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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. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-13T08:56:02.845Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-09-13T08:56:02.845Z"}],"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. 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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":"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. Pairs with Playwright as the local slice vs hosted slice.","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"}],"tweets":[],"sources":[{"kind":"docs","label":"Browserbase docs","url":"https://docs.browserbase.com","at":"2026-09-12T00:00:00Z"}],"origin":"seed","sector":"browser-ops","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":[],"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. Cost is usage. 3 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Browserbase docs","url":"https://docs.browserbase.com","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. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"Browserbase docs","url":"https://docs.browserbase.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":"2026-09-11T16:33:39.689Z","updatedAt":"2026-09-13T08:56:02.859Z","tags":["agents"],"recordId":"cmp_browserbase","claims":{"name":"Browserbase","summary":"Hosted browsers for agents. 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":"monid","name":"Monid","summary":"Tools and data-endpoint gateway marketplace. Inspiration-adjacent. Pay-per-call proxy is explicitly not Leyline's core.","kind":"app","homepage":"https://monid.ai","publisher":"Monid Inc","license":"proprietary","hasMcp":true,"hasApi":true,"costRange":"usage","costNotes":"Vendor claims a take rate on provider prices and x402 pay-per-run. Leyline does not proxy those calls.","composabilityRationale":"Skill + MCP + CLI is a real connect path. 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Pay-per-call proxy is explicitly not Leyline's core.","cost":"usage"}],"tweets":[],"sources":[{"kind":"web","label":"Monid","url":"https://monid.ai","at":"2026-09-12T00:00:00Z"},{"kind":"web","label":"Monid X","url":"https://x.com/MonidHQ","at":"2026-09-12T00:00:00Z"}],"origin":"seed","notes":[{"authorKind":"human","body":"Comps brief: do not invent catalog counts or founders. Public pages conflict on tool totals.","at":"2026-09-12T00:00:00Z"}],"score":17,"explain":{"score":17,"formula":"100 × sum(weight × value) over observed factors only. 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Inspiration-adjacent. Pay-per-call proxy is explicitly not Leyline's core.","kind":"app","publisher":"Monid Inc","homepage":"https://monid.ai","license":"proprietary","costRange":"usage","costNotes":"Vendor claims a take rate on provider prices and x402 pay-per-run. Leyline does not proxy those calls.","functions":["route","tool-call","payment","connect","search"],"slices":[{"functionId":"payment","label":"Pay-per-run tools","note":"Wallet / x402 invocations","cost":"provider + take rate"},{"functionId":"route","label":"Route","note":"Tools and data-endpoint gateway marketplace. Inspiration-adjacent. Pay-per-call proxy is explicitly not Leyline's core.","cost":"usage"},{"functionId":"tool-call","label":"Tool-call","note":"Tools and data-endpoint gateway marketplace. Inspiration-adjacent. Pay-per-call proxy is explicitly not Leyline's core.","cost":"usage"},{"functionId":"connect","label":"Connect","note":"Tools and data-endpoint gateway marketplace. Inspiration-adjacent. Pay-per-call proxy is explicitly not Leyline's core.","cost":"usage"},{"functionId":"search","label":"Search","note":"Tools and data-endpoint gateway marketplace. Inspiration-adjacent. Pay-per-call proxy is explicitly not Leyline's core.","cost":"usage"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Skill + MCP + CLI is a real connect path. Catalogue trust and dual reputation are not evidenced on public pages."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"monid","to":"monetization-gateway","kind":"fills-same-slot-as","note":"Shared functions connect, payment, tool-call. Can fill the same function slot."},{"from":"monid","to":"model-context-protocol","kind":"fills-same-slot-as","note":"Shared functions connect, route, tool-call. Can fill the same function slot."},{"from":"monid","to":"openrouter-c833b6","kind":"fills-same-slot-as","note":"Shared functions route, tool-call. Can fill the same function slot."},{"from":"monid","to":"soar","kind":"fills-same-slot-as","note":"Shared functions connect, search. Can fill the same function slot."},{"from":"monid","to":"exa","kind":"fills-same-slot-as","note":"Shared functions connect, search, tool-call. Can fill the same function slot."},{"from":"monid","to":"grok-xai","kind":"fills-same-slot-as","note":"Shared functions connect, search, tool-call. Can fill the same function slot."},{"from":"monid","to":"mcp-ai-gateway","kind":"fills-same-slot-as","note":"Shared functions connect, route, tool-call. Can fill the same function slot."},{"from":"monid","to":"pulsemcp","kind":"fills-same-slot-as","note":"Shared functions connect, search, tool-call. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-13T08:56:02.861Z"},{"key":"human_note_count","value":1,"source":"component-record","method":"stored-notes","observedAt":"2026-09-13T08:56:02.861Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"claude-code","name":"Claude Code","summary":"Anthropic's terminal coding agent. Harness grid deep-link target for the Leyline scour skill.","kind":"runtime","homepage":"https://code.claude.com","publisher":"Anthropic","license":"proprietary","hasMcp":true,"hasApi":true,"costRange":"seat","composabilityRationale":"Native MCP, skills, and CLAUDE.md. Easy to add a Leyline scour skill. 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Most people give up before the first one works."},{"url":"https://x.com/PrajwalTomar_/status/2084980287717675226","author":"x.com","text":"Claude Code Subagents Are CRACKED Now. Here's My Exact Workflow. Most people just unleashed a swarm of subagents, watched it burn through context and money, and ..."},{"url":"https://x.com/kr0der/status/2092628896063848896","author":"x.com","text":"WTF a Claude Code agent just proactively messaged another one of my Claude agents, i'm mind blown one Claude agent was building a mobile app and was ..."}],"sources":[{"kind":"web","label":"Claude Code","url":"https://code.claude.com","at":"2026-09-12T00:00:00Z"}],"origin":"seed","sector":"dev-harness","notes":[],"score":15,"explain":{"score":15,"formula":"100 × sum(weight × value) over observed factors only. 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The latest dated evidence is 2026-09-12. