"Shared functions generate, route. Same kind and overlapping capability."},{"from":"blockrun","to":"model-context-protocol","kind":"fills-same-slot-as","note":"Shared functions route, tool-call. Can fill the same function slot."},{"from":"blockrun","to":"monid","kind":"fills-same-slot-as","note":"Shared functions route, tool-call. Can fill the same function slot."},{"from":"blockrun","to":"grok-xai","kind":"fills-same-slot-as","note":"Shared functions generate, tool-call. Can fill the same function slot."},{"from":"blockrun","to":"mcp-ai-gateway","kind":"fills-same-slot-as","note":"Shared functions route, tool-call. Can fill the same function slot."},{"from":"blockrun","to":"build-software-better-together","kind":"fills-same-slot-as","note":"Shared functions route, tool-call. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"BlockRun official documentation","url":"https://blockrun.ai/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"BlockRun official documentation","url":"https://blockrun.ai/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"BlockRun official documentation","url":"https://blockrun.ai/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"camofox-browser-server","name":"CamoFox Browser Server","summary":"A TypeScript browser-automation server for AI agents that exposes the Camoufox stealth browser engine through REST APIs, a CLI, OpenClaw-compatible endpoints, and stated MCP compatibility.","publisher":"redf0x1","homepage":"https://github.com/redf0x1/camofox-browser","kind":"runtime","hasApi":true,"hasMcp":true,"costRange":"unknown","costNotes":"Unknown: The retrieved page provides installation instructions but does not state pricing, hosted-service fees, or usage charges.","functions":["auth","browser","cache","extract","policy","route","search","compose"],"slices":[{"functionId":"browser","label":"Stealth browser automation","note":"Automates a Camoufox-based Firefox engine with engine-level fingerprint spoofing, isolated sessions, tabs, element references, and proxy or geo overrides.","cost":"Unknown"},{"functionId":"extract","label":"Structured page extraction","note":"Provides accessibility snapshots, image listing, snapshot pagination, and deterministic schema-driven JSON extraction without arbitrary JavaScript.","cost":"Unknown"},{"functionId":"search","label":"Search macros","note":"Includes 14 macros for named web services including Google, YouTube, Amazon, Reddit, and Wikipedia.","cost":"Unknown"},{"functionId":"auth","label":"Credential and API authentication","note":"Supports optional bearer authentication when an API key is configured and an AES-256-GCM encrypted credential vault.","cost":"Unknown"},{"functionId":"cache","label":"cache","note":"Inferred from executor","cost":"Unknown"},{"functionId":"policy","label":"policy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"route","label":"route","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The runtime is designed for composition through a language-agnostic REST API, a 50+ command CLI, OpenClaw-compatible endpoints, and an external MCP companion integration. It supports isolated sessions, persistent profiles, structured extraction, and search macros. The product is in Preview, so API behavior and request or response formats may change between minor versions. Hosted-service availability, pricing, and exact MCP companion setup are not stated in the retrieved evidence.","signals":[],"functionProbabilities":[{"functionId":"auth","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"browser","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"cache","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"extract","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"policy","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"route","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"search","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"compose","value":0.72,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"connect","value":0.72,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"monitor","value":0.72,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"observe","value":0.72,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"store","value":0.72,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/redf0x1/camofox-browser","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://github.com/redf0x1/camofox-browser","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/redf0x1/camofox-browser","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/redf0x1/camofox-browser","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-11-04T06:17:10.356Z","updatedAt":"2026-11-04T06:17:10.356Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/redf0x1/camofox-browser","excerpt":"BranchesTags\n\n## Repository files navigation\n\n# CamoFox Browser Server\n\n> Anti-detection browser server for AI agents — TypeScript REST API wrapping the Camoufox stealth browser engine\n\n## Table of Contents\n\n## Why CamoFox?\n\n**The Problem**","at":"2026-11-04T06:17:10.356Z"}],"recordId":"cmp_camofox-browser-server","claims":{"name":"CamoFox Browser Server","summary":"A TypeScript browser-automation server for AI agents that exposes the Camoufox stealth browser engine through REST APIs, a CLI, OpenClaw-compatible endpoints, and stated MCP compatibility.","kind":"runtime","publisher":"redf0x1","homepage":"https://github.com/redf0x1/camofox-browser","costRange":"unknown","costNotes":"Unknown: The retrieved page provides installation instructions but does not state pricing, hosted-service fees, or usage charges.","functions":["auth","browser","cache","extract","policy","route","search","compose"],"slices":[{"functionId":"browser","label":"Stealth browser automation","note":"Automates a Camoufox-based Firefox engine with engine-level fingerprint spoofing, isolated sessions, tabs, element references, and proxy or geo overrides.","cost":"Unknown"},{"functionId":"extract","label":"Structured page extraction","note":"Provides accessibility snapshots, image listing, snapshot pagination, and deterministic schema-driven JSON extraction without arbitrary JavaScript.","cost":"Unknown"},{"functionId":"search","label":"Search macros","note":"Includes 14 macros for named web services including Google, YouTube, Amazon, Reddit, and Wikipedia.","cost":"Unknown"},{"functionId":"auth","label":"Credential and API authentication","note":"Supports optional bearer authentication when an API key is configured and an AES-256-GCM encrypted credential vault.","cost":"Unknown"},{"functionId":"cache","label":"cache","note":"Inferred from executor","cost":"Unknown"},{"functionId":"policy","label":"policy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"route","label":"route","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The runtime is designed for composition through a language-agnostic REST API, a 50+ command CLI, OpenClaw-compatible endpoints, and an external MCP companion integration. It supports isolated sessions, persistent profiles, structured extraction, and search macros. The product is in Preview, so API behavior and request or response formats may change between minor versions. Hosted-service availability, pricing, and exact MCP companion setup are not stated in the retrieved evidence."},"relations":[{"from":"camofox-browser-server","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions auth, compose, policy, search. Can fill the same function slot."},{"from":"camofox-browser-server","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions auth, browser, policy, search. Can fill the same function slot."},{"from":"camofox-browser-server","to":"tinyfish-search-api","kind":"fills-same-slot-as","note":"Shared functions auth, browser, compose, search. Can fill the same function slot."},{"from":"camofox-browser-server","to":"anyapi","kind":"fills-same-slot-as","note":"Shared functions extract, route, search. Can fill the same function slot."},{"from":"camofox-browser-server","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions browser, extract, search. Can fill the same function slot."},{"from":"camofox-browser-server","to":"mcp-ai-gateway","kind":"fills-same-slot-as","note":"Shared functions auth, policy, route. Can fill the same function slot."},{"from":"camofox-browser-server","to":"search","kind":"fills-same-slot-as","note":"Shared functions browser, search. Can fill the same function slot."},{"from":"camofox-browser-server","to":"human-review","kind":"fills-same-slot-as","note":"Shared functions browser, route. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-11-04. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/redf0x1/camofox-browser","excerpt":"BranchesTags\n\n## Repository files navigation\n\n# CamoFox Browser Server\n\n> Anti-detection browser server for AI agents — TypeScript REST API wrapping the Camoufox stealth browser engine\n\n## Table of Contents\n\n## Why CamoFox?\n\n**The Problem**","at":"2026-11-04T06:17:10.356Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"casdoor","name":"Casdoor","summary":"An open-source, self-hosted identity and access management platform and authentication server with a web console, supporting SSO, multiple identity protocols, policy-based authorization, APIs, SDKs, and MCP.","publisher":"Casdoor","homepage":"https://github.com/casdoor/casdoor","kind":"app","hasApi":true,"hasMcp":true,"costRange":"unknown","costNotes":"Unknown: The page describes open-source self-hosting and a hosted Casdoor Cloud option with flat monthly pricing and $20 in trial credit, but it does not state actual prices.","functions":["auth","code","compose","embed","identity","policy","search","connect"],"slices":[{"functionId":"auth","label":"Application authentication and SSO","note":"Acts as an OAuth 2.0/OIDC authorization server and supports SAML 2.0, CAS, WebAuthn, TOTP, MFA, password, and email/SMS-code sign-in.","cost":"Unknown"},{"functionId":"identity","label":"Identity provider and user directory","note":"Stores users, issues tokens, manages organizations and providers, and exposes the same directory through several identity protocols.","cost":"Unknown"},{"functionId":"policy","label":"Policy-based authorization","note":"Supports Casbin-based ACL, RBAC, ABAC, and custom authorization models.","cost":"Unknown"},{"functionId":"connect","label":"Application and identity-provider integration","note":"Connects applications and providers using OAuth, OIDC, SAML, CAS, LDAP, SCIM, SDKs, a Public API, Terraform, and MCP.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"embed","label":"embed","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Casdoor can compose with applications and identity providers through OAuth 2.0, OIDC, SAML 2.0, CAS, LDAP, SCIM 2.0, SDKs, a Public API, Terraform, and MCP. The retrieved page does not specify the MCP capability surface or detailed API limits and pricing.","signals":[],"functionProbabilities":[{"functionId":"auth","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"code","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"compose","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"embed","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"identity","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"policy","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"search","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"connect","value":0.72,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"deploy","value":0.72,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"evaluate","value":0.72,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/casdoor/casdoor","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://github.com/casdoor/casdoor","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/casdoor/casdoor","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/casdoor/casdoor","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-11-04T06:18:17.529Z","updatedAt":"2026-11-04T06:18:17.529Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/casdoor/casdoor","excerpt":"BranchesTags\n\n## Repository files navigation\n\n### An open-source, self-hosted identity and access management platform\n\nCasdoor is a single sign-on (SSO) and authentication server with a web console.  \nIt speaks **OAuth 2.0**, **OIDC**, **SA","at":"2026-11-04T06:18:17.529Z"}],"recordId":"cmp_casdoor","claims":{"name":"Casdoor","summary":"An open-source, self-hosted identity and access management platform and authentication server with a web console, supporting SSO, multiple identity protocols, policy-based authorization, APIs, SDKs, and MCP.","kind":"app","publisher":"Casdoor","homepage":"https://github.com/casdoor/casdoor","costRange":"unknown","costNotes":"Unknown: The page describes open-source self-hosting and a hosted Casdoor Cloud option with flat monthly pricing and $20 in trial credit, but it does not state actual prices.","functions":["auth","code","compose","embed","identity","policy","search","connect"],"slices":[{"functionId":"auth","label":"Application authentication and SSO","note":"Acts as an OAuth 2.0/OIDC authorization server and supports SAML 2.0, CAS, WebAuthn, TOTP, MFA, password, and email/SMS-code sign-in.","cost":"Unknown"},{"functionId":"identity","label":"Identity provider and user directory","note":"Stores users, issues tokens, manages organizations and providers, and exposes the same directory through several identity protocols.","cost":"Unknown"},{"functionId":"policy","label":"Policy-based authorization","note":"Supports Casbin-based ACL, RBAC, ABAC, and custom authorization models.","cost":"Unknown"},{"functionId":"connect","label":"Application and identity-provider integration","note":"Connects applications and providers using OAuth, OIDC, SAML, CAS, LDAP, SCIM, SDKs, a Public API, Terraform, and MCP.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"embed","label":"embed","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Casdoor can compose with applications and identity providers through OAuth 2.0, OIDC, SAML 2.0, CAS, LDAP, SCIM 2.0, SDKs, a Public API, Terraform, and MCP. The retrieved page does not specify the MCP capability surface or detailed API limits and pricing."},"relations":[{"from":"casdoor","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions auth, code, connect, identity, policy, search. Can fill the same function slot."},{"from":"casdoor","to":"memini","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, embed, policy, search. Can fill the same function slot."},{"from":"casdoor","to":"self","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, embed, search. Can fill the same function slot."},{"from":"casdoor","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, policy, search. Can fill the same function slot."