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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. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/topics/company-brain","excerpt":"#\n\n# company-brain\n\nStar\n\n## Here are 48 public repositories matching this topic...\n\n### inkeep / open-knowledge\n\nStar\n 4.6k\n\nBeautiful, AI-native markdown IDE and LLM wiki\n\n* Updated\n  Oct 16, 2026\n* TypeScript\n\n### baryhuang / claude-code","at":"2026-10-16T00:14:25.325Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":13},{"slug":"monid-289f37","name":"Monid","summary":"Surfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","kind":"app","homepage":"https://monid.ai/","docsUrl":"https://monid.ai/docs","publisher":"","hasMcp":true,"hasApi":true,"costRange":"unknown","composabilityRationale":"","functions":["connect"],"functionProbabilities":[{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-24-monid-agent-tool-marketplace.md","method":"lexical","observedAt":"2026-07-24T00:00:00.000Z"}],"slices":[{"functionId":"connect","label":"Connect","note":"Surfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-24-monid-agent-tool-marketplace.md\nSurfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Remote MCP — https://mcp.monid.ai/v1","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"HTTP API — https://api.monid.ai/v1/ (Bearer key)","at":"2026-07-24T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"http"}],"origin":"seed","notes":[],"createdAt":"2026-07-24T00:00:00.000Z","updatedAt":"2026-07-24T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_monid-289f37","claims":{"name":"Monid","summary":"Surfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","kind":"app","publisher":"","homepage":"https://monid.ai/","docsUrl":"https://monid.ai/docs","costRange":"unknown","functions":["connect"],"slices":[{"functionId":"connect","label":"Connect","note":"Surfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"http"}],"composabilityRationale":""},"relations":[{"from":"monid-289f37","to":"dory","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"concentrate-ai","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"google-workspace-cli","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"mailcheap","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"refero","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"larasend","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"rare-ui","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"alex","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."}],"signals":[{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-07-24T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":13,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.15,"contribution":0.027,"why":"Documentation is available.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-24-monid-agent-tool-marketplace.md\nSurfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Remote MCP — https://mcp.monid.ai/v1","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"HTTP API — https://api.monid.ai/v1/ (Bearer key)","at":"2026-07-24T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.288242068922591,"contribution":0.04035388964916275,"why":"4 sources cover 1 evidence types. The latest dated evidence is 2026-07-24. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-24-monid-agent-tool-marketplace.md\nSurfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Remote MCP — https://mcp.monid.ai/v1","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"HTTP API — https://api.monid.ai/v1/ (Bearer key)","at":"2026-07-24T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":13},{"slug":"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. Before protected or metered work begins,","at":"2026-09-11T16:44:38.733Z"},{"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"}],"origin":"intake","notes":[{"authorKind":"agent","body":"Intake via reddit.","at":"2026-09-11T16:44:38.734Z"}],"costNotes":"Public thread discusses token spend, metering, and credential starvation; no vendor pricing in the evidence.","score":12,"explain":{"score":12,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"value":0.0867528411160754,"contribution":0.012145397756250557,"why":"1 stored human notes (component-record).","sources":[{"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. 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. Cost is unknown. 2 of 3 checklist fields are complete.","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":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.3284952023094184,"contribution":0.04598932832331858,"why":"2 sources cover 2 evidence types. The latest dated evidence is 2026-09-11. Freshness is omitted unless observed as a signal.","sources":[{"kind":"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. Before protected or metered work begins,","at":"2026-09-11T16:44:38.733Z"},{"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":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"createdAt":"2026-09-11T16:44:38.734Z","updatedAt":"2026-09-13T08:56:02.863Z","recordId":"cmp_mcp-ai-gateway","claims":{"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","publisher":"community","homepage":"https://www.reddit.com/r/mcp/comments/1wc20jx/ai_gateway_vs_mcp_gateway_do_you_actually_need/","costRange":"unknown","costNotes":"Public thread discusses token spend, metering, and credential starvation; no vendor pricing in the evidence.","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."}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"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."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"mcp-ai-gateway","to":"model-context-protocol","kind":"fills-same-slot-as","note":"Shared functions auth, connect, route, tool-call. Can fill the same function slot."},{"from":"mcp-ai-gateway","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions auth, connect, identity, policy. Can fill the same function slot."