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"Claude Code","url":"https://code.claude.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":"2026-09-11T16:33:49.485Z","updatedAt":"2026-09-13T08:56:02.851Z","recordId":"cmp_claude-code","claims":{"name":"Claude Code","summary":"Anthropic's terminal coding agent. 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Harness grid deep-link target for the Leyline scour skill.","cost":"seat"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Native MCP, skills, and CLAUDE.md. Easy to add a Leyline scour skill. API is a different slice from the CLI harness."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"claude-code","to":"openai-codex","kind":"alternative-to","note":"Shared functions code, connect, reason, tool-call. Same kind and overlapping capability."},{"from":"claude-code","to":"cursor","kind":"alternative-to","note":"Shared functions code, connect, reason, tool-call. Same kind and overlapping capability."},{"from":"claude-code","to":"grok-xai","kind":"alternative-to","note":"Shared functions code, connect, reason, tool-call. Same kind and overlapping capability."},{"from":"claude-code","to":"executor","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"claude-code","to":"shadcn-ui","kind":"fills-same-slot-as","note":"Shared functions code, compose. Can fill the same function slot."},{"from":"claude-code","to":"mobbin-mcp","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."},{"from":"claude-code","to":"openship","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"claude-code","to":"monetization-gateway","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-13T08:56:02.851Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"openai-codex","name":"Codex","summary":"OpenAI coding agent / CLI. 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If you are not steering long-running agentic ..."},{"url":"https://x.com/OpenAIDevs/status/2090230646497251387","author":"x.com","text":"Teams are using the open-source Codex harness to bring agents into the tools they already use, from internal apps to operations dashboards."}],"sources":[{"kind":"web","label":"OpenAI Codex","url":"https://openai.com/codex","at":"2026-09-12T00:00:00Z"}],"origin":"seed","sector":"dev-harness","notes":[],"score":15,"explain":{"score":15,"formula":"100 × sum(weight × value) over observed factors only. 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The latest dated evidence is 2026-09-12. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"OpenAI Codex","url":"https://openai.com/codex","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":"2026-09-11T16:33:50.760Z","updatedAt":"2026-09-13T08:56:02.854Z","recordId":"cmp_openai-codex","claims":{"name":"Codex","summary":"OpenAI coding agent / CLI. 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Can fill the same function slot."},{"from":"openai-codex","to":"monetization-gateway","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"openai-codex","to":"rea","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"openai-codex","to":"agentmemory","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":"2026-09-13T08:56:02.854Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"context-dev","name":"Context.dev","summary":"Context.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.","kind":"resource","homepage":"https://www.context.dev","repoUrl":"https://github.com/context-dot-dev/context-typescript-sdk","docsUrl":"https://docs.context.dev","publisher":"","hasMcp":true,"hasApi":true,"costRange":"unknown","composabilityRationale":"","functions":["crawl","search","connect","extract","enrich"],"functionProbabilities":[{"functionId":"crawl","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md","method":"lexical","observedAt":"2026-09-23T00:00:00.000Z"},{"functionId":"search","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md","method":"lexical","observedAt":"2026-09-23T00:00:00.000Z"},{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md","method":"lexical","observedAt":"2026-09-23T00:00:00.000Z"},{"functionId":"extract","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md","method":"lexical","observedAt":"2026-09-23T00:00:00.000Z"}],"slices":[{"functionId":"crawl","label":"Crawl","note":"Context.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.","cost":"unknown"},{"functionId":"search","label":"Search","note":"Context.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.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Context.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.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Context.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.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Context.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.","cost":"unknown"}],"tweets":[],"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"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"sdk"},{"kind":"skill"}],"origin":"seed","notes":[],"createdAt":"2026-09-23T00:00:00.000Z","updatedAt":"2026-09-23T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_context-dev","claims":{"name":"Context.dev","summary":"Context.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.","kind":"resource","publisher":"","homepage":"https://www.context.dev","repoUrl":"https://github.com/context-dot-dev/context-typescript-sdk","docsUrl":"https://docs.context.dev","costRange":"unknown","functions":["crawl","search","connect","extract","enrich"],"slices":[{"functionId":"crawl","label":"Crawl","note":"Context.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.","cost":"unknown"},{"functionId":"search","label":"Search","note":"Context.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.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Context.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.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Context.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.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Context.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.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"sdk"},{"kind":"skill"}],"composabilityRationale":""},"relations":[{"from":"context-dev","to":"firecrawl","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, search. 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":"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. 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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. 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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. 