},{"from":"casdoor","to":"mcp-ai-gateway","kind":"fills-same-slot-as","note":"Shared functions auth, connect, identity, policy. Can fill the same function slot."},{"from":"casdoor","to":"camofox-browser-server","kind":"fills-same-slot-as","note":"Shared functions auth, compose, policy, search. Can fill the same function slot."},{"from":"casdoor","to":"tinyfish-search-api","kind":"fills-same-slot-as","note":"Shared functions auth, code, compose, search. Can fill the same function slot."},{"from":"casdoor","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-11-04. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/casdoor/casdoor","excerpt":"BranchesTags\n\n## Repository files navigation\n\n### An open-source, self-hosted identity and access management platform\n\nCasdoor is a single sign-on (SSO) and authentication server with a web console.  \nIt speaks **OAuth 2.0**, **OIDC**, **SA","at":"2026-11-04T06:18:17.529Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"cognee","name":"cognee","summary":"Open-source memory system for agents and teams. It connects company sources such as Slack, GitHub, and Linear so agents can recall shared context through one memory API, an SDK, or an MCP server, with an optional Cognee Cloud for managed scale.","publisher":"cognee","homepage":"https://www.cognee.ai","kind":"runtime","hasApi":true,"hasMcp":true,"costRange":"unknown","costNotes":"Pricing is not stated. The page says to start with the open-source package (pip install cognee) and move to Cognee Cloud for managed scale. No plans, prices, or free-tier limits are given.","functions":["memory","code","connect","embed","retrieve"],"slices":[{"functionId":"memory","label":"Agent memory","note":"Memory for agents, teams, and people so agents can recall what a company knows and what they just did.","cost":"Unknown"},{"functionId":"connect","label":"Source and agent connections","note":"Connect Slack, GitHub, and Linear, with first-party integrations for Claude Code, Cursor, LangGraph, OpenClaw, and more.","cost":"Unknown"},{"functionId":"retrieve","label":"Memory read","note":"Agents recall stored context through the memory API or MCP read access.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"embed","label":"embed","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The page states one memory API and an SDK, plus an MCP server so compatible agents can read and write Cognee memory without custom glue. It names first-party integrations for Claude Code, Cursor, LangGraph, and OpenClaw, and also lists Codex, Skill, and Hermes. Slack, GitHub, and Linear are named as sources to connect. Auth, rate limits, and API schemas are not specified on this page.","signals":[],"functionProbabilities":[{"functionId":"memory","value":0.92,"source":"https://www.cognee.ai","method":"lexical","observedAt":"2026-10-15T16:29:14.700Z"},{"functionId":"code","value":0.8,"source":"https://www.cognee.ai","method":"lexical","observedAt":"2026-10-15T16:29:14.700Z"},{"functionId":"connect","value":0.72,"source":"https://www.cognee.ai","method":"lexical","observedAt":"2026-10-15T16:29:14.700Z"},{"functionId":"embed","value":0.72,"source":"https://www.cognee.ai","method":"lexical","observedAt":"2026-10-15T16:29:14.700Z"},{"functionId":"retrieve","value":0.72,"source":"https://www.cognee.ai","method":"lexical","observedAt":"2026-10-15T16:29:14.700Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://www.cognee.ai","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://www.cognee.ai","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://www.cognee.ai","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://www.cognee.ai","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-15T16:29:15.555Z","updatedAt":"2026-10-15T16:29:15.555Z","sources":[{"kind":"web","label":"executor","url":"https://www.cognee.ai","excerpt":"# Memory for Agents, Teams, and People\n\nConnect Slack, GitHub, Linear to Cognee and help agents recall what your company knows.\n\nStart building\n\nWorks withClaude CodeCodexSkillMCPOpenClawHermes\n\nWorks with\n\nClaude Code\n\nCodex\n\nSkill\n\nMCP\n\nO","at":"2026-10-15T16:29:15.555Z"}],"recordId":"cmp_cognee","claims":{"name":"cognee","summary":"Open-source memory system for agents and teams. It connects company sources such as Slack, GitHub, and Linear so agents can recall shared context through one memory API, an SDK, or an MCP server, with an optional Cognee Cloud for managed scale.","kind":"runtime","publisher":"cognee","homepage":"https://www.cognee.ai","costRange":"unknown","costNotes":"Pricing is not stated. The page says to start with the open-source package (pip install cognee) and move to Cognee Cloud for managed scale. No plans, prices, or free-tier limits are given.","functions":["memory","code","connect","embed","retrieve"],"slices":[{"functionId":"memory","label":"Agent memory","note":"Memory for agents, teams, and people so agents can recall what a company knows and what they just did.","cost":"Unknown"},{"functionId":"connect","label":"Source and agent connections","note":"Connect Slack, GitHub, and Linear, with first-party integrations for Claude Code, Cursor, LangGraph, OpenClaw, and more.","cost":"Unknown"},{"functionId":"retrieve","label":"Memory read","note":"Agents recall stored context through the memory API or MCP read access.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"embed","label":"embed","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The page states one memory API and an SDK, plus an MCP server so compatible agents can read and write Cognee memory without custom glue. It names first-party integrations for Claude Code, Cursor, LangGraph, and OpenClaw, and also lists Codex, Skill, and Hermes. Slack, GitHub, and Linear are named as sources to connect. Auth, rate limits, and API schemas are not specified on this page."},"relations":[{"from":"cognee","to":"agentmemory","kind":"fills-same-slot-as","note":"Shared functions code, connect, memory. Can fill the same function slot."},{"from":"cognee","to":"memini","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed, memory, retrieve. Can fill the same function slot."},{"from":"cognee","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed, memory, retrieve. Can fill the same function slot."},{"from":"cognee","to":"build-software-better-together","kind":"fills-same-slot-as","note":"Shared functions code, connect, memory, retrieve. Can fill the same function slot."},{"from":"cognee","to":"pen-dev","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed. Can fill the same function slot."},{"from":"cognee","to":"cursor","kind":"fills-same-slot-as","note":"Shared functions code, connect, retrieve. Can fill the same function slot."},{"from":"cognee","to":"pageindex","kind":"fills-same-slot-as","note":"Shared functions embed, memory, retrieve. Can fill the same function slot."},{"from":"cognee","to":"zillow-data-apis","kind":"fills-same-slot-as","note":"Shared functions connect, retrieve. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-10-15. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://www.cognee.ai","excerpt":"# Memory for Agents, Teams, and People\n\nConnect Slack, GitHub, Linear to Cognee and help agents recall what your company knows.\n\nStart building\n\nWorks withClaude CodeCodexSkillMCPOpenClawHermes\n\nWorks with\n\nClaude Code\n\nCodex\n\nSkill\n\nMCP\n\nO","at":"2026-10-15T16:29:15.555Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9,"tags":["agents"]},{"slug":"ffmpeg-skill","name":"ffmpeg-skill","publisher":"kajisho5","kind":"skill","summary":"Local media-editing tools and an agent skill with a machine-readable contract and MCP server.","homepage":"https://github.com/kajisho5/ffmpeg-skill","docsUrl":"https://github.com/kajisho5/ffmpeg-skill","functions":["transform","render","transcribe"],"costRange":"free","recordId":"cmp_ffmpeg-skill","hasMcp":true,"hasApi":false,"costNotes":"Requires local FFmpeg/ffprobe. 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Source review does not establish integration success or observed usage."},"relations":[{"from":"keenable","to":"crunchbase","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"keenable","to":"litescrape","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"keenable","to":"dataforseo","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"keenable","to":"octen","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"keenable","to":"tendata","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"keenable","to":"tikhub","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"keenable","to":"exa","kind":"fills-same-slot-as","note":"Shared functions retrieve, search. Can fill the same function slot."},{"from":"keenable","to":"pulsemcp","kind":"fills-same-slot-as","note":"Shared functions retrieve, search. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. 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Source review does not establish integration success or observed usage."},"relations":[{"from":"litescrape","to":"dataforseo","kind":"alternative-to","note":"Shared functions extract, retrieve, search. Same kind and overlapping capability."},{"from":"litescrape","to":"tikhub","kind":"alternative-to","note":"Shared functions extract, retrieve, search. Same kind and overlapping capability."},{"from":"litescrape","to":"expand-fetch","kind":"alternative-to","note":"Shared functions extract, retrieve. Same kind and overlapping capability."},{"from":"litescrape","to":"keenable","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"litescrape","to":"exa","kind":"alternative-to","note":"Shared functions extract, retrieve, search. Same kind and overlapping capability."},{"from":"litescrape","to":"cloro","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."},{"from":"litescrape","to":"crunchbase","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"litescrape","to":"search1api","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. 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Step ..."},{"url":"https://x.com/Stagehanddev/status/2086849338089857082","author":"x.com","text":"Playwright was built for testing, we built Stagehand for your agent: with improved context management, self-healing actions, and iframe support."},{"url":"https://x.com/DanielPrevoznik/status/2088598330414682325","author":"x.com","text":"it drives a real browser through agent-generated playwright code. the agent can execute arbitrary code directly in the browser vm, which helps minimize network ..."}],"sources":[{"kind":"github","label":"microsoft/playwright","url":"https://github.com/microsoft/playwright","at":"2026-09-12T00:00:00Z"},{"kind":"docs","label":"Playwright docs","url":"https://playwright.dev","at":"2026-09-12T00:00:00Z"}],"origin":"seed","sector":"browser-ops","notes":[],"score":20,"explain":{"score":20,"formula":"100 × sum(weight × value) over observed factors only. 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Cost is free. 3 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Playwright docs","url":"https://playwright.dev","at":"2026-09-12T00:00:00Z"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.3284952023094184,"contribution":0.04598932832331858,"why":"2 sources cover 2 evidence types. The latest dated evidence is 2026-09-12. 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Use the browser slice without taking the whole test-runner product box.","kind":"kit","publisher":"Microsoft","homepage":"https://playwright.dev","repoUrl":"https://github.com/microsoft/playwright","docsUrl":"https://playwright.dev/docs/intro","license":"Apache-2.0","costRange":"free","functions":["browser","test","observe","extract"],"slices":[{"functionId":"browser","label":"Drive Chromium","note":"Click, type, screenshot","cost":"free, local browsers"},{"functionId":"test","label":"E2E runner","note":"Assertion-heavy test suite","cost":"free"},{"functionId":"observe","label":"Observe","note":"Browser automation for tests and agents. Use the browser slice without taking the whole test-runner product box.","cost":"free"},{"functionId":"extract","label":"Extract","note":"Browser automation for tests and agents. Use the browser slice without taking the whole test-runner product box.","cost":"free"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Strong API and MCP. Heavy runtime (browsers) is the glue cost. Fine when the slice is 'drive a page', not 'own CI'."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"playwright","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions browser, extract, observe. Can fill the same function slot."},{"from":"playwright","to":"browserbase","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"playwright","to":"agent-desktop","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"playwright","to":"sitegeist","kind":"fills-same-slot-as","note":"Shared functions browser, extract. Can fill the same function slot."},{"from":"playwright","to":"cloro","kind":"fills-same-slot-as","note":"Shared functions extract, observe. Can fill the same function slot."},{"from":"playwright","to":"maple","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"playwright","to":"kogiqa-mcp-web-browser","kind":"fills-same-slot-as","note":"Shared functions browser, test. Can fill the same function slot."},{"from":"playwright","to":"camofox-browser-server","kind":"fills-same-slot-as","note":"Shared functions browser, extract. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-13T08:56:02.843Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-09-13T08:56:02.843Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"browserbase","name":"Browserbase","summary":"Hosted browsers for agents. Browser slice without running Playwright locally.","kind":"app","homepage":"https://www.browserbase.com","docsUrl":"https://docs.browserbase.com","publisher":"Browserbase","license":"proprietary","hasMcp":true,"hasApi":true,"costRange":"usage","composabilityRationale":"CDP/Playwright-compatible sessions. 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Documentation is available.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"Browserbase docs","url":"https://docs.browserbase.com","at":"2026-09-12T00:00:00Z"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":1,"contribution":0.1,"why":"An MCP surface is declared. An API is declared. 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Browser slice without running Playwright locally.","kind":"app","publisher":"Browserbase","homepage":"https://www.browserbase.com","docsUrl":"https://docs.browserbase.com","license":"proprietary","costRange":"usage","functions":["browser","observe","connect"],"slices":[{"functionId":"browser","label":"Hosted session","note":"Remote Chromium for agents","cost":"usage"},{"functionId":"observe","label":"Observe","note":"Hosted browsers for agents. Browser slice without running Playwright locally.","cost":"usage"},{"functionId":"connect","label":"Connect","note":"Hosted browsers for agents. Browser slice without running Playwright locally.","cost":"usage"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"CDP/Playwright-compatible sessions. Pairs with Playwright as the local slice vs hosted slice."