},{"from":"mcp-ai-gateway","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions auth, connect, identity, policy. Can fill the same function slot."},{"from":"mcp-ai-gateway","to":"github","kind":"fills-same-slot-as","note":"Shared functions auth, connect, observe. Can fill the same function slot."},{"from":"mcp-ai-gateway","to":"monid","kind":"fills-same-slot-as","note":"Shared functions connect, route, tool-call. Can fill the same function slot."},{"from":"mcp-ai-gateway","to":"openrouter-c833b6","kind":"fills-same-slot-as","note":"Shared functions route, tool-call. Can fill the same function slot."},{"from":"mcp-ai-gateway","to":"build-software-better-together","kind":"fills-same-slot-as","note":"Shared functions connect, route, tool-call. Can fill the same function slot."},{"from":"mcp-ai-gateway","to":"camofox-browser-server","kind":"fills-same-slot-as","note":"Shared functions auth, policy, route. Can fill the same function slot."}],"signals":[{"key":"human_note_count","value":1,"source":"component-record","method":"stored-notes","observedAt":"2026-09-13T08:56:02.863Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"openship","name":"OpenShip","summary":"Open-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","kind":"app","homepage":"https://openship.io","repoUrl":"https://github.com/oblien/openship","publisher":"OpenShip","hasMcp":true,"hasApi":true,"costRange":"unknown","composabilityRationale":"","functions":["deploy","connect","tool-call"],"functionProbabilities":[{"functionId":"deploy","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-07-18-openship-self-hosted-app-platform.md","method":"lexical","observedAt":"2026-07-18T00:00:00.000Z"},{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-18-openship-self-hosted-app-platform.md","method":"lexical","observedAt":"2026-07-18T00:00:00.000Z"},{"functionId":"tool-call","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-18-openship-self-hosted-app-platform.md","method":"lexical","observedAt":"2026-07-18T00:00:00.000Z"}],"slices":[{"functionId":"deploy","label":"Deploy","note":"Open-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Open-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","cost":"unknown"},{"functionId":"tool-call","label":"Tool-call","note":"Open-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-18-openship-self-hosted-app-platform.md\nOpen-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"http"}],"origin":"seed","notes":[],"createdAt":"2026-07-18T00:00:00.000Z","updatedAt":"2026-07-18T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_openship","claims":{"name":"OpenShip","summary":"Open-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","kind":"app","publisher":"OpenShip","homepage":"https://openship.io","repoUrl":"https://github.com/oblien/openship","costRange":"unknown","functions":["deploy","connect","tool-call"],"slices":[{"functionId":"deploy","label":"Deploy","note":"Open-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Open-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","cost":"unknown"},{"functionId":"tool-call","label":"Tool-call","note":"Open-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"http"}],"composabilityRationale":""},"relations":[{"from":"openship","to":"monetization-gateway","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"openship","to":"railcode","kind":"fills-same-slot-as","note":"Shared functions deploy, tool-call. Can fill the same function slot."},{"from":"openship","to":"asp-net-core","kind":"fills-same-slot-as","note":"Shared functions deploy, tool-call. Can fill the same function slot."},{"from":"openship","to":"model-context-protocol","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"openship","to":"openai-codex","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"openship","to":"atomic-agent","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"openship","to":"claude-code","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"openship","to":"cursor","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."}],"signals":[],"claimVerification":[],"explain":{"score":11,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-18-openship-self-hosted-app-platform.md\nOpen-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.288242068922591,"contribution":0.04035388964916275,"why":"4 sources cover 1 evidence types. The latest dated evidence is 2026-07-18. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-18-openship-self-hosted-app-platform.md\nOpen-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":11,"tags":["agents"]},{"slug":"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. Freshness is omitted unless observed as a signal.","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":"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":"awesome","name":"awesome","summary":"139 lines (106 loc) · 17.5 KB","publisher":"github.com","homepage":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","kind":"eval","hasApi":true,"hasMcp":true,"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.","signals":[],"functionProbabilities":[{"functionId":"memory","value":0.92,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"code","value":0.8,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"evaluate","value":0.8,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"index","value":0.8,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"policy","value":0.8,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"search","value":0.8,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"store","value":0.8,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"compose","value":0.72,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"connect","value":0.72,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"retrieve","value":0.72,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"tool-call","value":0.72,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-15T16:29:32.774Z","updatedAt":"2026-10-15T16:29:32.774Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","excerpt":"##\n\n# README.md\n\n## Latest commit\n\n## History\n\nHistory\n\n139 lines (106 loc) · 17.5 KB\n\n# README.md\n\n## File metadata and controls\n\n139 lines (106 loc) · 17.5 KB\n\nRaw\n\n# Awesome Company Brain\n\n> Give every AI agent your company context.