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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":"mcp-ai-gateway","name":"MCP / AI Gateway","summary":"Gateway layer that routes model calls, discovers MCP tools, and applies identity, policy, and spend controls before invocations.","kind":"resource","homepage":"https://www.reddit.com/r/mcp/comments/1wc20jx/ai_gateway_vs_mcp_gateway_do_you_actually_need/","publisher":"community","hasMcp":true,"hasApi":true,"costRange":"unknown","composabilityRationale":"Sits in front of agents, models, and MCP servers as a shared control plane for routing, identity, policy, and spend; composable with any agent harness as long as a single policy/audit plane is preserved.","functions":["route","auth","identity","policy","tool-call","observe","connect"],"slices":[{"functionId":"route","label":"Model and tool routing","note":"Routes model calls to providers and MCP tool invocations to servers."},{"functionId":"auth","label":"Per-server and per-tool auth","note":"Authorizes which agent can call which tool, with grant recheck before credentials resolve."},{"functionId":"identity","label":"Tool-call identity","note":"Binds invocations to end-user identity rather than only the agent credential."},{"functionId":"policy","label":"Unified policy plane","note":"Expresses rules spanning agent, user, tool, model, and budget, with post-hoc evidence."},{"functionId":"tool-call","label":"MCP tool invocation","note":"Discovers tools and routes their invocations through the MCP gateway."},{"functionId":"observe","label":"Call logging and audit","note":"Logs what was called so incident review can reconstruct agent permissions at a point in time."},{"functionId":"connect","label":"Integration publishing","note":"Admins publish MCP/REST integrations; users link accounts and grant exact tools and operations."}],"tweets":[],"sources":[{"kind":"reddit","label":"reddit","url":"https://www.reddit.com/r/mcp/comments/1wc20jx/ai_gateway_vs_mcp_gateway_do_you_actually_need/","excerpt":"The model gateway routes model calls to providers, the MCP gateway discovers tools and routes their invocations. 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Before protected or metered work begins,","at":"2026-09-11T16:44:38.733Z"}],"evidence":"observed"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"crawl","label":"TinyFish fetch","url":"https://www.reddit.com/r/mcp/comments/1wc20jx/ai_gateway_vs_mcp_gateway_do_you_actually_need/","excerpt":"r/mcp\n 2d ago \n\nPurple\\_Morning\\_8735\n\n# AI gateway vs MCP gateway, do you actually need both?\n\n\n\nWe have a few internal MCP servers behind some agents and Im trying to figure out if an AI gateway already covers most of this or if the MCP s","at":"2026-09-11T16:44:38.734Z"}],"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":"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. 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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. 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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. 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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). 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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. 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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":"markitdown","name":"MarkItDown","summary":"MarkItDown (microsoft/markitdown) is a lightweight Python utility that converts many file types to Markdown for LLMs and text-analysis pipelines. README positions it near textract, but focused on preserving structure (headings, lists, tables, links) as Markdown for models rather than high-fidelity human publishing.","kind":"resource","homepage":"https://pypi.org/project/markitdown/","repoUrl":"https://github.com/microsoft/markitdown","docsUrl":"https://learn.microsoft.com/azure/ai-services/content-understanding/","publisher":"","hasMcp":true,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["connect"],"functionProbabilities":[],"slices":[{"functionId":"connect","label":"Connect","note":"MarkItDown (microsoft/markitdown) is a lightweight Python utility that converts many file types to Markdown for LLMs and text-analysis pipelines. README positions it near textract, but focused on preserving structure (headings, lists, tables, links) as Markdown for models rather than high-fidelity human publishing.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-07-microsoft-markitdown.md\nMarkItDown (microsoft/markitdown) is a lightweight Python utility that converts many file types to Markdown for LLMs and text-analysis pipelines. README positions it near textract, but focused on preserving structure (headings, lists, tables, links) as Markdown for models rather than high-fidelity human publishing.","at":"2026-09-07T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"for image descriptions, 3rd-party plugins (#markitdown-plugin), and an in-repo markitdown-mcp package (PyPI alpha 0.0.1a4 at capture).","at":"2026-09-07T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Surfaces: CLI (markitdown path > out.md), Python API (MarkItDown().convert(...)), Docker example, optio","at":"2026-09-07T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"}],"origin":"seed","notes":[],"createdAt":"2026-09-07T00:00:00.000Z","updatedAt":"2026-09-07T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_markitdown","claims":{"name":"MarkItDown","summary":"MarkItDown (microsoft/markitdown) is a lightweight Python utility that converts many file types to Markdown for LLMs and text-analysis pipelines. README positions it near textract, but focused on preserving structure (headings, lists, tables, links) as Markdown for models rather than high-fidelity human publishing.","kind":"resource","publisher":"","homepage":"https://pypi.org/project/markitdown/","repoUrl":"https://github.com/microsoft/markitdown","docsUrl":"https://learn.microsoft.com/azure/ai-services/content-understanding/","costRange":"unknown","functions":["connect"],"slices":[{"functionId":"connect","label":"Connect","note":"MarkItDown (microsoft/markitdown) is a lightweight Python utility that converts many file types to Markdown for LLMs and text-analysis pipelines. README positions it near textract, but focused on preserving structure (headings, lists, tables, links) as Markdown for models rather than high-fidelity human publishing.