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"browserbase","to":"maple","kind":"alternative-to","note":"Shared functions browser, connect, observe. Same kind and overlapping capability."},{"from":"browserbase","to":"tinyfish","kind":"alternative-to","note":"Shared functions browser, connect, observe. Same kind and overlapping capability."},{"from":"browserbase","to":"agent-desktop","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"browserbase","to":"atomic-agent","kind":"fills-same-slot-as","note":"Shared functions browser, connect. Can fill the same function slot."},{"from":"browserbase","to":"playwright","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"browserbase","to":"github","kind":"fills-same-slot-as","note":"Shared functions connect, observe. Can fill the same function slot."},{"from":"browserbase","to":"kogiqa-mcp-web-browser","kind":"fills-same-slot-as","note":"Shared functions browser, connect. Can fill the same function slot."},{"from":"browserbase","to":"mcp-ai-gateway","kind":"fills-same-slot-as","note":"Shared functions connect, observe. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-13T08:56:02.859Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-09-13T08:56:02.859Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"exa","name":"Exa","summary":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","kind":"app","homepage":"https://exa.ai","docsUrl":"https://docs.exa.ai","publisher":"Exa","license":"proprietary","hasMcp":true,"hasApi":true,"costRange":"usage","composabilityRationale":"Search API/MCP is a clean slice. Contents endpoint overlaps Firecrawl/TinyFish fetch — compose, don't double-pay.","functions":["search","retrieve","extract","connect","crawl","tool-call"],"slices":[{"functionId":"search","label":"Neural search","note":"Agent-ready hits","cost":"usage"},{"functionId":"retrieve","label":"Retrieve","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"},{"functionId":"extract","label":"Extract","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"},{"functionId":"connect","label":"Connect","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"},{"functionId":"crawl","label":"Crawl","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"},{"functionId":"tool-call","label":"Tool-call","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"}],"tweets":[],"sources":[{"kind":"docs","label":"Exa docs","url":"https://docs.exa.ai","at":"2026-09-12T00:00:00Z"}],"origin":"seed","sector":"search-crawl","notes":[],"score":18,"explain":{"score":18,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.3,"contribution":0.054,"why":"A licence is declared. 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Cost is usage. 3 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Exa docs","url":"https://docs.exa.ai","at":"2026-09-12T00:00:00Z"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-09-12. 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Search slice with citations, distinct from crawl-the-page tools.","kind":"app","publisher":"Exa","homepage":"https://exa.ai","docsUrl":"https://docs.exa.ai","license":"proprietary","costRange":"usage","functions":["search","retrieve","extract","connect","crawl","tool-call"],"slices":[{"functionId":"search","label":"Neural search","note":"Agent-ready hits","cost":"usage"},{"functionId":"retrieve","label":"Retrieve","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"},{"functionId":"extract","label":"Extract","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"},{"functionId":"connect","label":"Connect","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"},{"functionId":"crawl","label":"Crawl","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"},{"functionId":"tool-call","label":"Tool-call","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Search API/MCP is a clean slice. Contents endpoint overlaps Firecrawl/TinyFish fetch — compose, don't double-pay."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"exa","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, search. Can fill the same function slot."},{"from":"exa","to":"firecrawl","kind":"alternative-to","note":"Shared functions connect, crawl, extract, search. Same kind and overlapping capability."},{"from":"exa","to":"lore","kind":"fills-same-slot-as","note":"Shared functions connect, extract, retrieve, search, tool-call. Can fill the same function slot."},{"from":"exa","to":"vuda-visual-ui-debug-agent","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, retrieve, search. Can fill the same function slot."},{"from":"exa","to":"tinyfish","kind":"alternative-to","note":"Shared functions connect, crawl, extract, search. Same kind and overlapping capability."},{"from":"exa","to":"litescrape","kind":"alternative-to","note":"Shared functions extract, retrieve, search. Same kind and overlapping capability."},{"from":"exa","to":"search1api","kind":"alternative-to","note":"Shared functions crawl, extract, search. Same kind and overlapping capability."},{"from":"exa","to":"dataforseo","kind":"alternative-to","note":"Shared functions extract, retrieve, search. Same kind and overlapping capability."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-13T08:56:02.856Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-09-13T08:56:02.856Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"llamaindex","name":"LlamaIndex","summary":"Data framework for retrieval and agents. Memory and index slices, not a whole 'RAG product' box.","kind":"kit","homepage":"https://www.llamaindex.ai","repoUrl":"https://github.com/run-llama/llama_index","docsUrl":"https://docs.llamaindex.ai","publisher":"LlamaIndex","license":"MIT","hasMcp":true,"hasApi":true,"costRange":"freemium","composabilityRationale":"Index / retrieve / query engines compose. Cloud extras are optional slices. Python-first can block a TS fleet.","functions":["retrieve","index","embed","ingest","compose","memory"],"slices":[{"functionId":"index","label":"Vector index","note":"Local or hosted","cost":"OSS free; cloud usage"},{"functionId":"retrieve","label":"Query engine","note":"Ask over indexed docs","cost":"OSS + embedding spend"},{"functionId":"embed","label":"Embed","note":"Data framework for retrieval and agents. Memory and index slices, not a whole 'RAG product' box.","cost":"freemium"},{"functionId":"ingest","label":"Ingest","note":"Data framework for retrieval and agents. Memory and index slices, not a whole 'RAG product' box.","cost":"freemium"},{"functionId":"compose","label":"Compose","note":"Data framework for retrieval and agents. Memory and index slices, not a whole 'RAG product' box.","cost":"freemium"},{"functionId":"memory","label":"Memory","note":"Data framework for retrieval and agents. Memory and index slices, not a whole 'RAG product' box.","cost":"freemium"}],"tweets":[],"sources":[{"kind":"github","label":"run-llama/llama_index","url":"https://github.com/run-llama/llama_index","at":"2026-09-12T00:00:00Z"}],"origin":"seed","sector":"memory-rag","notes":[],"score":18,"explain":{"score":18,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.3,"contribution":0.054,"why":"A licence is declared. Documentation is available.","sources":[{"kind":"github","label":"run-llama/llama_index","url":"https://github.com/run-llama/llama_index","at":"2026-09-12T00:00:00Z"}],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"github","label":"run-llama/llama_index","url":"https://github.com/run-llama/llama_index","at":"2026-09-12T00:00:00Z"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":1,"contribution":0.1,"why":"An MCP surface is declared. An API is declared. Cost is freemium. 3 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-09-12. Freshness is omitted unless observed as a signal.","sources":[{"kind":"github","label":"run-llama/llama_index","url":"https://github.com/run-llama/llama_index","at":"2026-09-12T00:00:00Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"createdAt":"2026-09-11T16:33:39.685Z","updatedAt":"2026-09-13T08:56:02.844Z","tags":["agents"],"recordId":"cmp_llamaindex","claims":{"name":"LlamaIndex","summary":"Data framework for retrieval and agents. Memory and index slices, not a whole 'RAG product' box.","kind":"kit","publisher":"LlamaIndex","homepage":"https://www.llamaindex.ai","repoUrl":"https://github.com/run-llama/llama_index","docsUrl":"https://docs.llamaindex.ai","license":"MIT","costRange":"freemium","functions":["retrieve","index","embed","ingest","compose","memory"],"slices":[{"functionId":"index","label":"Vector index","note":"Local or hosted","cost":"OSS free; cloud usage"},{"functionId":"retrieve","label":"Query engine","note":"Ask over indexed docs","cost":"OSS + embedding spend"},{"functionId":"embed","label":"Embed","note":"Data framework for retrieval and agents. Memory and index slices, not a whole 'RAG product' box.","cost":"freemium"},{"functionId":"ingest","label":"Ingest","note":"Data framework for retrieval and agents. Memory and index slices, not a whole 'RAG product' box.","cost":"freemium"},{"functionId":"compose","label":"Compose","note":"Data framework for retrieval and agents. Memory and index slices, not a whole 'RAG product' box.","cost":"freemium"},{"functionId":"memory","label":"Memory","note":"Data framework for retrieval and agents. Memory and index slices, not a whole 'RAG product' box.","cost":"freemium"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Index / retrieve / query engines compose. Cloud extras are optional slices. Python-first can block a TS fleet."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"llamaindex","to":"pageindex","kind":"fills-same-slot-as","note":"Shared functions embed, index, memory, retrieve. Can fill the same function slot."},{"from":"llamaindex","to":"local-office","kind":"fills-same-slot-as","note":"Shared functions ingest, memory, retrieve. Can fill the same function slot."},{"from":"llamaindex","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions embed, index, ingest, memory, retrieve. Can fill the same function slot."},{"from":"llamaindex","to":"build-software-better-together","kind":"fills-same-slot-as","note":"Shared functions index, ingest, memory, retrieve. Can fill the same function slot."},{"from":"llamaindex","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions embed, memory, retrieve. Can fill the same function slot."},{"from":"llamaindex","to":"memini","kind":"fills-same-slot-as","note":"Shared functions compose, embed, memory, retrieve. Can fill the same function slot."},{"from":"llamaindex","to":"pulsemcp","kind":"fills-same-slot-as","note":"Shared functions index, ingest, retrieve. Can fill the same function slot."},{"from":"llamaindex","to":"telemetry-dev","kind":"fills-same-slot-as","note":"Shared functions ingest, retrieve. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-13T08:56:02.844Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-09-13T08:56:02.844Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"n8n","name":"n8n","summary":"Workflow automation. Compose and schedule slices that agents can call without owning the whole iPaaS.","kind":"app","homepage":"https://n8n.io","repoUrl":"https://github.com/n8n-io/n8n","docsUrl":"https://docs.n8n.io","publisher":"n8n","license":"Sustainable Use","hasMcp":true,"hasApi":true,"costRange":"freemium","composabilityRationale":"HTTP and MCP trigger/execute slices. License is not OSI MIT — Score must show that, not hide it.","functions":["compose","schedule","connect","notify","transform"],"slices":[{"functionId":"schedule","label":"Workflow cron","note":"Heartbeat-style jobs","cost":"self-host or cloud seat"},{"functionId":"compose","label":"Compose","note":"Workflow automation. Compose and schedule slices that agents can call without owning the whole iPaaS.","cost":"freemium"},{"functionId":"connect","label":"Connect","note":"Workflow automation. Compose and schedule slices that agents can call without owning the whole iPaaS.","cost":"freemium"},{"functionId":"notify","label":"Notify","note":"Workflow automation. Compose and schedule slices that agents can call without owning the whole iPaaS.","cost":"freemium"},{"functionId":"transform","label":"Transform","note":"Workflow automation. Compose and schedule slices that agents can call without owning the whole iPaaS.","cost":"freemium"}],"tweets":[],"sources":[{"kind":"github","label":"n8n-io/n8n","url":"https://github.com/n8n-io/n8n","at":"2026-09-12T00:00:00Z"}],"origin":"seed","notes":[],"score":18,"explain":{"score":18,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.3,"contribution":0.054,"why":"A licence is declared. 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Can fill the same function slot."},{"from":"n8n","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."},{"from":"n8n","to":"self","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."},{"from":"n8n","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions connect, notify. Can fill the same function slot."},{"from":"n8n","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."},{"from":"n8n","to":"memini","kind":"fills-same-slot-as","note":"Shared functions compose, connect. 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First-party pitch: build a hierarchical tree index per document, then let an LLM reason through that tree (human-like section navigation) instead of embedding chunks into a vector database.","at":"2026-09-29T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Cloud — PAGEINDEX_API_KEY; managed indexing/OCR/storage; chat still uses your model; MCP + folders/metadata (Cloud-only features).","at":"2026-09-29T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"}],"origin":"seed","notes":[],"createdAt":"2026-09-29T00:00:00.000Z","updatedAt":"2026-09-29T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_pageindex","claims":{"name":"PageIndex","summary":"PageIndex (MIT, Python) is VectifyAI’s vectorless, reasoning-based RAG engine. First-party pitch: build a hierarchical tree index per document, then let an LLM reason through that tree (human-like section navigation) instead of embedding chunks into a vector database.","kind":"app","publisher":"","homepage":"https://pageindex.ai","repoUrl":"https://github.com/VectifyAI/PageIndex","docsUrl":"https://docs.pageindex.ai","license":"MIT","costRange":"unknown","functions":["index","reason","embed","memory","retrieve"],"slices":[{"functionId":"index","label":"Index","note":"PageIndex (MIT, Python) is VectifyAI’s vectorless, reasoning-based RAG engine. First-party pitch: build a hierarchical tree index per document, then let an LLM reason through that tree (human-like section navigation) instead of embedding chunks into a vector database.","cost":"unknown"},{"functionId":"reason","label":"Reason","note":"PageIndex (MIT, Python) is VectifyAI’s vectorless, reasoning-based RAG engine. First-party pitch: build a hierarchical tree index per document, then let an LLM reason through that tree (human-like section navigation) instead of embedding chunks into a vector database.","cost":"unknown"},{"functionId":"embed","label":"Embed","note":"PageIndex (MIT, Python) is VectifyAI’s vectorless, reasoning-based RAG engine. First-party pitch: build a hierarchical tree index per document, then let an LLM reason through that tree (human-like section navigation) instead of embedding chunks into a vector database.","cost":"unknown"},{"functionId":"memory","label":"Memory","note":"PageIndex (MIT, Python) is VectifyAI’s vectorless, reasoning-based RAG engine. 