\n\nA c","at":"2026-10-15T16:29:32.774Z"}],"recordId":"cmp_awesome","claims":{"name":"awesome","summary":"139 lines (106 loc) · 17.5 KB","kind":"eval","publisher":"github.com","homepage":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","costRange":"unknown","costNotes":"Unknown: pricing was not stated in the intake evidence.","functions":["memory","code","evaluate","index","policy","search","store","compose","connect"],"slices":[{"functionId":"memory","label":"memory","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"evaluate","label":"evaluate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"index","label":"index","note":"Inferred from executor","cost":"Unknown"},{"functionId":"policy","label":"policy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"},{"functionId":"store","label":"store","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"Connect","note":"139 lines (106 loc) · 17.5 KB","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed."},"relations":[{"from":"awesome","to":"memini","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, memory, policy, search, store. Can fill the same function slot."},{"from":"awesome","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions code, connect, index, memory, search, store. Can fill the same function slot."},{"from":"awesome","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, policy, search. Can fill the same function slot."},{"from":"awesome","to":"self","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, index, search. Can fill the same function slot."},{"from":"awesome","to":"lore","kind":"fills-same-slot-as","note":"Shared functions connect, evaluate, memory, search, store. Can fill the same function slot."},{"from":"awesome","to":"agentmemory","kind":"fills-same-slot-as","note":"Shared functions code, connect, memory. Can fill the same function slot."},{"from":"awesome","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions code, connect, policy, search. Can fill the same function slot."},{"from":"awesome","to":"tinyfish-search-api","kind":"fills-same-slot-as","note":"Shared functions code, compose, search, store. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-10-15. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","excerpt":"##\n\n# README.md\n\n## Latest commit\n\n## History\n\nHistory\n\n139 lines (106 loc) · 17.5 KB\n\n# README.md\n\n## File metadata and controls\n\n139 lines (106 loc) · 17.5 KB\n\nRaw\n\n# Awesome Company Brain\n\n> Give every AI agent your company context.\n\nA c","at":"2026-10-15T16:29:32.774Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"casdoor","name":"Casdoor","summary":"An open-source, self-hosted identity and access management platform and authentication server with a web console, supporting SSO, multiple identity protocols, policy-based authorization, APIs, SDKs, and MCP.","publisher":"Casdoor","homepage":"https://github.com/casdoor/casdoor","kind":"app","hasApi":true,"hasMcp":true,"costRange":"unknown","costNotes":"Unknown: The page describes open-source self-hosting and a hosted Casdoor Cloud option with flat monthly pricing and $20 in trial credit, but it does not state actual prices.","functions":["auth","code","compose","embed","identity","policy","search","connect"],"slices":[{"functionId":"auth","label":"Application authentication and SSO","note":"Acts as an OAuth 2.0/OIDC authorization server and supports SAML 2.0, CAS, WebAuthn, TOTP, MFA, password, and email/SMS-code sign-in.","cost":"Unknown"},{"functionId":"identity","label":"Identity provider and user directory","note":"Stores users, issues tokens, manages organizations and providers, and exposes the same directory through several identity protocols.","cost":"Unknown"},{"functionId":"policy","label":"Policy-based authorization","note":"Supports Casbin-based ACL, RBAC, ABAC, and custom authorization models.","cost":"Unknown"},{"functionId":"connect","label":"Application and identity-provider integration","note":"Connects applications and providers using OAuth, OIDC, SAML, CAS, LDAP, SCIM, SDKs, a Public API, Terraform, and MCP.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"embed","label":"embed","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Casdoor can compose with applications and identity providers through OAuth 2.0, OIDC, SAML 2.0, CAS, LDAP, SCIM 2.0, SDKs, a Public API, Terraform, and MCP. The retrieved page does not specify the MCP capability surface or detailed API limits and pricing.","signals":[],"functionProbabilities":[{"functionId":"auth","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"code","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"compose","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"embed","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"identity","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"policy","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"search","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"connect","value":0.72,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"deploy","value":0.72,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"evaluate","value":0.72,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/casdoor/casdoor","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://github.com/casdoor/casdoor","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/casdoor/casdoor","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/casdoor/casdoor","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-11-04T06:18:17.529Z","updatedAt":"2026-11-04T06:18:17.529Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/casdoor/casdoor","excerpt":"BranchesTags\n\n## Repository files navigation\n\n### An open-source, self-hosted identity and access management platform\n\nCasdoor is a single sign-on (SSO) and authentication server with a web console.  \nIt speaks **OAuth 2.0**, **OIDC**, **SA","at":"2026-11-04T06:18:17.529Z"}],"recordId":"cmp_casdoor","claims":{"name":"Casdoor","summary":"An open-source, self-hosted identity and access management platform and authentication server with a web console, supporting SSO, multiple identity protocols, policy-based authorization, APIs, SDKs, and MCP.","kind":"app","publisher":"Casdoor","homepage":"https://github.com/casdoor/casdoor","costRange":"unknown","costNotes":"Unknown: The page describes open-source self-hosting and a hosted Casdoor Cloud option with flat monthly pricing and $20 in trial credit, but it does not state actual prices.","functions":["auth","code","compose","embed","identity","policy","search","connect"],"slices":[{"functionId":"auth","label":"Application authentication and SSO","note":"Acts as an OAuth 2.0/OIDC authorization server and supports SAML 2.0, CAS, WebAuthn, TOTP, MFA, password, and email/SMS-code sign-in.","cost":"Unknown"},{"functionId":"identity","label":"Identity provider and user directory","note":"Stores users, issues tokens, manages organizations and providers, and exposes the same directory through several identity protocols.","cost":"Unknown"},{"functionId":"policy","label":"Policy-based authorization","note":"Supports Casbin-based ACL, RBAC, ABAC, and custom authorization models.","cost":"Unknown"},{"functionId":"connect","label":"Application and identity-provider integration","note":"Connects applications and providers using OAuth, OIDC, SAML, CAS, LDAP, SCIM, SDKs, a Public API, Terraform, and MCP.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"embed","label":"embed","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Casdoor can compose with applications and identity providers through OAuth 2.0, OIDC, SAML 2.0, CAS, LDAP, SCIM 2.0, SDKs, a Public API, Terraform, and MCP. The retrieved page does not specify the MCP capability surface or detailed API limits and pricing."},"relations":[{"from":"casdoor","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions auth, code, connect, identity, policy, search. Can fill the same function slot."},{"from":"casdoor","to":"memini","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, embed, policy, search. Can fill the same function slot."},{"from":"casdoor","to":"self","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, embed, search. Can fill the same function slot."},{"from":"casdoor","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, policy, search. Can fill the same function slot."},{"from":"casdoor","to":"mcp-ai-gateway","kind":"fills-same-slot-as","note":"Shared functions auth, connect, identity, policy. Can fill the same function slot."},{"from":"casdoor","to":"camofox-browser-server","kind":"fills-same-slot-as","note":"Shared functions auth, compose, policy, search. Can fill the same function slot."},{"from":"casdoor","to":"tinyfish-search-api","kind":"fills-same-slot-as","note":"Shared functions auth, code, compose, search. Can fill the same function slot."},{"from":"casdoor","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-11-04. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/casdoor/casdoor","excerpt":"BranchesTags\n\n## Repository files navigation\n\n### An open-source, self-hosted identity and access management platform\n\nCasdoor is a single sign-on (SSO) and authentication server with a web console.  \nIt speaks **OAuth 2.0**, **OIDC**, **SA","at":"2026-11-04T06:18:17.529Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"cognee","name":"cognee","summary":"Open-source memory system for agents and teams. It connects company sources such as Slack, GitHub, and Linear so agents can recall shared context through one memory API, an SDK, or an MCP server, with an optional Cognee Cloud for managed scale.","publisher":"cognee","homepage":"https://www.cognee.ai","kind":"runtime","hasApi":true,"hasMcp":true,"costRange":"unknown","costNotes":"Pricing is not stated. The page says to start with the open-source package (pip install cognee) and move to Cognee Cloud for managed scale. No plans, prices, or free-tier limits are given.","functions":["memory","code","connect","embed","retrieve"],"slices":[{"functionId":"memory","label":"Agent memory","note":"Memory for agents, teams, and people so agents can recall what a company knows and what they just did.","cost":"Unknown"},{"functionId":"connect","label":"Source and agent connections","note":"Connect Slack, GitHub, and Linear, with first-party integrations for Claude Code, Cursor, LangGraph, OpenClaw, and more.","cost":"Unknown"},{"functionId":"retrieve","label":"Memory read","note":"Agents recall stored context through the memory API or MCP read access.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"embed","label":"embed","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The page states one memory API and an SDK, plus an MCP server so compatible agents can read and write Cognee memory without custom glue. It names first-party integrations for Claude Code, Cursor, LangGraph, and OpenClaw, and also lists Codex, Skill, and Hermes. Slack, GitHub, and Linear are named as sources to connect. Auth, rate limits, and API schemas are not specified on this page.","signals":[],"functionProbabilities":[{"functionId":"memory","value":0.92,"source":"https://www.cognee.ai","method":"lexical","observedAt":"2026-10-15T16:29:14.700Z"},{"functionId":"code","value":0.8,"source":"https://www.cognee.ai","method":"lexical","observedAt":"2026-10-15T16:29:14.700Z"},{"functionId":"connect","value":0.72,"source":"https://www.cognee.ai","method":"lexical","observedAt":"2026-10-15T16:29:14.700Z"},{"functionId":"embed","value":0.72,"source":"https://www.cognee.ai","method":"lexical","observedAt":"2026-10-15T16:29:14.700Z"},{"functionId":"retrieve","value":0.72,"source":"https://www.cognee.ai","method":"lexical","observedAt":"2026-10-15T16:29:14.700Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://www.cognee.ai","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://www.cognee.ai","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://www.cognee.ai","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://www.cognee.ai","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-15T16:29:15.555Z","updatedAt":"2026-10-15T16:29:15.555Z","sources":[{"kind":"web","label":"executor","url":"https://www.cognee.ai","excerpt":"# Memory for Agents, Teams, and People\n\nConnect Slack, GitHub, Linear to Cognee and help agents recall what your company knows.