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"}],"composabilityRationale":""},"relations":[{"from":"markitdown","to":"agentation","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"markitdown","to":"is-agentic","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"markitdown","to":"clapper","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"markitdown","to":"codex-security-plugin","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"markitdown","to":"container","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"markitdown","to":"slackhq-nebula","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"markitdown","to":"cloudflare-quick-tunnels","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"markitdown","to":"company-brain","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":"2026-09-07T00:00:00.000Z"}],"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":"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/2026-09-07-microsoft-markitdown.md\nMarkItDown (microsoft/markitdown) is a lightweight Python utility that converts many file types to Markdown for LLMs and text-analysis pipelines. README positions it near textract, but focused on preserving structure (headings, lists, tables, links) as Markdown for models rather than high-fidelity human publishing.","at":"2026-09-07T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"for image descriptions, 3rd-party plugins (#markitdown-plugin), and an in-repo markitdown-mcp package (PyPI alpha 0.0.1a4 at capture).","at":"2026-09-07T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Surfaces: CLI (markitdown path > out.md), Python API (MarkItDown().convert(...)), Docker example, optio","at":"2026-09-07T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"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 2026-09-07. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-07-microsoft-markitdown.md\nMarkItDown (microsoft/markitdown) is a lightweight Python utility that converts many file types to Markdown for LLMs and text-analysis pipelines. README positions it near textract, but focused on preserving structure (headings, lists, tables, links) as Markdown for models rather than high-fidelity human publishing.","at":"2026-09-07T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"for image descriptions, 3rd-party plugins (#markitdown-plugin), and an in-repo markitdown-mcp package (PyPI alpha 0.0.1a4 at capture).","at":"2026-09-07T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Surfaces: CLI (markitdown path > out.md), Python API (MarkItDown().convert(...)), Docker example, optio","at":"2026-09-07T00:00:00.000Z"}],"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":10,"tags":["text"]},{"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":"apollo","name":"Apollo.io","publisher":"Apollo.io","kind":"app","summary":"Business contact and company APIs for search, enrichment and sales-workflow records.","homepage":"https://www.apollo.io/","docsUrl":"https://docs.apollo.io/","functions":["search","enrich","connect"],"costRange":"unknown","recordId":"cmp_apollo","hasMcp":true,"hasApi":true,"costNotes":"API access, licensed fields and credits vary by operation and account. 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. 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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. 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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. 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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":"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":"refero","name":"Refero","summary":"Refero is a design-research platform of real web and iOS product interfaces, user flows, UI patterns, and visual styles. Its Refero MCP exposes structured research to agents so they can study relevant screens and flows before implementation.","kind":"app","homepage":"https://refero.design/","repoUrl":"https://github.com/referodesign/refero_skill","publisher":"","license":"MIT","hasMcp":true,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["connect"],"functionProbabilities":[{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/design/2026-08-09-refero-design-research-mcp.md","method":"lexical","observedAt":"2026-08-09T00:00:00.000Z"}],"slices":[{"functionId":"connect","label":"Connect","note":"Refero is a design-research platform of real web and iOS product interfaces, user flows, UI patterns, and visual styles. Its Refero MCP exposes structured research to agents so they can study relevant screens and flows before implementation.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/design/2026-08-09-refero-design-research-mcp.md\nRefero is a design-research platform of real web and iOS product interfaces, user flows, UI patterns, and visual styles. Its Refero MCP exposes structured research to agents so they can study relevant screens and flows before implementation.","at":"2026-08-09T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Refero — real-product UI research library and read-only MCP for coding agents","at":"2026-08-09T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"}],"origin":"seed","notes":[],"createdAt":"2026-08-09T00:00:00.000Z","updatedAt":"2026-08-09T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_refero","claims":{"name":"Refero","summary":"Refero is a design-research platform of real web and iOS product interfaces, user flows, UI patterns, and visual styles. Its Refero MCP exposes structured research to agents so they can study relevant screens and flows before implementation.","kind":"app","publisher":"","homepage":"https://refero.design/","repoUrl":"https://github.com/referodesign/refero_skill","license":"MIT","costRange":"unknown","functions":["connect"],"slices":[{"functionId":"connect","label":"Connect","note":"Refero is a design-research platform of real web and iOS product interfaces, user flows, UI patterns, and visual styles. Its Refero MCP exposes structured research to agents so they can study relevant screens and flows before implementation.","cost":"unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":""},"relations":[{"from":"refero","to":"concentrate-ai","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"refero","to":"dory","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"refero","to":"google-workspace-cli","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"refero","to":"mailcheap","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"refero","to":"monid-289f37","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"refero","to":"larasend","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"refero","to":"rare-ui","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"refero","to":"alex","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-08-09T00:00:00.000Z"}],"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":"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/design/2026-08-09-refero-design-research-mcp.md\nRefero is a design-research platform of real web and iOS product interfaces, user flows, UI patterns, and visual styles. Its Refero MCP exposes structured research to agents so they can study relevant screens and flows before implementation.","at":"2026-08-09T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Refero — real-product UI research library and read-only MCP for coding agents","at":"2026-08-09T00:00:00.000Z"}],"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 2026-08-09. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/design/2026-08-09-refero-design-research-mcp.md\nRefero is a design-research platform of real web and iOS product interfaces, user flows, UI patterns, and visual styles. Its Refero MCP exposes structured research to agents so they can study relevant screens and flows before implementation.","at":"2026-08-09T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Refero — real-product UI research library and read-only MCP for coding agents","at":"2026-08-09T00:00:00.000Z"}],"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":"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). 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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":"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. 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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":"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. 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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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Freshness is omitted unless observed as a signal.","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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REA returns findings with their evidence, and the agent uses them to explain the behavior or write and test an implementation.","cost":"unknown"},{"functionId":"test","label":"Test","note":"README tagline: \"One MCP for reverse engineering across binaries, applications, and runtime behavior.\" The agent calls REA through MCP to inspect a local target and trace relevant code; REA returns findings with their evidence, and the agent uses them to explain the behavior or write and test an implementation.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"README tagline: \"One MCP for reverse engineering across binaries, applications, and runtime behavior.\" The agent calls REA through MCP to inspect a local target and trace relevant code; REA returns findings with their evidence, and the agent uses them to explain the behavior or write and test an implementation.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-10-10-morluto-rea.md\nREADME tagline: \"One MCP for reverse engineering across binaries, applications, and runtime behavior.\" The agent calls REA through MCP to inspect a local target and trace relevant code; REA returns findings with their evidence, and the agent uses them to explain the behavior or write and test an implementation.","at":"2026-10-10T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"README tagline: \"One MCP for reverse engineering across binaries, applications, and runtime behavior.\" The agent calls","at":"2026-10-10T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"The CLI uses the same workflows.","at":"2026-10-10T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"}],"origin":"seed","notes":[],"createdAt":"2026-10-10T00:00:00.000Z","updatedAt":"2026-10-10T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_rea","claims":{"name":"REA","summary":"README tagline: \"One MCP for reverse engineering across binaries, applications, and runtime behavior.\" The agent calls REA through MCP to inspect a local target and trace relevant code; REA returns findings with their evidence, and the agent uses them to explain the behavior or write and test an implementation.","kind":"resource","publisher":"","homepage":"https://rea.tools/","repoUrl":"https://github.com/morluto/rea","costRange":"unknown","functions":["code","test","connect"],"slices":[{"functionId":"code","label":"Code","note":"README tagline: \"One MCP for reverse engineering across binaries, applications, and runtime behavior.\" The agent calls REA through MCP to inspect a local target and trace relevant code; REA returns findings with their evidence, and the agent uses them to explain the behavior or write and test an implementation.","cost":"unknown"},{"functionId":"test","label":"Test","note":"README tagline: \"One MCP for reverse engineering across binaries, applications, and runtime behavior.\" The agent calls REA through MCP to inspect a local target and trace relevant code; REA returns findings with their evidence, and the agent uses them to explain the behavior or write and test an implementation.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"README tagline: \"One MCP for reverse engineering across binaries, applications, and runtime behavior.\" The agent calls REA through MCP to inspect a local target and trace relevant code; REA returns findings with their evidence, and the agent uses them to explain the behavior or write and test an implementation.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"}],"composabilityRationale":""},"relations":[{"from":"rea","to":"executor","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"rea","to":"kogiqa-mcp-web-browser","kind":"fills-same-slot-as","note":"Shared functions code, connect, test. Can fill the same function slot."},{"from":"rea","to":"agentmemory","kind":"alternative-to","note":"Shared functions code, connect. Same kind and overlapping capability."},{"from":"rea","to":"factory-droid","kind":"fills-same-slot-as","note":"Shared functions code, test. Can fill the same function slot."},{"from":"rea","to":"rtk","kind":"fills-same-slot-as","note":"Shared functions code, test. Can fill the same function slot."},{"from":"rea","to":"openai-codex","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"rea","to":"claude-code","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"rea","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions code, 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/coding/2026-10-10-morluto-rea.md\nREADME tagline: \"One MCP for reverse engineering across binaries, applications, and runtime behavior.\" The agent calls REA through MCP to inspect a local target and trace relevant code; REA returns findings with their evidence, and the agent uses them to explain the behavior or write and test an implementation.","at":"2026-10-10T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"README tagline: \"One MCP for reverse engineering across binaries, applications, and runtime behavior.\" The agent calls","at":"2026-10-10T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"The CLI uses the same workflows.","at":"2026-10-10T00:00:00.000Z"}],"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. 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Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-10-10-morluto-rea.md\nREADME tagline: \"One MCP for reverse engineering across binaries, applications, and runtime behavior.