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Can fill the same function slot."},{"from":"pageindex","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions embed, index, memory, retrieve. Can fill the same function slot."},{"from":"pageindex","to":"alibaba-model-studio","kind":"fills-same-slot-as","note":"Shared functions embed, reason. Can fill the same function slot."},{"from":"pageindex","to":"octen","kind":"fills-same-slot-as","note":"Shared functions embed, retrieve. Can fill the same function slot."},{"from":"pageindex","to":"build-software-better-together","kind":"fills-same-slot-as","note":"Shared functions index, memory, retrieve. Can fill the same function slot."},{"from":"pageindex","to":"turbopuffer","kind":"fills-same-slot-as","note":"Shared functions embed, memory. Can fill the same function slot."},{"from":"pageindex","to":"local-office","kind":"fills-same-slot-as","note":"Shared functions memory, retrieve. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-29T00:00:00.000Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-09-29T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":12,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.3,"contribution":0.054,"why":"A licence is declared. 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First-party pitch: build a hierarchical tree index per document, then let an LLM reason through that tree (human-like section navigation) instead of embedding chunks into a vector database.","at":"2026-09-29T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Cloud — PAGEINDEX_API_KEY; managed indexing/OCR/storage; chat still uses your model; MCP + folders/metadata (Cloud-only features).","at":"2026-09-29T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":12},{"slug":"ditto","name":"Ditto","summary":"Ditto is an open-source deterministic website cloner from ion.design. Point it at a public URL and it returns a cloned implementation as componentized Next.js or Vite code (Tailwind styling), with marketing copy citing ~5 minutes end-to-end.","kind":"resource","homepage":"https://www.ditto.site/","publisher":"","hasMcp":true,"hasApi":true,"costRange":"unknown","composabilityRationale":"","functions":["code"],"functionProbabilities":[{"functionId":"code","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-07-07-ion-design-ditto-site.md","method":"lexical","observedAt":"2026-07-07T00:00:00.000Z"}],"slices":[{"functionId":"code","label":"Code","note":"Ditto is an open-source deterministic website cloner from ion.design. Point it at a public URL and it returns a cloned implementation as componentized Next.js or Vite code (Tailwind styling), with marketing copy citing ~5 minutes end-to-end.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-07-ion-design-ditto-site.md\nDitto is an open-source deterministic website cloner from ion.design. Point it at a public URL and it returns a cloned implementation as componentized Next.js or Vite code (Tailwind styling), with marketing copy citing ~5 minutes end-to-end.","at":"2026-07-07T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"MCP server — https://api.ditto.site/mcp with API key for Claude/Cursor/agent loops.","at":"2026-07-07T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Hosted REST API — POST https://api.ditto.site/v1/clones, poll job/events, download project (framework: ne","at":"2026-07-07T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"origin":"seed","notes":[],"createdAt":"2026-07-07T00:00:00.000Z","updatedAt":"2026-07-07T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_ditto","claims":{"name":"Ditto","summary":"Ditto is an open-source deterministic website cloner from ion.design. Point it at a public URL and it returns a cloned implementation as componentized Next.js or Vite code (Tailwind styling), with marketing copy citing ~5 minutes end-to-end.","kind":"resource","publisher":"","homepage":"https://www.ditto.site/","costRange":"unknown","functions":["code"],"slices":[{"functionId":"code","label":"Code","note":"Ditto is an open-source deterministic website cloner from ion.design. Point it at a public URL and it returns a cloned implementation as componentized Next.js or Vite code (Tailwind styling), with marketing copy citing ~5 minutes end-to-end.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":""},"relations":[{"from":"ditto","to":"emulators-dev","kind":"alternative-to","note":"Shared functions code. Same kind and overlapping capability."},{"from":"ditto","to":"firecrawl-pdf-inspector","kind":"alternative-to","note":"Shared functions code. Same kind and overlapping capability."},{"from":"ditto","to":"box","kind":"alternative-to","note":"Shared functions code. Same kind and overlapping capability."},{"from":"ditto","to":"sazabi","kind":"alternative-to","note":"Shared functions code. Same kind and overlapping capability."}],"signals":[],"claimVerification":[],"explain":{"score":10,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-07-ion-design-ditto-site.md\nDitto is an open-source deterministic website cloner from ion.design. Point it at a public URL and it returns a cloned implementation as componentized Next.js or Vite code (Tailwind styling), with marketing copy citing ~5 minutes end-to-end.","at":"2026-07-07T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"MCP server — https://api.ditto.site/mcp with API key for Claude/Cursor/agent loops.","at":"2026-07-07T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Hosted REST API — POST https://api.ditto.site/v1/clones, poll job/events, download project (framework: ne","at":"2026-07-07T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.26214289265639185,"contribution":0.036700004971894865,"why":"3 sources cover 1 evidence types. The latest dated evidence is 2026-07-07. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-07-ion-design-ditto-site.md\nDitto is an open-source deterministic website cloner from ion.design. Point it at a public URL and it returns a cloned implementation as componentized Next.js or Vite code (Tailwind styling), with marketing copy citing ~5 minutes end-to-end.","at":"2026-07-07T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"MCP server — https://api.ditto.site/mcp with API key for Claude/Cursor/agent loops.","at":"2026-07-07T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Hosted REST API — POST https://api.ditto.site/v1/clones, poll job/events, download project (framework: ne","at":"2026-07-07T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":10},{"slug":"elevenlabs","name":"ElevenLabs","publisher":"ElevenLabs","kind":"app","summary":"Developer interfaces for speech generation, transcription, audio and voice-agent workflows.","homepage":"https://elevenlabs.io/","docsUrl":"https://elevenlabs.io/docs/overview/intro","functions":["generate","transcribe","telephony"],"costRange":"unknown","recordId":"cmp_elevenlabs","hasMcp":true,"hasApi":true,"costNotes":"Capabilities, rights, regions and usage charges depend on the chosen API and account.","composabilityRationale":"Use its declared http, sdk, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://elevenlabs.io/docs/overview/intro"},{"kind":"sdk","specUrl":"https://elevenlabs.io/docs/overview/intro"},{"kind":"mcp","specUrl":"https://elevenlabs.io/docs/overview/intro"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"ElevenLabs official documentation","url":"https://elevenlabs.io/docs/overview/intro","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"},{"kind":"docs","label":"ElevenLabs official documentation","url":"https://elevenlabs.io/mcp","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"generate","label":"Generate","note":"Capabilities, rights, regions and usage charges depend on the chosen API and account.","cost":"unknown"},{"functionId":"transcribe","label":"Transcribe","note":"Capabilities, rights, regions and usage charges depend on the chosen API and account.","cost":"unknown"},{"functionId":"telephony","label":"Telephony","note":"Capabilities, rights, regions and usage charges depend on the chosen API and account.","cost":"unknown"}],"claims":{"name":"ElevenLabs","summary":"Developer interfaces for speech generation, transcription, audio and voice-agent workflows.","kind":"app","publisher":"ElevenLabs","homepage":"https://elevenlabs.io/","docsUrl":"https://elevenlabs.io/docs/overview/intro","costRange":"unknown","costNotes":"Capabilities, rights, regions and usage charges depend on the chosen API and account.","functions":["generate","transcribe","telephony"],"slices":[{"functionId":"generate","label":"Generate","note":"Capabilities, rights, regions and usage charges depend on the chosen API and account.","cost":"unknown"},{"functionId":"transcribe","label":"Transcribe","note":"Capabilities, rights, regions and usage charges depend on the chosen API and account.","cost":"unknown"},{"functionId":"telephony","label":"Telephony","note":"Capabilities, rights, regions and usage charges depend on the chosen API and account.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://elevenlabs.io/docs/overview/intro"},{"kind":"sdk","specUrl":"https://elevenlabs.io/docs/overview/intro"},{"kind":"mcp","specUrl":"https://elevenlabs.io/docs/overview/intro"}],"composabilityRationale":"Use its declared http, sdk, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":10,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"ElevenLabs official documentation","url":"https://elevenlabs.io/docs/overview/intro","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"},{"kind":"docs","label":"ElevenLabs official documentation","url":"https://elevenlabs.io/mcp","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"ElevenLabs official documentation","url":"https://elevenlabs.io/docs/overview/intro","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"},{"kind":"docs","label":"ElevenLabs official documentation","url":"https://elevenlabs.io/mcp","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.22849520230941842,"contribution":0.031989328323318585,"why":"2 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"ElevenLabs official documentation","url":"https://elevenlabs.io/docs/overview/intro","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"},{"kind":"docs","label":"ElevenLabs official documentation","url":"https://elevenlabs.io/mcp","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":10},{"slug":"sitegeist","name":"Sitegeist","summary":"Sitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. README framing: collaboration over “autonomy theater” — you guide, it executes. Automates repetitive web tasks, extraction, navigation, forms, research → docs/spreadsheets; BYO API key or subscription login (Anthropic, OpenAI/ChatGPT, GitHub Copilot, Gemini, etc.); claims local-only / no tracking.","kind":"agent","homepage":"https://sitegeist.ai","repoUrl":"https://github.com/0xSero/sitegeist","publisher":"","license":"AGPL-3.0","hasMcp":true,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["code","browser","extract"],"functionProbabilities":[{"functionId":"code","value":0.92,"source":"06 Knowledge Library/Resources/coding/2026-09-22-0xsero-sitegeist.md","method":"lexical","observedAt":"2026-09-22T00:00:00.000Z"},{"functionId":"browser","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-09-22-0xsero-sitegeist.md","method":"lexical","observedAt":"2026-09-22T00:00:00.000Z"},{"functionId":"extract","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-09-22-0xsero-sitegeist.md","method":"lexical","observedAt":"2026-09-22T00:00:00.000Z"}],"slices":[{"functionId":"code","label":"Code","note":"Sitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. README framing: collaboration over “autonomy theater” — you guide, it executes. Automates repetitive web tasks, extraction, navigation, forms, research → docs/spreadsheets; BYO API key or subscription login (Anthropic, OpenAI/ChatGPT, GitHub Copilot, Gemini, etc.); claims local-only / no tracking.","cost":"unknown"},{"functionId":"browser","label":"Browser","note":"Sitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. README framing: collaboration over “autonomy theater” — you guide, it executes. Automates repetitive web tasks, extraction, navigation, forms, research → docs/spreadsheets; BYO API key or subscription login (Anthropic, OpenAI/ChatGPT, GitHub Copilot, Gemini, etc.); claims local-only / no tracking.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Sitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. README framing: collaboration over “autonomy theater” — you guide, it executes. Automates repetitive web tasks, extraction, navigation, forms, research → docs/spreadsheets; BYO API key or subscription login (Anthropic, OpenAI/ChatGPT, GitHub Copilot, Gemini, etc.); claims local-only / no tracking.