\n\nStart building\n\nWorks withClaude CodeCodexSkillMCPOpenClawHermes\n\nWorks with\n\nClaude Code\n\nCodex\n\nSkill\n\nMCP\n\nO","at":"2026-10-15T16:29:15.555Z"}],"recordId":"cmp_cognee","claims":{"name":"cognee","summary":"Open-source memory system for agents and teams. It connects company sources such as Slack, GitHub, and Linear so agents can recall shared context through one memory API, an SDK, or an MCP server, with an optional Cognee Cloud for managed scale.","kind":"runtime","publisher":"cognee","homepage":"https://www.cognee.ai","costRange":"unknown","costNotes":"Pricing is not stated. The page says to start with the open-source package (pip install cognee) and move to Cognee Cloud for managed scale. No plans, prices, or free-tier limits are given.","functions":["memory","code","connect","embed","retrieve"],"slices":[{"functionId":"memory","label":"Agent memory","note":"Memory for agents, teams, and people so agents can recall what a company knows and what they just did.","cost":"Unknown"},{"functionId":"connect","label":"Source and agent connections","note":"Connect Slack, GitHub, and Linear, with first-party integrations for Claude Code, Cursor, LangGraph, OpenClaw, and more.","cost":"Unknown"},{"functionId":"retrieve","label":"Memory read","note":"Agents recall stored context through the memory API or MCP read access.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"embed","label":"embed","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The page states one memory API and an SDK, plus an MCP server so compatible agents can read and write Cognee memory without custom glue. It names first-party integrations for Claude Code, Cursor, LangGraph, and OpenClaw, and also lists Codex, Skill, and Hermes. Slack, GitHub, and Linear are named as sources to connect. Auth, rate limits, and API schemas are not specified on this page."},"relations":[{"from":"cognee","to":"agentmemory","kind":"fills-same-slot-as","note":"Shared functions code, connect, memory. Can fill the same function slot."},{"from":"cognee","to":"memini","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed, memory, retrieve. Can fill the same function slot."},{"from":"cognee","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed, memory, retrieve. Can fill the same function slot."},{"from":"cognee","to":"build-software-better-together","kind":"fills-same-slot-as","note":"Shared functions code, connect, memory, retrieve. Can fill the same function slot."},{"from":"cognee","to":"pen-dev","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed. Can fill the same function slot."},{"from":"cognee","to":"cursor","kind":"fills-same-slot-as","note":"Shared functions code, connect, retrieve. Can fill the same function slot."},{"from":"cognee","to":"pageindex","kind":"fills-same-slot-as","note":"Shared functions embed, memory, retrieve. Can fill the same function slot."},{"from":"cognee","to":"zillow-data-apis","kind":"fills-same-slot-as","note":"Shared functions connect, retrieve. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-10-15. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://www.cognee.ai","excerpt":"# Memory for Agents, Teams, and People\n\nConnect Slack, GitHub, Linear to Cognee and help agents recall what your company knows.\n\nStart building\n\nWorks withClaude CodeCodexSkillMCPOpenClawHermes\n\nWorks with\n\nClaude Code\n\nCodex\n\nSkill\n\nMCP\n\nO","at":"2026-10-15T16:29:15.555Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9,"tags":["agents"]},{"slug":"concentrate-ai","name":"Concentrate.ai","summary":"Concentrate is a managed LLM gateway: one API base URL (https://api.concentrate.ai/v1) for hundreds of models across all major providers (OpenAI, Anthropic, Gemini, DeepSeek, etc.). You pick the model and provider; Concentrate runs the request, applies your fallbacks and limits, and surfaces spend/logs.","kind":"app","homepage":"https://concentrate.ai/","docsUrl":"https://concentrate.ai/docs/api-reference/introduction","publisher":"","hasMcp":false,"hasApi":true,"costRange":"unknown","composabilityRationale":"","functions":["connect"],"functionProbabilities":[],"slices":[{"functionId":"connect","label":"Connect","note":"Concentrate is a managed LLM gateway: one API base URL (https://api.concentrate.ai/v1) for hundreds of models across all major providers (OpenAI, Anthropic, Gemini, DeepSeek, etc.). You pick the model and provider; Concentrate runs the request, applies your fallbacks and limits, and surfaces spend/logs.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-11-concentrate-ai.md\nConcentrate is a managed LLM gateway: one API base URL (https://api.concentrate.ai/v1) for hundreds of models across all major providers (OpenAI, Anthropic, Gemini, DeepSeek, etc.). You pick the model and provider; Concentrate runs the request, applies your fallbacks and limits, and surfaces spend/logs.","at":"2026-08-11T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Concentrate is a managed LLM gateway: one API base URL (https://api.concentrate.ai/v1) for hundreds of models across all major providers (OpenAI","at":"2026-08-11T00:00:00.000Z"}],"interfaces":[{"kind":"http"}],"origin":"seed","notes":[],"createdAt":"2026-08-11T00:00:00.000Z","updatedAt":"2026-08-11T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_concentrate-ai","claims":{"name":"Concentrate.ai","summary":"Concentrate is a managed LLM gateway: one API base URL (https://api.concentrate.ai/v1) for hundreds of models across all major providers (OpenAI, Anthropic, Gemini, DeepSeek, etc.). You pick the model and provider; Concentrate runs the request, applies your fallbacks and limits, and surfaces spend/logs.","kind":"app","publisher":"","homepage":"https://concentrate.ai/","docsUrl":"https://concentrate.ai/docs/api-reference/introduction","costRange":"unknown","functions":["connect"],"slices":[{"functionId":"connect","label":"Connect","note":"Concentrate is a managed LLM gateway: one API base URL (https://api.concentrate.ai/v1) for hundreds of models across all major providers (OpenAI, Anthropic, Gemini, DeepSeek, etc.). You pick the model and provider; Concentrate runs the request, applies your fallbacks and limits, and surfaces spend/logs.","cost":"unknown"}],"interfaces":[{"kind":"http"}],"composabilityRationale":""},"relations":[{"from":"concentrate-ai","to":"google-workspace-cli","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"concentrate-ai","to":"mailcheap","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"concentrate-ai","to":"refero","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"concentrate-ai","to":"larasend","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"concentrate-ai","to":"rare-ui","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"concentrate-ai","to":"alex","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"concentrate-ai","to":"cn","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"concentrate-ai","to":"littlejs-mini-arcade","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":"2026-08-11T00:00:00.000Z"}],"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/2026-08-11-concentrate-ai.md\nConcentrate is a managed LLM gateway: one API base URL (https://api.concentrate.ai/v1) for hundreds of models across all major providers (OpenAI, Anthropic, Gemini, DeepSeek, etc.). You pick the model and provider; Concentrate runs the request, applies your fallbacks and limits, and surfaces spend/logs.","at":"2026-08-11T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Concentrate is a managed LLM gateway: one API base URL (https://api.concentrate.ai/v1) for hundreds of models across all major providers (OpenAI","at":"2026-08-11T00:00:00.000Z"}],"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":"No MCP surface is declared. An 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 2026-08-11. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-11-concentrate-ai.md\nConcentrate is a managed LLM gateway: one API base URL (https://api.concentrate.ai/v1) for hundreds of models across all major providers (OpenAI, Anthropic, Gemini, DeepSeek, etc.). You pick the model and provider; Concentrate runs the request, applies your fallbacks and limits, and surfaces spend/logs.","at":"2026-08-11T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Concentrate is a managed LLM gateway: one API base URL (https://api.concentrate.ai/v1) for hundreds of models across all major providers (OpenAI","at":"2026-08-11T00:00:00.000Z"}],"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},{"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. 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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. 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It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The page states REST plus MCP over stdio and Streamable HTTP, sharing one service layer, with an embedded web UI. Most listed agent integrations read MEMINI_BASE_URL and MEMINI_API_KEY; some clients use their own config or a fixed local MCP URL. Authentication can be enabled with an API key. Embeddings are not built in and must be supplied by an external endpoint whose dimensions match the store. An LLM is opt-in for background deduplication, contradiction handling, and distillation; without one, marker heuristics run the lifecycle. Pricing, quotas, and hosted multi-tenant terms are not stated."},"relations":[{"from":"memini","to":"self","kind":"alternative-to","note":"Shared functions code, compose, connect, deploy, embed, rank, search. Same kind and overlapping capability."},{"from":"memini","to":"local-faiss-mcp-server","kind":"alternative-to","note":"Shared functions code, connect, embed, memory, rank, retrieve, search, store. Same kind and overlapping capability."},{"from":"memini","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, memory, policy, search, store. Can fill the same function slot."},{"from":"memini","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, embed, policy, search. Can fill the same function slot."},{"from":"memini","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed, memory, retrieve. Can fill the same function slot."},{"from":"memini","to":"turbopuffer","kind":"fills-same-slot-as","note":"Shared functions embed, memory, search, store. Can fill the same function slot."},{"from":"memini","to":"lore","kind":"fills-same-slot-as","note":"Shared functions connect, memory, retrieve, search, store. Can fill the same function slot."},{"from":"memini","to":"llamaindex","kind":"fills-same-slot-as","note":"Shared functions compose, embed, memory, retrieve. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-10-16. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/eleboucher/memini","excerpt":"BranchesTags\n\n## Repository files navigation\n\n# memini\n\n> A shared, persistent memory service for AI agents.