\" The agent calls REA through MCP to inspect a local target and trace relevant code; REA returns findings with their evidence, and the agent uses them to explain the behavior or write and test an implementation.","at":"2026-10-10T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"README tagline: \"One MCP for reverse engineering across binaries, applications, and runtime behavior.\" The agent calls","at":"2026-10-10T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"The CLI uses the same workflows.","at":"2026-10-10T00:00:00.000Z"}],"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). 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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. 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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. 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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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Can fill the same function slot."},{"from":"kogiqa-mcp-web-browser","to":"executor","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"kogiqa-mcp-web-browser","to":"search","kind":"fills-same-slot-as","note":"Shared functions browser, search. Can fill the same function slot."},{"from":"kogiqa-mcp-web-browser","to":"soar","kind":"fills-same-slot-as","note":"Shared functions 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/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. Installation is described as pip install local-faiss-mcp from PyPI or from source; optional pandoc is mentioned for extra document formats. Cost is therefore unknown.","functions":["connect","memory","code","embed","extract","index","ingest","retrieve","search","store","rank"],"slices":[{"functionId":"ingest","label":"Document ingestion","note":"ingest_document accepts text or a file path and chunks documents into the local store.","cost":"Unknown"},{"functionId":"extract","label":"Answer extraction prompt","note":"MCP prompt extract-answer formats cited answers from retrieved chunks.","cost":"Unknown"},{"functionId":"retrieve","label":"RAG retrieval","note":"query_rag_store returns relevant document chunks for a natural-language query.","cost":"Unknown"},{"functionId":"index","label":"CLI and server indexing","note":"local-faiss index and the MCP server write FAISS indexes under a configurable index directory.","cost":"Unknown"},{"functionId":"embed","label":"Sentence embeddings","note":"Configurable Hugging Face sentence-transformers embedding models; default all-MiniLM-L6-v2.","cost":"Unknown"},{"functionId":"memory","label":"Agent memory store","note":"Positioned as local agent memory and drop-in semantic search for Claude, Copilot, and agents.","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"Search","note":"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.","cost":"unknown"},{"functionId":"store","label":"Store","note":"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.","cost":"unknown"},{"functionId":"rank","label":"Rank","note":"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.","cost":"unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"Declared as a Model Context Protocol server with stdin/stdout MCP tool calls (ingest_document, query_rag_store) and MCP prompts (extract-answer, summarize-documents). 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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. Installation is described as pip install local-faiss-mcp from PyPI or from source; optional pandoc is mentioned for extra document formats. Cost is therefore unknown.","functions":["connect","memory","code","embed","extract","index","ingest","retrieve","search","store","rank"],"slices":[{"functionId":"ingest","label":"Document ingestion","note":"ingest_document accepts text or a file path and chunks documents into the local store.","cost":"Unknown"},{"functionId":"extract","label":"Answer extraction prompt","note":"MCP prompt extract-answer formats cited answers from retrieved chunks.","cost":"Unknown"},{"functionId":"retrieve","label":"RAG retrieval","note":"query_rag_store returns relevant document chunks for a natural-language query.","cost":"Unknown"},{"functionId":"index","label":"CLI and server indexing","note":"local-faiss index and the MCP server write FAISS indexes under a configurable index directory.","cost":"Unknown"},{"functionId":"embed","label":"Sentence embeddings","note":"Configurable Hugging Face sentence-transformers embedding models; default all-MiniLM-L6-v2.","cost":"Unknown"},{"functionId":"memory","label":"Agent memory store","note":"Positioned as local agent memory and drop-in semantic search for Claude, Copilot, and agents.","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"Search","note":"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.","cost":"unknown"},{"functionId":"store","label":"Store","note":"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.","cost":"unknown"},{"functionId":"rank","label":"Rank","note":"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.","cost":"unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"Declared as a Model Context Protocol server with stdin/stdout MCP tool calls (ingest_document, query_rag_store) and MCP prompts (extract-answer, summarize-documents). It is described as usable with MCP-compatible agents and clients, plus a standalone local-faiss CLI that can reuse MCP config files. No non-MCP HTTP API is stated."},"relations":[{"from":"local-faiss-mcp-server","to":"memini","kind":"alternative-to","note":"Shared functions code, connect, embed, memory, rank, retrieve, search, store. Same kind and overlapping capability."},{"from":"local-faiss-mcp-server","to":"build-software-better-together","kind":"fills-same-slot-as","note":"Shared functions code, connect, index, ingest, memory, retrieve. Can fill the same function slot."},{"from":"local-faiss-mcp-server","to":"lore","kind":"fills-same-slot-as","note":"Shared functions connect, extract, memory, retrieve, search, store. Can fill the same function slot."},{"from":"local-faiss-mcp-server","to":"self","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed, index, rank, search. Can fill the same function slot."},{"from":"local-faiss-mcp-server","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed, memory, retrieve. Can fill the same function slot."},{"from":"local-faiss-mcp-server","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions code, connect, index, memory, search, store. Can fill the same function slot."},{"from":"local-faiss-mcp-server","to":"llamaindex","kind":"fills-same-slot-as","note":"Shared functions embed, index, ingest, memory, retrieve. Can fill the same function slot."