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-22-0xsero-sitegeist.md\nSitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. README framing: collaboration over “autonomy theater” — you guide, it executes. Automates repetitive web tasks, extraction, navigation, forms, research → docs/spreadsheets; BYO API key or subscription login (Anthropic, OpenAI/ChatGPT, GitHub Copilot, Gemini, etc.); claims local-only / no tracking.","at":"2026-09-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Sitegeist (0xSero fork) — browser sidebar AI + agent MCP bridge","at":"2026-09-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Agent path: build/link cli package sitegeist, then e.g.","at":"2026-09-22T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"}],"origin":"seed","notes":[],"createdAt":"2026-09-22T00:00:00.000Z","updatedAt":"2026-09-22T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_sitegeist","claims":{"name":"Sitegeist","summary":"Sitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. README framing: collaboration over “autonomy theater” — you guide, it executes. Automates repetitive web tasks, extraction, navigation, forms, research → docs/spreadsheets; BYO API key or subscription login (Anthropic, OpenAI/ChatGPT, GitHub Copilot, Gemini, etc.); claims local-only / no tracking.","kind":"agent","publisher":"","homepage":"https://sitegeist.ai","repoUrl":"https://github.com/0xSero/sitegeist","license":"AGPL-3.0","costRange":"unknown","functions":["code","browser","extract"],"slices":[{"functionId":"code","label":"Code","note":"Sitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. README framing: collaboration over “autonomy theater” — you guide, it executes. Automates repetitive web tasks, extraction, navigation, forms, research → docs/spreadsheets; BYO API key or subscription login (Anthropic, OpenAI/ChatGPT, GitHub Copilot, Gemini, etc.); claims local-only / no tracking.","cost":"unknown"},{"functionId":"browser","label":"Browser","note":"Sitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. README framing: collaboration over “autonomy theater” — you guide, it executes. Automates repetitive web tasks, extraction, navigation, forms, research → docs/spreadsheets; BYO API key or subscription login (Anthropic, OpenAI/ChatGPT, GitHub Copilot, Gemini, etc.); claims local-only / no tracking.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Sitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. README framing: collaboration over “autonomy theater” — you guide, it executes. Automates repetitive web tasks, extraction, navigation, forms, research → docs/spreadsheets; BYO API key or subscription login (Anthropic, OpenAI/ChatGPT, GitHub Copilot, Gemini, etc.); claims local-only / no tracking.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"}],"composabilityRationale":""},"relations":[{"from":"sitegeist","to":"playwright","kind":"fills-same-slot-as","note":"Shared functions browser, extract. Can fill the same function slot."},{"from":"sitegeist","to":"kogiqa-mcp-web-browser","kind":"fills-same-slot-as","note":"Shared functions browser, code. Can fill the same function slot."},{"from":"sitegeist","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions browser, extract. Can fill the same function slot."},{"from":"sitegeist","to":"camofox-browser-server","kind":"fills-same-slot-as","note":"Shared functions browser, extract. Can fill the same function slot."},{"from":"sitegeist","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions browser, code. Can fill the same function slot."},{"from":"sitegeist","to":"tinyfish-search-api","kind":"fills-same-slot-as","note":"Shared functions browser, code. Can fill the same function slot."},{"from":"sitegeist","to":"vuda-visual-ui-debug-agent","kind":"fills-same-slot-as","note":"Shared functions browser, extract. Can fill the same function slot."},{"from":"sitegeist","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions code, extract. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-22T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":10,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.15,"contribution":0.027,"why":"A licence is declared.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-22-0xsero-sitegeist.md\nSitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. README framing: collaboration over “autonomy theater” — you guide, it executes. 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Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://docs.akta.pro/getting-started/overview"},{"kind":"mcp","specUrl":"https://docs.akta.pro/getting-started/overview"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"akta.pro official documentation","url":"https://docs.akta.pro/getting-started/overview","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","cost":"unknown"},{"functionId":"monitor","label":"Monitor","note":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","cost":"unknown"}],"claims":{"name":"akta.pro","summary":"Company-data and signal APIs for searching, enriching and monitoring organizations.","kind":"app","publisher":"akta.pro","homepage":"https://akta.pro/","docsUrl":"https://docs.akta.pro/getting-started/overview","costRange":"unknown","costNotes":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","functions":["search","enrich","monitor"],"slices":[{"functionId":"search","label":"Search","note":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","cost":"unknown"},{"functionId":"monitor","label":"Monitor","note":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://docs.akta.pro/getting-started/overview"},{"kind":"mcp","specUrl":"https://docs.akta.pro/getting-started/overview"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"akta-pro","to":"ploid","kind":"alternative-to","note":"Shared functions enrich, monitor, search. Same kind and overlapping capability."},{"from":"akta-pro","to":"contactout","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"akta-pro","to":"apollo","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"akta-pro","to":"crunchbase","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"akta-pro","to":"hunter","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"akta-pro","to":"tendata","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"akta-pro","to":"anyapi","kind":"fills-same-slot-as","note":"Shared functions enrich, search. Can fill the same function slot."},{"from":"akta-pro","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions enrich, search. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"akta.pro official documentation","url":"https://docs.akta.pro/getting-started/overview","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"akta.pro official documentation","url":"https://docs.akta.pro/getting-started/overview","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. 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No contact-data quality claim is verified.","composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://docs.apollo.io/"},{"kind":"mcp","specUrl":"https://docs.apollo.io/"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"Apollo.io official documentation","url":"https://docs.apollo.io/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"API access, licensed fields and credits vary by operation and account. No contact-data quality claim is verified.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"API access, licensed fields and credits vary by operation and account. No contact-data quality claim is verified.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"API access, licensed fields and credits vary by operation and account. No contact-data quality claim is verified.","cost":"unknown"}],"claims":{"name":"Apollo.io","summary":"Business contact and company APIs for search, enrichment and sales-workflow records.","kind":"app","publisher":"Apollo.io","homepage":"https://www.apollo.io/","docsUrl":"https://docs.apollo.io/","costRange":"unknown","costNotes":"API access, licensed fields and credits vary by operation and account. No contact-data quality claim is verified.","functions":["search","enrich","connect"],"slices":[{"functionId":"search","label":"Search","note":"API access, licensed fields and credits vary by operation and account. No contact-data quality claim is verified.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"API access, licensed fields and credits vary by operation and account. No contact-data quality claim is verified.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"API access, licensed fields and credits vary by operation and account. No contact-data quality claim is verified.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://docs.apollo.io/"},{"kind":"mcp","specUrl":"https://docs.apollo.io/"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"apollo","to":"soar","kind":"fills-same-slot-as","note":"Shared functions connect, search. Can fill the same function slot."},{"from":"apollo","to":"contactout","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"apollo","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions connect, enrich, search. Can fill the same function slot."},{"from":"apollo","to":"akta-pro","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"apollo","to":"crunchbase","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"apollo","to":"hunter","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"apollo","to":"ploid","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"apollo","to":"tendata","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"Apollo.io official documentation","url":"https://docs.apollo.io/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Apollo.io official documentation","url":"https://docs.apollo.io/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. 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Grok pass was unavailable or incomplete. No usage metrics were observed.","signals":[],"functionProbabilities":[{"functionId":"memory","value":0.92,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"code","value":0.8,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"evaluate","value":0.8,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"index","value":0.8,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"policy","value":0.8,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"search","value":0.8,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"store","value":0.8,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"compose","value":0.72,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"connect","value":0.72,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"retrieve","value":0.72,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"tool-call","value":0.72,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-15T16:29:32.774Z","updatedAt":"2026-10-15T16:29:32.774Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","excerpt":"##\n\n# README.md\n\n## Latest commit\n\n## History\n\nHistory\n\n139 lines (106 loc) · 17.5 KB\n\n# README.md\n\n## File metadata and controls\n\n139 lines (106 loc) · 17.5 KB\n\nRaw\n\n# Awesome Company Brain\n\n> Give every AI agent your company context.\n\nA c","at":"2026-10-15T16:29:32.774Z"}],"recordId":"cmp_awesome","claims":{"name":"awesome","summary":"139 lines (106 loc) · 17.5 KB","kind":"eval","publisher":"github.com","homepage":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","costRange":"unknown","costNotes":"Unknown: pricing was not stated in the intake evidence.","functions":["memory","code","evaluate","index","policy","search","store","compose","connect"],"slices":[{"functionId":"memory","label":"memory","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"evaluate","label":"evaluate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"index","label":"index","note":"Inferred from executor","cost":"Unknown"},{"functionId":"policy","label":"policy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"},{"functionId":"store","label":"store","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"Connect","note":"139 lines (106 loc) · 17.5 KB","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed."},"relations":[{"from":"awesome","to":"memini","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, memory, policy, search, store. Can fill the same function slot."},{"from":"awesome","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions code, connect, index, memory, search, store. Can fill the same function slot."},{"from":"awesome","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, policy, search. Can fill the same function slot."},{"from":"awesome","to":"self","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, index, search. Can fill the same function slot."},{"from":"awesome","to":"lore","kind":"fills-same-slot-as","note":"Shared functions connect, evaluate, memory, search, store. Can fill the same function slot."},{"from":"awesome","to":"agentmemory","kind":"fills-same-slot-as","note":"Shared functions code, connect, memory. Can fill the same function slot."},{"from":"awesome","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions code, connect, policy, search. Can fill the same function slot."},{"from":"awesome","to":"tinyfish-search-api","kind":"fills-same-slot-as","note":"Shared functions code, compose, search, store. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-10-15. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","excerpt":"##\n\n# README.md\n\n## Latest commit\n\n## History\n\nHistory\n\n139 lines (106 loc) · 17.5 KB\n\n# README.md\n\n## File metadata and controls\n\n139 lines (106 loc) · 17.5 KB\n\nRaw\n\n# Awesome Company Brain\n\n> Give every AI agent your company context.\n\nA c","at":"2026-10-15T16:29:32.774Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"cloro","name":"cloro","publisher":"cloro","kind":"app","summary":"Returns structured search and AI-response results, including available source citations.","homepage":"https://cloro.dev/","docsUrl":"https://cloro.dev/docs","functions":["search","observe","extract"],"costRange":"unknown","recordId":"cmp_cloro","hasMcp":true,"hasApi":true,"costNotes":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://cloro.dev/docs"},{"kind":"mcp","specUrl":"https://cloro.dev/docs"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"cloro official documentation","url":"https://cloro.dev/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","cost":"unknown"},{"functionId":"observe","label":"Observe","note":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","cost":"unknown"}],"claims":{"name":"cloro","summary":"Returns structured search and AI-response results, including available source citations.","kind":"app","publisher":"cloro","homepage":"https://cloro.dev/","docsUrl":"https://cloro.dev/docs","costRange":"unknown","costNotes":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","functions":["search","observe","extract"],"slices":[{"functionId":"search","label":"Search","note":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","cost":"unknown"},{"functionId":"observe","label":"Observe","note":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://cloro.dev/docs"},{"kind":"mcp","specUrl":"https://cloro.dev/docs"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"cloro","to":"tinyfish","kind":"alternative-to","note":"Shared functions extract, observe, search. Same kind and overlapping capability."},{"from":"cloro","to":"litescrape","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."},{"from":"cloro","to":"search1api","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."},{"from":"cloro","to":"dataforseo","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."},{"from":"cloro","to":"tikhub","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."},{"from":"cloro","to":"anyapi","kind":"fills-same-slot-as","note":"Shared functions extract, search. Can fill the same function slot."},{"from":"cloro","to":"playwright","kind":"fills-same-slot-as","note":"Shared functions extract, observe. Can fill the same function slot."