\n\n`memini` gives any MCP-capable agent (Claude Code, Cursor, Codex, opencode, Hermes, OpenClaw, Open WebUI) one place to `remember` ","at":"2026-10-16T06:17:47.632Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9,"tags":["agents"]},{"slug":"self","name":"Self","summary":"Self-Hosted AIEnterprise Search18 min readPublished May 22, 2026","publisher":"onyx.app","homepage":"https://onyx.app/insights/self-hosted-rag","kind":"mcp","hasApi":true,"hasMcp":true,"costRange":"unknown","costNotes":"Unknown: pricing was not stated in the intake evidence.","functions":["index","code","compose","embed","rank","search","connect","deploy"],"slices":[{"functionId":"index","label":"index","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"embed","label":"embed","note":"Inferred from executor","cost":"Unknown"},{"functionId":"rank","label":"rank","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed.","signals":[],"functionProbabilities":[{"functionId":"index","value":0.92,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"code","value":0.8,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"compose","value":0.8,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"embed","value":0.8,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"rank","value":0.8,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"search","value":0.8,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"connect","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"deploy","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"evaluate","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"generate","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"ingest","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"memory","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"observe","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"retrieve","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"store","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://onyx.app/insights/self-hosted-rag","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://onyx.app/insights/self-hosted-rag","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://onyx.app/insights/self-hosted-rag","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://onyx.app/insights/self-hosted-rag","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-15T16:28:24.104Z","updatedAt":"2026-10-15T16:28:24.104Z","sources":[{"kind":"web","label":"executor","url":"https://onyx.app/insights/self-hosted-rag","excerpt":"All Insights\n\nSelf-Hosted AIEnterprise Search18 min readPublished May 22, 2026\n\n# Self-Hosted RAG in 2026: The Complete Guide to Running Retrieval-Augmented Generation On Your Own Infrastructure\n\nBy Roshan Desai\n\n---\n\n> **TL;DR:** Self-host","at":"2026-10-15T16:28:24.104Z"}],"recordId":"cmp_self","claims":{"name":"Self","summary":"Self-Hosted AIEnterprise Search18 min readPublished May 22, 2026","kind":"mcp","publisher":"onyx.app","homepage":"https://onyx.app/insights/self-hosted-rag","costRange":"unknown","costNotes":"Unknown: pricing was not stated in the intake evidence.","functions":["index","code","compose","embed","rank","search","connect","deploy"],"slices":[{"functionId":"index","label":"index","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"embed","label":"embed","note":"Inferred from executor","cost":"Unknown"},{"functionId":"rank","label":"rank","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed."},"relations":[{"from":"self","to":"memini","kind":"alternative-to","note":"Shared functions code, compose, connect, deploy, embed, rank, search. Same kind and overlapping capability."},{"from":"self","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed, index, rank, search. Can fill the same function slot."},{"from":"self","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, embed, search. Can fill the same function slot."},{"from":"self","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, index, search. Can fill the same function slot."},{"from":"self","to":"claude-code","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect. Can fill the same function slot."},{"from":"self","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed. Can fill the same function slot."},{"from":"self","to":"pen-dev","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed. Can fill the same function slot."},{"from":"self","to":"grok-xai","kind":"fills-same-slot-as","note":"Shared functions code, connect, search. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-10-15. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://onyx.app/insights/self-hosted-rag","excerpt":"All Insights\n\nSelf-Hosted AIEnterprise Search18 min readPublished May 22, 2026\n\n# Self-Hosted RAG in 2026: The Complete Guide to Running Retrieval-Augmented Generation On Your Own Infrastructure\n\nBy Roshan Desai\n\n---\n\n> **TL;DR:** Self-host","at":"2026-10-15T16:28:24.104Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"larasend","name":"Larasend","summary":"Larasend is an open-source, self-hosted transactional email platform for Laravel teams. It provides a clean HTTP API (POST /api/emails), dashboard, activity log, scoped API keys, delivery events, suppressions, rendered previews, DKIM/DNS guidance, and a Laravel mail transport while sending through your own Amazon SES account.","kind":"app","repoUrl":"https://github.com/savvyagents/larasend","publisher":"","hasMcp":false,"hasApi":true,"costRange":"unknown","composabilityRationale":"","functions":["connect"],"functionProbabilities":[],"slices":[{"functionId":"connect","label":"Connect","note":"Larasend is an open-source, self-hosted transactional email platform for Laravel teams. It provides a clean HTTP API (POST /api/emails), dashboard, activity log, scoped API keys, delivery events, suppressions, rendered previews, DKIM/DNS guidance, and a Laravel mail transport while sending through your own Amazon SES account.