},{"from":"local-faiss-mcp-server","to":"pulsemcp","kind":"fills-same-slot-as","note":"Shared functions connect, index, ingest, retrieve, search. Can fill the same function slot."}],"explain":{"score":6,"formula":"100 × sum(weight × value) over observed factors only. 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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/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"}],"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":"lore","name":"Lore","summary":"Open-source shared persistent memory for AI agents, backed by Notion. 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It does not state a price, usage fee, seat cost, or whether a paid Notion plan is required.","functions":["memory","extract","search","store","connect","evaluate","retrieve","tool-call"],"slices":[{"functionId":"memory","label":"Shared agent memory vault","note":"Persistent shared memory for experiential knowledge, follow-up tasks, decision records, and procedures, stored as related Notion pages.","cost":"Unknown"},{"functionId":"store","label":"Background memory write","note":"Hooks prompt agents to store information and save it in the background. Facts expire unless reinforced and can be linked with supersedes, scoped, or conflicts_with.","cost":"Unknown"},{"functionId":"retrieve","label":"Session context retrieval","note":"Sessions can start with relevant vault context, and agents can fetch and expand stored memories through Lore tools.","cost":"Unknown"},{"functionId":"search","label":"Structured vault search","note":"Projects, Topics, Memories, Entities, and Facts are related so agents have a predictable search structure, including fuzzy search across those relations.","cost":"Unknown"},{"functionId":"extract","label":"extract","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"evaluate","label":"evaluate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"tool-call","label":"tool-call","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"The page states any MCP-compatible agent harness can reference the vault through lore-* MCP tools, while humans can use the same Notion pages or a Lore CLI. It contrasts this with harness-local, model-provider, and single-machine file memory. Exact tool schemas, authentication, and any non-MCP HTTP API are not specified in the retrieved text.","signals":[],"functionProbabilities":[{"functionId":"memory","value":0.92,"source":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"lexical","observedAt":"2026-10-16T00:14:10.454Z"},{"functionId":"extract","value":0.8,"source":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"lexical","observedAt":"2026-10-16T00:14:10.454Z"},{"functionId":"search","value":0.8,"source":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"lexical","observedAt":"2026-10-16T00:14:10.454Z"},{"functionId":"store","value":0.8,"source":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"lexical","observedAt":"2026-10-16T00:14:10.454Z"},{"functionId":"connect","value":0.72,"source":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"lexical","observedAt":"2026-10-16T00:14:10.454Z"},{"functionId":"evaluate","value":0.72,"source":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"lexical","observedAt":"2026-10-16T00:14:10.454Z"},{"functionId":"retrieve","value":0.72,"source":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"lexical","observedAt":"2026-10-16T00:14:10.454Z"},{"functionId":"tool-call","value":0.72,"source":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"lexical","observedAt":"2026-10-16T00:14:10.454Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"fallback"},{"key":"api","status":"unverified","asserted":"false","evidenceSource":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-16T00:14:11.348Z","updatedAt":"2026-10-16T00:14:11.348Z","sources":[{"kind":"web","label":"executor","url":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","excerpt":"All posts\n\nAll posts\n\nPublished August 18, 2026 in Tech\n\n# Building Shared Memory for AI Agents in Notion\n\nBy Hesham Salman\n\nEngineering, Notion\n\nAs software engineering changes, tribal knowledge is increasingly concentrated not only in a s","at":"2026-10-16T00:14:11.348Z"}],"recordId":"cmp_lore","claims":{"name":"Lore","summary":"Open-source shared persistent memory for AI agents, backed by Notion. A Lore vault is a Notion page with Projects, Topics, Memories, Entities, and Facts databases so later sessions and people can reuse experiential knowledge, follow-up tasks, decision records, and procedures. Age","kind":"mcp","publisher":"Notion","homepage":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","costRange":"unknown","costNotes":"Unknown: The page states Lore is open source under the MIT license and stored in Notion. It does not state a price, usage fee, seat cost, or whether a paid Notion plan is required.","functions":["memory","extract","search","store","connect","evaluate","retrieve","tool-call"],"slices":[{"functionId":"memory","label":"Shared agent memory vault","note":"Persistent shared memory for experiential knowledge, follow-up tasks, decision records, and procedures, stored as related Notion pages.","cost":"Unknown"},{"functionId":"store","label":"Background memory write","note":"Hooks prompt agents to store information and save it in the background. Facts expire unless reinforced and can be linked with supersedes, scoped, or conflicts_with.","cost":"Unknown"},{"functionId":"retrieve","label":"Session context retrieval","note":"Sessions can start with relevant vault context, and agents can fetch and expand stored memories through Lore tools.","cost":"Unknown"},{"functionId":"search","label":"Structured vault search","note":"Projects, Topics, Memories, Entities, and Facts are related so agents have a predictable search structure, including fuzzy search across those relations.","cost":"Unknown"},{"functionId":"extract","label":"extract","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"evaluate","label":"evaluate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"tool-call","label":"tool-call","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"The page states any MCP-compatible agent harness can reference the vault through lore-* MCP tools, while humans can use the same Notion pages or a Lore CLI. It contrasts this with harness-local, model-provider, and single-machine file memory. Exact tool schemas, authentication, and any non-MCP HTTP API are not specified in the retrieved text."},"relations":[{"from":"lore","to":"exa","kind":"fills-same-slot-as","note":"Shared functions connect, extract, retrieve, search, tool-call. Can fill the same function slot."},{"from":"lore","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions connect, extract, memory, retrieve, search, store. Can fill the same function slot."