{"components":[{"slug":"tinyfish","name":"TinyFish","summary":"Search, fetch, and browser automation for agents. Free Search and Fetch; metered browser runs. Leyline uses it as intake evidence crawl, not as a locked vendor.","kind":"app","homepage":"https://www.tinyfish.ai","docsUrl":"https://docs.tinyfish.ai/search-api","publisher":"TinyFish","license":"proprietary","hasMcp":true,"hasApi":true,"costRange":"freemium","costNotes":"Search and Fetch are free. Browser/agent automation draws a wallet.","composabilityRationale":"HTTP Search/Fetch plus MCP. Easy to plug as an evidence plane without owning the rest of a stack. 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Free Search and Fetch; metered browser runs. Leyline uses it as intake evidence crawl, not as a locked vendor.","cost":"freemium"}],"tweets":[{"url":"https://x.com/Tiny_Fish/all?sort=popular","author":"x.com","text":"TinyFish brings live web Search, clean Fetch, and Web Agent to ChatGPT, so your agent can find it, read it, and act on it."},{"url":"https://x.com/Tiny_Fish/status/2087572349415768241","author":"x.com","text":"TinyFish brings live web Search, clean Fetch, and Web Agent to ChatGPT, so your agent can find it, read it, and act on it."},{"url":"https://x.com/Tiny_Fish/status/2084701160389415317","author":"x.com","text":"TinyFish brings live web Search, clean Fetch, and Web Agent to Claude and Cowork, so your agent can find it, read it, and act on it."}],"sources":[{"kind":"docs","label":"TinyFish Search API","url":"https://docs.tinyfish.ai/search-api","at":"2026-09-12T00:00:00Z"},{"kind":"docs","label":"TinyFish Fetch API","url":"https://docs.tinyfish.ai/fetch-api","at":"2026-09-12T00:00:00Z"},{"kind":"web","label":"TinyFish pricing","url":"https://www.tinyfish.ai/pricing","at":"2026-09-12T00:00:00Z"},{"kind":"tweet","label":"Keith Zhai on TinyFish search","url":"https://x.com/KeithZhai/status/2097716968845672561","at":"2026-09-12T00:00:00Z"}],"origin":"seed","sector":"search-crawl","notes":[{"authorKind":"human","body":"Named in Leyline concept as a crawl example beside Aside and Firecrawl — examples, not vendor lock.","at":"2026-09-12T00:00:00Z"}],"score":23,"explain":{"score":23,"formula":"100 × sum(weight × value) over observed factors only. 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Same kind and overlapping capability."},{"from":"tinyfish","to":"playwright","kind":"fills-same-slot-as","note":"Shared functions browser, extract, observe. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-13T08:56:02.848Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-09-13T08:56:02.848Z"},{"key":"human_note_count","value":1,"source":"component-record","method":"stored-notes","observedAt":"2026-09-13T08:56:02.848Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"playwright","name":"Playwright","summary":"Browser automation for tests and agents. 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Cost is free. 3 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Playwright docs","url":"https://playwright.dev","at":"2026-09-12T00:00:00Z"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.3284952023094184,"contribution":0.04598932832331858,"why":"2 sources cover 2 evidence types. The latest dated evidence is 2026-09-12. 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Cost is freemium. 3 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-09-12. Freshness is omitted unless observed as a signal.","sources":[{"kind":"github","label":"n8n-io/n8n","url":"https://github.com/n8n-io/n8n","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":"2026-09-11T16:33:39.686Z","updatedAt":"2026-09-13T08:56:02.845Z","tags":["automation","agents"],"recordId":"cmp_n8n","claims":{"name":"n8n","summary":"Workflow automation. Compose and schedule slices that agents can call without owning the whole iPaaS.","kind":"app","publisher":"n8n","homepage":"https://n8n.io","repoUrl":"https://github.com/n8n-io/n8n","docsUrl":"https://docs.n8n.io","license":"Sustainable Use","costRange":"freemium","functions":["compose","schedule","connect","notify","transform"],"slices":[{"functionId":"schedule","label":"Workflow cron","note":"Heartbeat-style jobs","cost":"self-host or cloud seat"},{"functionId":"compose","label":"Compose","note":"Workflow automation. Compose and schedule slices that agents can call without owning the whole iPaaS.","cost":"freemium"},{"functionId":"connect","label":"Connect","note":"Workflow automation. Compose and schedule slices that agents can call without owning the whole iPaaS.","cost":"freemium"},{"functionId":"notify","label":"Notify","note":"Workflow automation. Compose and schedule slices that agents can call without owning the whole iPaaS.","cost":"freemium"},{"functionId":"transform","label":"Transform","note":"Workflow automation. Compose and schedule slices that agents can call without owning the whole iPaaS.","cost":"freemium"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"HTTP and MCP trigger/execute slices. License is not OSI MIT — Score must show that, not hide it."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"n8n","to":"mobbin-mcp","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."},{"from":"n8n","to":"claude-code","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."},{"from":"n8n","to":"pulsemcp","kind":"fills-same-slot-as","note":"Shared functions connect, notify. 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. Contents endpoint overlaps Firecrawl/TinyFish fetch — compose, don't double-pay.","functions":["search","retrieve","extract","connect","crawl","tool-call"],"slices":[{"functionId":"search","label":"Neural search","note":"Agent-ready hits","cost":"usage"},{"functionId":"retrieve","label":"Retrieve","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"},{"functionId":"extract","label":"Extract","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"},{"functionId":"connect","label":"Connect","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"},{"functionId":"crawl","label":"Crawl","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"},{"functionId":"tool-call","label":"Tool-call","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"}],"tweets":[],"sources":[{"kind":"docs","label":"Exa docs","url":"https://docs.exa.ai","at":"2026-09-12T00:00:00Z"}],"origin":"seed","sector":"search-crawl","notes":[],"score":18,"explain":{"score":18,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.3,"contribution":0.054,"why":"A licence is declared. 