},{"from":"cloro","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions extract, search. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"cloro official documentation","url":"https://cloro.dev/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"cloro official documentation","url":"https://cloro.dev/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"cloro official documentation","url":"https://cloro.dev/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"crunchbase","name":"Crunchbase","publisher":"Crunchbase","kind":"app","summary":"Read-only company and funding-data API for approved, licensed developers.","homepage":"https://www.crunchbase.com/","docsUrl":"https://data.crunchbase.com/docs/api-essentials","functions":["search","enrich","retrieve"],"costRange":"unknown","recordId":"cmp_crunchbase","hasMcp":true,"hasApi":true,"costNotes":"Provisioned API access and licensed fields are required; API access is arranged with the vendor.","composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://data.crunchbase.com/docs/api-essentials"},{"kind":"mcp","specUrl":"https://data.crunchbase.com/docs/api-essentials"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"Crunchbase official documentation","url":"https://data.crunchbase.com/docs/api-essentials","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Provisioned API access and licensed fields are required; API access is arranged with the vendor.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Provisioned API access and licensed fields are required; API access is arranged with the vendor.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Provisioned API access and licensed fields are required; API access is arranged with the vendor.","cost":"unknown"}],"claims":{"name":"Crunchbase","summary":"Read-only company and funding-data API for approved, licensed developers.","kind":"app","publisher":"Crunchbase","homepage":"https://www.crunchbase.com/","docsUrl":"https://data.crunchbase.com/docs/api-essentials","costRange":"unknown","costNotes":"Provisioned API access and licensed fields are required; API access is arranged with the vendor.","functions":["search","enrich","retrieve"],"slices":[{"functionId":"search","label":"Search","note":"Provisioned API access and licensed fields are required; API access is arranged with the vendor.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Provisioned API access and licensed fields are required; API access is arranged with the vendor.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Provisioned API access and licensed fields are required; API access is arranged with the vendor.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://data.crunchbase.com/docs/api-essentials"},{"kind":"mcp","specUrl":"https://data.crunchbase.com/docs/api-essentials"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"crunchbase","to":"tendata","kind":"alternative-to","note":"Shared functions enrich, retrieve, search. Same kind and overlapping capability."},{"from":"crunchbase","to":"contactout","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"crunchbase","to":"keenable","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"crunchbase","to":"akta-pro","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"crunchbase","to":"apollo","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"crunchbase","to":"hunter","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"crunchbase","to":"litescrape","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"crunchbase","to":"ploid","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"Crunchbase official documentation","url":"https://data.crunchbase.com/docs/api-essentials","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Crunchbase official documentation","url":"https://data.crunchbase.com/docs/api-essentials","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"Crunchbase official documentation","url":"https://data.crunchbase.com/docs/api-essentials","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"expand-fetch","name":"Expand Fetch","publisher":"Expand","kind":"app","summary":"Fetches rendered web pages as source-linked Markdown and structured page state for agents.","homepage":"https://expand.ai/","docsUrl":"https://expand.ai/docs","functions":["retrieve","extract"],"costRange":"unknown","recordId":"cmp_expand-fetch","hasMcp":true,"hasApi":true,"costNotes":"No extraction-accuracy or performance result was measured. Check the chosen Fetch contract and current usage limits.","composabilityRationale":"Use its declared http, cli, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://expand.ai/docs"},{"kind":"cli","specUrl":"https://expand.ai/docs"},{"kind":"mcp","specUrl":"https://expand.ai/docs"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"Expand Fetch official documentation","url":"https://expand.ai/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"retrieve","label":"Retrieve","note":"No extraction-accuracy or performance result was measured. Check the chosen Fetch contract and current usage limits.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"No extraction-accuracy or performance result was measured. Check the chosen Fetch contract and current usage limits.","cost":"unknown"}],"claims":{"name":"Expand Fetch","summary":"Fetches rendered web pages as source-linked Markdown and structured page state for agents.","kind":"app","publisher":"Expand","homepage":"https://expand.ai/","docsUrl":"https://expand.ai/docs","costRange":"unknown","costNotes":"No extraction-accuracy or performance result was measured. Check the chosen Fetch contract and current usage limits.","functions":["retrieve","extract"],"slices":[{"functionId":"retrieve","label":"Retrieve","note":"No extraction-accuracy or performance result was measured. Check the chosen Fetch contract and current usage limits.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"No extraction-accuracy or performance result was measured. Check the chosen Fetch contract and current usage limits.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://expand.ai/docs"},{"kind":"cli","specUrl":"https://expand.ai/docs"},{"kind":"mcp","specUrl":"https://expand.ai/docs"}],"composabilityRationale":"Use its declared http, cli, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"expand-fetch","to":"litescrape","kind":"alternative-to","note":"Shared functions extract, retrieve. Same kind and overlapping capability."},{"from":"expand-fetch","to":"dataforseo","kind":"alternative-to","note":"Shared functions extract, retrieve. Same kind and overlapping capability."},{"from":"expand-fetch","to":"tikhub","kind":"alternative-to","note":"Shared functions extract, retrieve. Same kind and overlapping capability."},{"from":"expand-fetch","to":"exa","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve. Can fill the same function slot."},{"from":"expand-fetch","to":"lore","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve. Can fill the same function slot."},{"from":"expand-fetch","to":"vuda-visual-ui-debug-agent","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve. Can fill the same function slot."},{"from":"expand-fetch","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"Expand Fetch official documentation","url":"https://expand.ai/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Expand Fetch official documentation","url":"https://expand.ai/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"Expand Fetch official documentation","url":"https://expand.ai/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"hunter","name":"Hunter","publisher":"Hunter","kind":"app","summary":"Searches business contacts and domains, finds and verifies email addresses, and enriches records.","homepage":"https://hunter.io/","docsUrl":"https://hunter.io/api-documentation/v2","functions":["search","enrich","evaluate"],"costRange":"unknown","recordId":"cmp_hunter","hasMcp":true,"hasApi":true,"costNotes":"API key and endpoint-specific credits or access are required; data accuracy was not measured.","composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://hunter.io/api-documentation/v2"},{"kind":"mcp","specUrl":"https://hunter.io/api-documentation/v2"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"Hunter official documentation","url":"https://hunter.io/api-documentation/v2","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"API key and endpoint-specific credits or access are required; data accuracy was not measured.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"API key and endpoint-specific credits or access are required; data accuracy was not measured.","cost":"unknown"},{"functionId":"evaluate","label":"Evaluate","note":"API key and endpoint-specific credits or access are required; data accuracy was not measured.","cost":"unknown"}],"claims":{"name":"Hunter","summary":"Searches business contacts and domains, finds and verifies email addresses, and enriches records.","kind":"app","publisher":"Hunter","homepage":"https://hunter.io/","docsUrl":"https://hunter.io/api-documentation/v2","costRange":"unknown","costNotes":"API key and endpoint-specific credits or access are required; data accuracy was not measured.","functions":["search","enrich","evaluate"],"slices":[{"functionId":"search","label":"Search","note":"API key and endpoint-specific credits or access are required; data accuracy was not measured.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"API key and endpoint-specific credits or access are required; data accuracy was not measured.","cost":"unknown"},{"functionId":"evaluate","label":"Evaluate","note":"API key and endpoint-specific credits or access are required; data accuracy was not measured.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://hunter.io/api-documentation/v2"},{"kind":"mcp","specUrl":"https://hunter.io/api-documentation/v2"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"hunter","to":"contactout","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"hunter","to":"akta-pro","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"hunter","to":"apollo","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"hunter","to":"crunchbase","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"hunter","to":"ploid","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"hunter","to":"tendata","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"hunter","to":"anyapi","kind":"fills-same-slot-as","note":"Shared functions enrich, search. Can fill the same function slot."},{"from":"hunter","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions enrich, search. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"Hunter official documentation","url":"https://hunter.io/api-documentation/v2","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Hunter official documentation","url":"https://hunter.io/api-documentation/v2","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"Hunter official documentation","url":"https://hunter.io/api-documentation/v2","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"mrscraper","name":"MrScraper","publisher":"MrScraper","kind":"app","summary":"Extracts web data through scraping agents and programmable workflows.","homepage":"https://mrscraper.com/","docsUrl":"https://docs.mrscraper.com/docs/getting-started/overview","functions":["crawl","extract","schedule"],"costRange":"unknown","recordId":"cmp_mrscraper","hasMcp":true,"hasApi":true,"costNotes":"Extraction behavior, storage, scheduling and token charges depend on the chosen workflow.","composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://docs.mrscraper.com/docs/getting-started/overview"},{"kind":"mcp","specUrl":"https://docs.mrscraper.com/docs/getting-started/overview"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"MrScraper official documentation","url":"https://docs.mrscraper.com/docs/getting-started/overview","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"crawl","label":"Crawl","note":"Extraction behavior, storage, scheduling and token charges depend on the chosen workflow.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Extraction behavior, storage, scheduling and token charges depend on the chosen workflow.","cost":"unknown"},{"functionId":"schedule","label":"Schedule","note":"Extraction behavior, storage, scheduling and token charges depend on the chosen workflow.","cost":"unknown"}],"claims":{"name":"MrScraper","summary":"Extracts web data through scraping agents and programmable workflows.","kind":"app","publisher":"MrScraper","homepage":"https://mrscraper.com/","docsUrl":"https://docs.mrscraper.com/docs/getting-started/overview","costRange":"unknown","costNotes":"Extraction behavior, storage, scheduling and token charges depend on the chosen workflow.","functions":["crawl","extract","schedule"],"slices":[{"functionId":"crawl","label":"Crawl","note":"Extraction behavior, storage, scheduling and token charges depend on the chosen workflow.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Extraction behavior, storage, scheduling and token charges depend on the chosen workflow.","cost":"unknown"},{"functionId":"schedule","label":"Schedule","note":"Extraction behavior, storage, scheduling and token charges depend on the chosen workflow.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://docs.mrscraper.com/docs/getting-started/overview"},{"kind":"mcp","specUrl":"https://docs.mrscraper.com/docs/getting-started/overview"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"mrscraper","to":"search1api","kind":"alternative-to","note":"Shared functions crawl, extract. Same kind and overlapping capability."},{"from":"mrscraper","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions crawl, extract. Can fill the same function slot."},{"from":"mrscraper","to":"firecrawl","kind":"fills-same-slot-as","note":"Shared functions crawl, extract. Can fill the same function slot."},{"from":"mrscraper","to":"exa","kind":"fills-same-slot-as","note":"Shared functions crawl, extract. Can fill the same function slot."},{"from":"mrscraper","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions crawl, extract. Can fill the same function slot."},{"from":"mrscraper","to":"vuda-visual-ui-debug-agent","kind":"fills-same-slot-as","note":"Shared functions crawl, extract. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"MrScraper official documentation","url":"https://docs.mrscraper.com/docs/getting-started/overview","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. 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Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://s1.dev/docs"},{"kind":"mcp","specUrl":"https://s1.dev/docs"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"Search1API official documentation","url":"https://s1.dev/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Select a documented endpoint and check its credits and limits; no latency or coverage result was measured.","cost":"unknown"},{"functionId":"crawl","label":"Crawl","note":"Select a documented endpoint and check its credits and limits; no latency or coverage result was measured.