},{"from":"lore","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions connect, evaluate, memory, search, store. Can fill the same function slot."},{"from":"lore","to":"dataforseo","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve, search. Can fill the same function slot."},{"from":"lore","to":"litescrape","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve, search. Can fill the same function slot."},{"from":"lore","to":"tikhub","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve, search. Can fill the same function slot."},{"from":"lore","to":"pulsemcp","kind":"fills-same-slot-as","note":"Shared functions connect, retrieve, search, tool-call. Can fill the same function slot."},{"from":"lore","to":"memini","kind":"fills-same-slot-as","note":"Shared functions connect, memory, retrieve, search, store. 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 2026-10-16. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","excerpt":"All posts\n\nAll posts\n\nPublished August 18, 2026 in Tech\n\n# Building Shared Memory for AI Agents in Notion\n\nBy Hesham Salman\n\nEngineering, Notion\n\nAs software engineering changes, tribal knowledge is increasingly concentrated not only in a s","at":"2026-10-16T00:14:11.348Z"}],"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,"tags":["agents"]},{"slug":"vuda-visual-ui-debug-agent","name":"VUDA (Visual UI Debug Agent)","summary":"An MCP server using Playwright to let AI models visually analyze, automate, test, and debug web interfaces.","publisher":"samihalawa","homepage":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","kind":"mcp","hasApi":false,"hasMcp":true,"costRange":"unknown","costNotes":"Unknown: The page states npm/npx installation and an ISC license but provides no pricing or usage-cost information.","functions":["connect","browser","crawl","extract","index","monitor","retrieve","search"],"slices":[{"functionId":"browser","label":"Playwright browser control","note":"Navigate pages and interact through clicks, form filling, selection, hovering, keyboard input, drag-and-drop, and browser history controls.","cost":"Unknown"},{"functionId":"extract","label":"Page and DOM inspection","note":"Extract visible text or rendered HTML and inspect DOM elements, styles, and properties.","cost":"Unknown"},{"functionId":"crawl","label":"Sitemap crawling","note":"Crawl sitemaps and analyze page structure.","cost":"Unknown"},{"functionId":"monitor","label":"Performance and console monitoring","note":"Measure page performance and Core Web Vitals while capturing console errors, warnings, and logs.","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"index","label":"index","note":"Inferred from executor","cost":"Unknown"},{"functionId":"retrieve","label":"retrieve","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"The page declares an MCP server configurable with Claude Desktop and other MCP clients, plus programmatic MCP SDK usage. It requires Node.js 18 or later. API endpoint testing is a tool capability, but no standalone VUDA API interface is 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\n/\n**visual-ui-debug-agent-mcp**\nPublic\n\n* Notifications\n   You must be signed in to change notification settings\n* Fork\n  7\n* Star\n   79\n\nBranchesTags\n\n## Repository files navigation\n\n**Autonomous MCP Server for AI-Powered Visu","at":"2026-11-04T06:17:58.295Z"}],"recordId":"cmp_vuda-visual-ui-debug-agent","claims":{"name":"VUDA (Visual UI Debug Agent)","summary":"An MCP server using Playwright to let AI models visually analyze, automate, test, and debug web interfaces.","kind":"mcp","publisher":"samihalawa","homepage":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","costRange":"unknown","costNotes":"Unknown: The page states npm/npx installation and an ISC license but provides no pricing or usage-cost information.","functions":["connect","browser","crawl","extract","index","monitor","retrieve","search"],"slices":[{"functionId":"browser","label":"Playwright browser control","note":"Navigate pages and interact through clicks, form filling, selection, hovering, keyboard input, drag-and-drop, and browser history controls.","cost":"Unknown"},{"functionId":"extract","label":"Page and DOM inspection","note":"Extract visible text or rendered HTML and inspect DOM elements, styles, and properties.","cost":"Unknown"},{"functionId":"crawl","label":"Sitemap crawling","note":"Crawl sitemaps and analyze page structure.","cost":"Unknown"},{"functionId":"monitor","label":"Performance and console monitoring","note":"Measure page performance and Core Web Vitals while capturing console errors, warnings, and logs.","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"index","label":"index","note":"Inferred from executor","cost":"Unknown"},{"functionId":"retrieve","label":"retrieve","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"The page declares an MCP server configurable with Claude Desktop and other MCP clients, plus programmatic MCP SDK usage. It requires Node.js 18 or later. API endpoint testing is a tool capability, but no standalone VUDA API interface is declared."},"relations":[{"from":"vuda-visual-ui-debug-agent","to":"exa","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, retrieve, search. Can fill the same function slot."},{"from":"vuda-visual-ui-debug-agent","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions browser, connect, crawl, extract, search. Can fill the same function slot."},{"from":"vuda-visual-ui-debug-agent","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, search. Can fill the same function slot."},{"from":"vuda-visual-ui-debug-agent","to":"firecrawl","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, search. Can fill the same function slot."},{"from":"vuda-visual-ui-debug-agent","to":"dataforseo","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve, search. Can fill the same function slot."},{"from":"vuda-visual-ui-debug-agent","to":"litescrape","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve, search. Can fill the same function slot."},{"from":"vuda-visual-ui-debug-agent","to":"search1api","kind":"fills-same-slot-as","note":"Shared functions crawl, extract, search. Can fill the same function slot."},{"from":"vuda-visual-ui-debug-agent","to":"tikhub","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve, 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/samihalawa/visual-ui-debug-agent-mcp","excerpt":"samihalawa\n \n/\n**visual-ui-debug-agent-mcp**\nPublic\n\n* Notifications\n   You must be signed in to change notification settings\n* Fork\n  7\n* Star\n   79\n\nBranchesTags\n\n## Repository files navigation\n\n**Autonomous MCP Server for AI-Powered Visu","at":"2026-11-04T06:17:58.295Z"}],"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}]}