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-08-savvyagents-larasend-self-hosted-ses.md\nLarasend is an open-source, self-hosted transactional email platform for Laravel teams. It provides a clean HTTP API (POST /api/emails), dashboard, activity log, scoped API keys, delivery events, suppressions, rendered previews, DKIM/DNS guidance, and a Laravel mail transport while sending through your own Amazon SES account.","at":"2026-07-08T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"It provides a clean HTTP API (POST /api/emails), dashboard, activity log, scoped API keys, delivery events, suppressio","at":"2026-07-08T00:00:00.000Z"}],"interfaces":[{"kind":"http"}],"origin":"seed","notes":[],"createdAt":"2026-07-08T00:00:00.000Z","updatedAt":"2026-07-08T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_larasend","claims":{"name":"Larasend","summary":"Larasend is an open-source, self-hosted transactional email platform for Laravel teams. It provides a clean HTTP API (POST /api/emails), dashboard, activity log, scoped API keys, delivery events, suppressions, rendered previews, DKIM/DNS guidance, and a Laravel mail transport while sending through your own Amazon SES account.","kind":"app","publisher":"","repoUrl":"https://github.com/savvyagents/larasend","costRange":"unknown","functions":["connect"],"slices":[{"functionId":"connect","label":"Connect","note":"Larasend is an open-source, self-hosted transactional email platform for Laravel teams. It provides a clean HTTP API (POST /api/emails), dashboard, activity log, scoped API keys, delivery events, suppressions, rendered previews, DKIM/DNS guidance, and a Laravel mail transport while sending through your own Amazon SES account.","cost":"unknown"}],"interfaces":[{"kind":"http"}],"composabilityRationale":""},"relations":[{"from":"larasend","to":"concentrate-ai","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"larasend","to":"dory","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"larasend","to":"google-workspace-cli","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"larasend","to":"rare-ui","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"larasend","to":"alex","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"larasend","to":"cn","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"larasend","to":"littlejs-mini-arcade","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"larasend","to":"slate","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."}],"signals":[],"claimVerification":[],"explain":{"score":7,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-08-savvyagents-larasend-self-hosted-ses.md\nLarasend is an open-source, self-hosted transactional email platform for Laravel teams. It provides a clean HTTP API (POST /api/emails), dashboard, activity log, scoped API keys, delivery events, suppressions, rendered previews, DKIM/DNS guidance, and a Laravel mail transport while sending through your own Amazon SES account.","at":"2026-07-08T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"It provides a clean HTTP API (POST /api/emails), dashboard, activity log, scoped API keys, delivery events, suppressio","at":"2026-07-08T00:00:00.000Z"}],"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":"No MCP surface is declared. An API is declared. 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It provides a clean HTTP API (POST /api/emails), dashboard, activity log, scoped API keys, delivery events, suppressions, rendered previews, DKIM/DNS guidance, and a Laravel mail transport while sending through your own Amazon SES account.","at":"2026-07-08T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"It provides a clean HTTP API (POST /api/emails), dashboard, activity log, scoped API keys, delivery events, suppressio","at":"2026-07-08T00:00:00.000Z"}],"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":"zillow-data-apis","name":"Zillow Data & APIs","publisher":"Zillow Group","kind":"app","summary":"A family of real-estate data and integration APIs spanning listings, mortgages, rentals and property information.","homepage":"https://www.zillowgroup.com/developers/","docsUrl":"https://www.zillowgroup.com/developers/","functions":["retrieve","connect"],"costRange":"unknown","recordId":"cmp_zillow-data-apis","hasMcp":false,"hasApi":true,"costNotes":"This is a family of services, not an unrestricted property-data API. Access, partnership and licensing requirements vary by offering.","composabilityRationale":"Use its declared http surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://www.zillowgroup.com/developers/"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"Zillow Data & APIs official documentation","url":"https://www.zillowgroup.com/developers/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"retrieve","label":"Retrieve","note":"This is a family of services, not an unrestricted property-data API. Access, partnership and licensing requirements vary by offering.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"This is a family of services, not an unrestricted property-data API. Access, partnership and licensing requirements vary by offering.","cost":"unknown"}],"claims":{"name":"Zillow Data & APIs","summary":"A family of real-estate data and integration APIs spanning listings, mortgages, rentals and property information.","kind":"app","publisher":"Zillow Group","homepage":"https://www.zillowgroup.com/developers/","docsUrl":"https://www.zillowgroup.com/developers/","costRange":"unknown","costNotes":"This is a family of services, not an unrestricted property-data API. Access, partnership and licensing requirements vary by offering.","functions":["retrieve","connect"],"slices":[{"functionId":"retrieve","label":"Retrieve","note":"This is a family of services, not an unrestricted property-data API. Access, partnership and licensing requirements vary by offering.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"This is a family of services, not an unrestricted property-data API. Access, partnership and licensing requirements vary by offering.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://www.zillowgroup.com/developers/"}],"composabilityRationale":"Use its declared http surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"zillow-data-apis","to":"concentrate-ai","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"zillow-data-apis","to":"dory","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"zillow-data-apis","to":"google-workspace-cli","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"zillow-data-apis","to":"larasend","kind":"alternative-to","note":"Shared functions connect. 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