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Select a documented endpoint and check its credits and limits; no latency or coverage result was measured.","cost":"unknown"}],"claims":{"name":"Search1API","summary":"Combines web search, page crawling and schema-directed extraction for agents.","kind":"app","publisher":"Search1API","homepage":"https://www.search1api.com/","docsUrl":"https://s1.dev/docs","costRange":"unknown","costNotes":"Select a documented endpoint and check its credits and limits; no latency or coverage result was measured.","functions":["search","crawl","extract"],"slices":[{"functionId":"search","label":"Search","note":"Select a documented endpoint and check its credits and limits; no latency or coverage result was measured.","cost":"unknown"},{"functionId":"crawl","label":"Crawl","note":"Select a documented endpoint and check its credits and limits; no latency or coverage result was measured.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Select a documented endpoint and check its credits and limits; no latency or coverage result was measured.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://s1.dev/docs"},{"kind":"mcp","specUrl":"https://s1.dev/docs"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. 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Same kind and overlapping capability."},{"from":"search1api","to":"mrscraper","kind":"alternative-to","note":"Shared functions crawl, extract. Same kind and overlapping capability."},{"from":"search1api","to":"dataforseo","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"Search1API official documentation","url":"https://s1.dev/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. 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Can fill the same function slot."},{"from":"toloka","to":"openrouter","kind":"fills-same-slot-as","note":"Shared functions generate, observe. Can fill the same function slot."},{"from":"toloka","to":"typesafe-jev","kind":"fills-same-slot-as","note":"Shared functions classify, evaluate. Can fill the same function slot."},{"from":"toloka","to":"41-open-source-llms-evaluated-on-19-benchmarks","kind":"fills-same-slot-as","note":"Shared functions evaluate, generate. Can fill the same function slot."}],"signals":[{"key":"human_note_count","value":1,"source":"component-record","method":"stored-notes","observedAt":"2026-09-13T08:56:02.862Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"pulsemcp","name":"PulseMCP","summary":"Directory of MCP servers, clients, use cases, and tools plus an MCP newsletter, with listing ingestion currently paused for process rework.","kind":"resource","homepage":"https://www.pulsemcp.com","publisher":"Tadas Antanavicius, Mike Coughlin","hasMcp":false,"hasApi":false,"costRange":"free","composabilityRationale":"PulseMCP is a discovery and listing layer over the MCP ecosystem rather than an MCP server or API itself. Search, retrieve, and index compose well with other Leyline components; ingest is operationally gated and notify is a newsletter side-channel, so it is a useful catalog but not a runtime building block.","functions":["search","retrieve","index","ingest","notify","connect","tool-call"],"slices":[{"functionId":"search","label":"Explore MCP servers and clients","note":"Public catalog of 602 MCP clients and related MCP servers, use cases, and tools.","cost":"free"},{"functionId":"retrieve","label":"Official MCP resource links","note":"Surfaces docs, contribution, and official registry links for the Model Context Protocol.","cost":"free"},{"functionId":"index","label":"MCP listing catalog","note":"Maintains a browsable index of MCP ecosystem listings.","cost":"free"},{"functionId":"ingest","label":"Server listing submissions","note":"Ingestion and listing-management pipeline for new MCP server submissions; currently paused.","cost":"free"},{"functionId":"notify","label":"Agentic Loop newsletter","note":"Email subscription with confirmation and recaptcha-gated signup to stay current on MCP.","cost":"free"},{"functionId":"connect","label":"Connect","note":"Directory of MCP servers, clients, use cases, and tools plus an MCP newsletter, with listing ingestion currently paused for process rework.","cost":"free"},{"functionId":"tool-call","label":"Tool-call","note":"Directory of MCP servers, clients, use cases, and tools plus an MCP newsletter, with listing ingestion currently paused for process rework.","cost":"free"}],"tweets":[],"sources":[{"kind":"web","label":"web","url":"https://www.pulsemcp.com","excerpt":"An open source framework for building MCP agents - complete with reasoning, system prompts, tool orchestration, and rich MCP-UI support. September 23, 2025.","at":"2026-09-11T16:39:53.703Z"},{"kind":"crawl","label":"TinyFish fetch","url":"https://www.pulsemcp.com","excerpt":"Quick heads up! New server submissions and listing changes are paused until mid-August while we rework our ingestion and listing management processes. Thanks for your patience!\nMore details\n\n# Explore the Model Context Protocol\n\nEverything ","at":"2026-09-11T16:39:53.704Z"}],"origin":"intake","notes":[{"authorKind":"agent","body":"Intake via web.","at":"2026-09-11T16:39:53.704Z"}],"costNotes":"Public website and newsletter; no paid product or API is evidenced on the page.","score":9,"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"value":0.0867528411160754,"contribution":0.012145397756250557,"why":"1 stored human notes (component-record).","sources":[],"evidence":"observed"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"crawl","label":"TinyFish fetch","url":"https://www.pulsemcp.com","excerpt":"Quick heads up! New server submissions and listing changes are paused until mid-August while we rework our ingestion and listing management processes. Thanks for your patience!\nMore details\n\n# Explore the Model Context Protocol\n\nEverything ","at":"2026-09-11T16:39:53.704Z"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"No MCP surface is declared. No API is declared. Cost is free. 1 of 3 checklist fields are complete.","sources":[{"kind":"crawl","label":"TinyFish fetch","url":"https://www.pulsemcp.com","excerpt":"Quick heads up! New server submissions and listing changes are paused until mid-August while we rework our ingestion and listing management processes. Thanks for your patience!\nMore details\n\n# Explore the Model Context Protocol\n\nEverything ","at":"2026-09-11T16:39:53.704Z"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.3284952023094184,"contribution":0.04598932832331858,"why":"2 sources cover 2 evidence types. The latest dated evidence is 2026-09-11. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"web","url":"https://www.pulsemcp.com","excerpt":"An open source framework for building MCP agents - complete with reasoning, system prompts, tool orchestration, and rich MCP-UI support. September 23, 2025.","at":"2026-09-11T16:39:53.703Z"},{"kind":"crawl","label":"TinyFish fetch","url":"https://www.pulsemcp.com","excerpt":"Quick heads up! New server submissions and listing changes are paused until mid-August while we rework our ingestion and listing management processes. Thanks for your patience!\nMore details\n\n# Explore the Model Context Protocol\n\nEverything ","at":"2026-09-11T16:39:53.704Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"createdAt":"2026-09-11T16:39:53.704Z","updatedAt":"2026-09-13T08:56:02.864Z","recordId":"cmp_pulsemcp","claims":{"name":"PulseMCP","summary":"Directory of MCP servers, clients, use cases, and tools plus an MCP newsletter, with listing ingestion currently paused for process rework.","kind":"resource","publisher":"Tadas Antanavicius, Mike Coughlin","homepage":"https://www.pulsemcp.com","costRange":"free","costNotes":"Public website and newsletter; no paid product or API is evidenced on the page.","functions":["search","retrieve","index","ingest","notify","connect","tool-call"],"slices":[{"functionId":"search","label":"Explore MCP servers and clients","note":"Public catalog of 602 MCP clients and related MCP servers, use cases, and tools.","cost":"free"},{"functionId":"retrieve","label":"Official MCP resource links","note":"Surfaces docs, contribution, and official registry links for the Model Context Protocol.","cost":"free"},{"functionId":"index","label":"MCP listing catalog","note":"Maintains a browsable index of MCP ecosystem listings.","cost":"free"},{"functionId":"ingest","label":"Server listing submissions","note":"Ingestion and listing-management pipeline for new MCP server submissions; currently paused.","cost":"free"},{"functionId":"notify","label":"Agentic Loop newsletter","note":"Email subscription with confirmation and recaptcha-gated signup to stay current on MCP.","cost":"free"},{"functionId":"connect","label":"Connect","note":"Directory of MCP servers, clients, use cases, and tools plus an MCP newsletter, with listing ingestion currently paused for process rework.","cost":"free"},{"functionId":"tool-call","label":"Tool-call","note":"Directory of MCP servers, clients, use cases, and tools plus an MCP newsletter, with listing ingestion currently paused for process rework.","cost":"free"}],"interfaces":[],"composabilityRationale":"PulseMCP is a discovery and listing layer over the MCP ecosystem rather than an MCP server or API itself. Search, retrieve, and index compose well with other Leyline components; ingest is operationally gated and notify is a newsletter side-channel, so it is a useful catalog but not a runtime building block."},"interfaces":[],"relations":[{"from":"pulsemcp","to":"build-software-better-together","kind":"fills-same-slot-as","note":"Shared functions connect, index, ingest, retrieve, tool-call. Can fill the same function slot."},{"from":"pulsemcp","to":"exa","kind":"fills-same-slot-as","note":"Shared functions connect, retrieve, search, tool-call. Can fill the same function slot."},{"from":"pulsemcp","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions connect, index, ingest, retrieve, search. Can fill the same function slot."},{"from":"pulsemcp","to":"lore","kind":"fills-same-slot-as","note":"Shared functions connect, retrieve, search, tool-call. Can fill the same function slot."},{"from":"pulsemcp","to":"vuda-visual-ui-debug-agent","kind":"fills-same-slot-as","note":"Shared functions connect, index, retrieve, search. Can fill the same function slot."},{"from":"pulsemcp","to":"cursor","kind":"fills-same-slot-as","note":"Shared functions connect, retrieve, tool-call. Can fill the same function slot."},{"from":"pulsemcp","to":"firecrawl","kind":"fills-same-slot-as","note":"Shared functions connect, ingest, search. Can fill the same function slot."},{"from":"pulsemcp","to":"monid","kind":"fills-same-slot-as","note":"Shared functions connect, search, tool-call. Can fill the same function slot."}],"signals":[{"key":"human_note_count","value":1,"source":"component-record","method":"stored-notes","observedAt":"2026-09-13T08:56:02.864Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"byteplus-modelark","name":"BytePlus ModelArk","publisher":"BytePlus","kind":"app","summary":"Model APIs and SDKs for reasoning, multimodal understanding, and image and video generation or editing.","homepage":"https://www.byteplus.com/en/product/modelark","docsUrl":"https://docs.byteplus.com/docs/ModelArk/product-overview","functions":["generate","reason","transform"],"costRange":"unknown","recordId":"cmp_byteplus-modelark","hasMcp":false,"hasApi":true,"costNotes":"Model, region, access and billing rules vary. The documented cloud MCP feature consumes tools; no public ModelArk MCP server was verified. Quality and throughput claims were not measured.","composabilityRationale":"Use its declared http, sdk surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://docs.byteplus.com/docs/ModelArk/product-overview"},{"kind":"sdk","specUrl":"https://docs.byteplus.com/docs/ModelArk/product-overview"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"BytePlus ModelArk official documentation","url":"https://docs.byteplus.com/docs/ModelArk/product-overview","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"generate","label":"Generate","note":"Model, region, access and billing rules vary. The documented cloud MCP feature consumes tools; no public ModelArk MCP server was verified. Quality and throughput claims were not measured.","cost":"unknown"},{"functionId":"reason","label":"Reason","note":"Model, region, access and billing rules vary. The documented cloud MCP feature consumes tools; no public ModelArk MCP server was verified. Quality and throughput claims were not measured.","cost":"unknown"},{"functionId":"transform","label":"Transform","note":"Model, region, access and billing rules vary. The documented cloud MCP feature consumes tools; no public ModelArk MCP server was verified. Quality and throughput claims were not measured.","cost":"unknown"}],"claims":{"name":"BytePlus ModelArk","summary":"Model APIs and SDKs for reasoning, multimodal understanding, and image and video generation or editing.","kind":"app","publisher":"BytePlus","homepage":"https://www.byteplus.com/en/product/modelark","docsUrl":"https://docs.byteplus.com/docs/ModelArk/product-overview","costRange":"unknown","costNotes":"Model, region, access and billing rules vary. The documented cloud MCP feature consumes tools; no public ModelArk MCP server was verified. Quality and throughput claims were not measured.","functions":["generate","reason","transform"],"slices":[{"functionId":"generate","label":"Generate","note":"Model, region, access and billing rules vary. The documented cloud MCP feature consumes tools; no public ModelArk MCP server was verified. Quality and throughput claims were not measured.","cost":"unknown"},{"functionId":"reason","label":"Reason","note":"Model, region, access and billing rules vary. The documented cloud MCP feature consumes tools; no public ModelArk MCP server was verified. Quality and throughput claims were not measured.","cost":"unknown"},{"functionId":"transform","label":"Transform","note":"Model, region, access and billing rules vary. The documented cloud MCP feature consumes tools; no public ModelArk MCP server was verified. Quality and throughput claims were not measured.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://docs.byteplus.com/docs/ModelArk/product-overview"},{"kind":"sdk","specUrl":"https://docs.byteplus.com/docs/ModelArk/product-overview"}],"composabilityRationale":"Use its declared http, sdk surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"byteplus-modelark","to":"minimax","kind":"alternative-to","note":"Shared functions generate, reason. Same kind and overlapping capability."},{"from":"byteplus-modelark","to":"openai-gpt-image","kind":"fills-same-slot-as","note":"Shared functions generate, transform. Can fill the same function slot."},{"from":"byteplus-modelark","to":"alibaba-model-studio","kind":"alternative-to","note":"Shared functions generate, reason. Same kind and overlapping capability."},{"from":"byteplus-modelark","to":"41-open-source-llms-evaluated-on-19-benchmarks","kind":"fills-same-slot-as","note":"Shared functions generate, reason. Can fill the same function slot."},{"from":"byteplus-modelark","to":"grok-xai","kind":"fills-same-slot-as","note":"Shared functions generate, reason. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":6,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"BytePlus ModelArk official documentation","url":"https://docs.byteplus.com/docs/ModelArk/product-overview","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"No MCP surface is declared. An API is declared. Cost is unknown. 1 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"BytePlus ModelArk official documentation","url":"https://docs.byteplus.com/docs/ModelArk/product-overview","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"BytePlus ModelArk official documentation","url":"https://docs.byteplus.com/docs/ModelArk/product-overview","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":6},{"slug":"local-office","name":"Local Office","publisher":"mfranzon","kind":"app","summary":"A native Mac document assistant with local ingestion, cited answers and a document-derived wiki.","homepage":"https://github.com/mfranzon/local-office","docsUrl":"https://github.com/mfranzon/local-office","functions":["ingest","retrieve","summarize","memory"],"costRange":"free","recordId":"cmp_local-office","hasMcp":false,"hasApi":false,"costNotes":"Software is MIT licensed; models retain separate licenses and local hardware costs remain unknown. Optional connected MCP services send selected data remotely; this is an MCP client, not a verified MCP server.","composabilityRationale":"Use its declared application surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"github","label":"Local Office official repository","url":"https://github.com/mfranzon/local-office","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"ingest","label":"Ingest","note":"Software is MIT licensed; models retain separate licenses and local hardware costs remain unknown. Optional connected MCP services send selected data remotely; this is an MCP client, not a verified MCP server.","cost":"free"},{"functionId":"retrieve","label":"Retrieve","note":"Software is MIT licensed; models retain separate licenses and local hardware costs remain unknown. Optional connected MCP services send selected data remotely; this is an MCP client, not a verified MCP server.","cost":"free"},{"functionId":"summarize","label":"Summarize","note":"Software is MIT licensed; models retain separate licenses and local hardware costs remain unknown. Optional connected MCP services send selected data remotely; this is an MCP client, not a verified MCP server.","cost":"free"},{"functionId":"memory","label":"Memory","note":"Software is MIT licensed; models retain separate licenses and local hardware costs remain unknown. Optional connected MCP services send selected data remotely; this is an MCP client, not a verified MCP server.","cost":"free"}],"license":"MIT","repoUrl":"https://github.com/mfranzon/local-office","claims":{"name":"Local Office","summary":"A native Mac document assistant with local ingestion, cited answers and a document-derived wiki.","kind":"app","publisher":"mfranzon","homepage":"https://github.com/mfranzon/local-office","repoUrl":"https://github.com/mfranzon/local-office","docsUrl":"https://github.com/mfranzon/local-office","license":"MIT","costRange":"free","costNotes":"Software is MIT licensed; models retain separate licenses and local hardware costs remain unknown. Optional connected MCP services send selected data remotely; this is an MCP client, not a verified MCP server.","functions":["ingest","retrieve","summarize","memory"],"slices":[{"functionId":"ingest","label":"Ingest","note":"Software is MIT licensed; models retain separate licenses and local hardware costs remain unknown. Optional connected MCP services send selected data remotely; this is an MCP client, not a verified MCP server.","cost":"free"},{"functionId":"retrieve","label":"Retrieve","note":"Software is MIT licensed; models retain separate licenses and local hardware costs remain unknown. Optional connected MCP services send selected data remotely; this is an MCP client, not a verified MCP server.","cost":"free"},{"functionId":"summarize","label":"Summarize","note":"Software is MIT licensed; models retain separate licenses and local hardware costs remain unknown. Optional connected MCP services send selected data remotely; this is an MCP client, not a verified MCP server.","cost":"free"},{"functionId":"memory","label":"Memory","note":"Software is MIT licensed; models retain separate licenses and local hardware costs remain unknown. Optional connected MCP services send selected data remotely; this is an MCP client, not a verified MCP server.","cost":"free"}],"interfaces":[],"composabilityRationale":"Use its declared application surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"local-office","to":"deep-agents","kind":"fills-same-slot-as","note":"Shared functions memory, summarize. Can fill the same function slot."},{"from":"local-office","to":"llamaindex","kind":"fills-same-slot-as","note":"Shared functions ingest, memory, retrieve. Can fill the same function slot."},{"from":"local-office","to":"telemetry-dev","kind":"fills-same-slot-as","note":"Shared functions ingest, retrieve. Can fill the same function slot."},{"from":"local-office","to":"build-software-better-together","kind":"fills-same-slot-as","note":"Shared functions ingest, memory, retrieve. Can fill the same function slot."},{"from":"local-office","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions memory, retrieve. Can fill the same function slot."},{"from":"local-office","to":"pageindex","kind":"fills-same-slot-as","note":"Shared functions memory, retrieve. Can fill the same function slot."},{"from":"local-office","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions ingest, memory, retrieve. Can fill the same function slot."},{"from":"local-office","to":"pulsemcp","kind":"fills-same-slot-as","note":"Shared functions ingest, retrieve. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":6,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[{"kind":"github","label":"Local Office official repository","url":"https://github.com/mfranzon/local-office","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"github","label":"Local Office official repository","url":"https://github.com/mfranzon/local-office","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"No MCP surface is declared. No API is declared. Cost is free. 1 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"github","label":"Local Office official repository","url":"https://github.com/mfranzon/local-office","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":6},{"slug":"atomic-agent","name":"Atomic Agent","summary":"Local-first AI agent whose control loop and all state run on the machine. Drives browser, files, approved shell, documents, memory across sessions, scheduled tasks, and MCP tools. Default path is llama.cpp (their TurboQuant fork) so small quantized models stay useful for long multi-step work on consumer hardware.","kind":"agent","homepage":"https://atomicagent.io","repoUrl":"https://github.com/AtomicBot-ai/atomic-agent","publisher":"","license":"MIT","hasMcp":false,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["browser","memory","connect","tool-call"],"functionProbabilities":[{"functionId":"browser","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-07-23-atomic-agent-local-first.md","method":"lexical","observedAt":"2026-07-23T00:00:00.000Z"},{"functionId":"memory","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-07-23-atomic-agent-local-first.md","method":"lexical","observedAt":"2026-07-23T00:00:00.000Z"},{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-23-atomic-agent-local-first.md","method":"lexical","observedAt":"2026-07-23T00:00:00.000Z"},{"functionId":"tool-call","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-23-atomic-agent-local-first.md","method":"lexical","observedAt":"2026-07-23T00:00:00.000Z"}],"slices":[{"functionId":"browser","label":"Browser","note":"Local-first AI agent whose control loop and all state run on the machine. Drives browser, files, approved shell, documents, memory across sessions, scheduled tasks, and MCP tools. Default path is llama.cpp (their TurboQuant fork) so small quantized models stay useful for long multi-step work on consumer hardware.","cost":"unknown"},{"functionId":"memory","label":"Memory","note":"Local-first AI agent whose control loop and all state run on the machine. Drives browser, files, approved shell, documents, memory across sessions, scheduled tasks, and MCP tools. Default path is llama.cpp (their TurboQuant fork) so small quantized models stay useful for long multi-step work on consumer hardware.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Local-first AI agent whose control loop and all state run on the machine. Drives browser, files, approved shell, documents, memory across sessions, scheduled tasks, and MCP tools. Default path is llama.cpp (their TurboQuant fork) so small quantized models stay useful for long multi-step work on consumer hardware.","cost":"unknown"},{"functionId":"tool-call","label":"Tool-call","note":"Local-first AI agent whose control loop and all state run on the machine. Drives browser, files, approved shell, documents, memory across sessions, scheduled tasks, and MCP tools. Default path is llama.cpp (their TurboQuant fork) so small quantized models stay useful for long multi-step work on consumer hardware.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-23-atomic-agent-local-first.md\nLocal-first AI agent whose control loop and all state run on the machine. Drives browser, files, approved shell, documents, memory across sessions, scheduled tasks, and MCP tools. Default path is llama.cpp (their TurboQuant fork) so small quantized models stay useful for long multi-step work on consumer hardware.","at":"2026-07-23T00:00:00.000Z"}],"interfaces":[],"origin":"seed","notes":[],"createdAt":"2026-07-23T00:00:00.000Z","updatedAt":"2026-07-23T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_atomic-agent","claims":{"name":"Atomic Agent","summary":"Local-first AI agent whose control loop and all state run on the machine. Drives browser, files, approved shell, documents, memory across sessions, scheduled tasks, and MCP tools. Default path is llama.cpp (their TurboQuant fork) so small quantized models stay useful for long multi-step work on consumer hardware.","kind":"agent","publisher":"","homepage":"https://atomicagent.io","repoUrl":"https://github.com/AtomicBot-ai/atomic-agent","license":"MIT","costRange":"unknown","functions":["browser","memory","connect","tool-call"],"slices":[{"functionId":"browser","label":"Browser","note":"Local-first AI agent whose control loop and all state run on the machine. Drives browser, files, approved shell, documents, memory across sessions, scheduled tasks, and MCP tools. Default path is llama.cpp (their TurboQuant fork) so small quantized models stay useful for long multi-step work on consumer hardware.","cost":"unknown"},{"functionId":"memory","label":"Memory","note":"Local-first AI agent whose control loop and all state run on the machine. Drives browser, files, approved shell, documents, memory across sessions, scheduled tasks, and MCP tools. Default path is llama.cpp (their TurboQuant fork) so small quantized models stay useful for long multi-step work on consumer hardware.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Local-first AI agent whose control loop and all state run on the machine. Drives browser, files, approved shell, documents, memory across sessions, scheduled tasks, and MCP tools. Default path is llama.cpp (their TurboQuant fork) so small quantized models stay useful for long multi-step work on consumer hardware.","cost":"unknown"},{"functionId":"tool-call","label":"Tool-call","note":"Local-first AI agent whose control loop and all state run on the machine. Drives browser, files, approved shell, documents, memory across sessions, scheduled tasks, and MCP tools. Default path is llama.cpp (their TurboQuant fork) so small quantized models stay useful for long multi-step work on consumer hardware.","cost":"unknown"}],"interfaces":[],"composabilityRationale":""},"relations":[{"from":"atomic-agent","to":"vellum-assistant","kind":"alternative-to","note":"Shared functions browser, memory, tool-call. Same kind and overlapping capability."},{"from":"atomic-agent","to":"agent-desktop","kind":"fills-same-slot-as","note":"Shared functions browser, tool-call. Can fill the same function slot."},{"from":"atomic-agent","to":"agentmemory","kind":"fills-same-slot-as","note":"Shared functions connect, memory. Can fill the same function slot."},{"from":"atomic-agent","to":"browserbase","kind":"fills-same-slot-as","note":"Shared functions browser, connect. Can fill the same function slot."},{"from":"atomic-agent","to":"monetization-gateway","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. 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Integrates with Cursor, VS Code, Claude Code, OpenAI Codex; emphasizes bi-directional MCP vector canvas, open file format, Figma bring-over, brand kits, and design-as-code.","cost":"unknown"},{"functionId":"render","label":"Render","note":"Pencil / pen.dev (site banner: “pencil.dev is now pen.dev”) is an AI-native infinite design canvas positioned as “Dream on canvas. Land in code.” Backed by a16z Speedrun (site badge). Integrates with Cursor, VS Code, Claude Code, OpenAI Codex; emphasizes bi-directional MCP vector canvas, open file format, Figma bring-over, brand kits, and design-as-code.","cost":"unknown"}],"interfaces":[],"composabilityRationale":""},"relations":[{"from":"pen-dev","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed. Can fill the same function slot."},{"from":"pen-dev","to":"executor","kind":"fills-same-slot-as","note":"Shared functions code, connect. 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Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/design/2026-08-01-pen-dev-pencil-infinite-canvas.md\nPencil / pen.dev (site banner: “pencil.dev is now pen.dev”) is an AI-native infinite design canvas positioned as “Dream on canvas. Land in code.” Backed by a16z Speedrun (site badge). 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