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":"Exa docs","url":"https://docs.exa.ai","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":"Exa docs","url":"https://docs.exa.ai","at":"2026-09-12T00:00:00Z"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-09-12. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"Exa docs","url":"https://docs.exa.ai","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":"2026-09-11T16:33:39.688Z","updatedAt":"2026-09-13T08:56:02.856Z","tags":["agents"],"recordId":"cmp_exa","claims":{"name":"Exa","summary":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","kind":"app","publisher":"Exa","homepage":"https://exa.ai","docsUrl":"https://docs.exa.ai","license":"proprietary","costRange":"usage","functions":["search","retrieve","extract","connect","crawl","tool-call"],"slices":[{"functionId":"search","label":"Neural search","note":"Agent-ready hits","cost":"usage"},{"functionId":"retrieve","label":"Retrieve","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"},{"functionId":"extract","label":"Extract","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"},{"functionId":"connect","label":"Connect","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"},{"functionId":"crawl","label":"Crawl","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"},{"functionId":"tool-call","label":"Tool-call","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Search API/MCP is a clean slice. Contents endpoint overlaps Firecrawl/TinyFish fetch — compose, don't double-pay."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"exa","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, search. Can fill the same function slot."},{"from":"exa","to":"firecrawl","kind":"alternative-to","note":"Shared functions connect, crawl, extract, search. Same kind and overlapping capability."},{"from":"exa","to":"lore","kind":"fills-same-slot-as","note":"Shared functions connect, extract, retrieve, search, tool-call. Can fill the same function slot."},{"from":"exa","to":"vuda-visual-ui-debug-agent","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, retrieve, search. Can fill the same function slot."},{"from":"exa","to":"tinyfish","kind":"alternative-to","note":"Shared functions connect, crawl, extract, search. Same kind and overlapping capability."},{"from":"exa","to":"litescrape","kind":"alternative-to","note":"Shared functions extract, retrieve, search. Same kind and overlapping capability."},{"from":"exa","to":"search1api","kind":"alternative-to","note":"Shared functions crawl, extract, search. Same kind and overlapping capability."},{"from":"exa","to":"dataforseo","kind":"alternative-to","note":"Shared functions extract, retrieve, search. Same kind and overlapping capability."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-13T08:56:02.856Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-09-13T08:56:02.856Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"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":"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. 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An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.3095666486376143,"contribution":0.043339330809266004,"why":"5 sources cover 1 evidence types. The latest dated evidence is 2026-09-23. 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Can fill the same function slot."},{"from":"toloka","to":"openrouter","kind":"fills-same-slot-as","note":"Shared functions generate, observe. Can fill the same function slot."},{"from":"toloka","to":"typesafe-jev","kind":"fills-same-slot-as","note":"Shared functions classify, evaluate. Can fill the same function slot."},{"from":"toloka","to":"41-open-source-llms-evaluated-on-19-benchmarks","kind":"fills-same-slot-as","note":"Shared functions evaluate, generate. Can fill the same function slot."}],"signals":[{"key":"human_note_count","value":1,"source":"component-record","method":"stored-notes","observedAt":"2026-09-13T08:56:02.862Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"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. 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Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"http"}],"origin":"seed","notes":[],"createdAt":"2026-07-18T00:00:00.000Z","updatedAt":"2026-07-18T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_openship","claims":{"name":"OpenShip","summary":"Open-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). 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Can fill the same function slot."}],"signals":[],"claimVerification":[],"explain":{"score":11,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-18-openship-self-hosted-app-platform.md\nOpen-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. 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An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.288242068922591,"contribution":0.04035388964916275,"why":"4 sources cover 1 evidence types. The latest dated evidence is 2026-07-18. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-18-openship-self-hosted-app-platform.md\nOpen-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. 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It sells persistent Linux VMs for coding agents and agent platforms: SSH, Docker inside the VM, a dedicated IPv4 per machine, snapshot/stop/resume, fork-from-snapshot, optional 60fps desktop stream, and a CLI/API/box prompt path for Claude Code or Codex.","kind":"resource","homepage":"https://box.ascii.dev/","docsUrl":"https://docs.ascii.dev/box/quickstart","publisher":"","hasMcp":false,"hasApi":true,"costRange":"unknown","composabilityRationale":"","functions":["code","stream"],"functionProbabilities":[{"functionId":"code","value":0.92,"source":"06 Knowledge Library/Resources/coding/2026-08-19-ascii-dev-box.md","method":"lexical","observedAt":"2026-08-19T00:00:00.000Z"},{"functionId":"stream","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-08-19-ascii-dev-box.md","method":"lexical","observedAt":"2026-08-19T00:00:00.000Z"}],"slices":[{"functionId":"code","label":"Code","note":"Box is a managed sandbox product from Ascii (legal entity Dedale AI, Corp.). It sells persistent Linux VMs for coding agents and agent platforms: SSH, Docker inside the VM, a dedicated IPv4 per machine, snapshot/stop/resume, fork-from-snapshot, optional 60fps desktop stream, and a CLI/API/box prompt path for Claude Code or Codex.","cost":"unknown"},{"functionId":"stream","label":"Stream","note":"Box is a managed sandbox product from Ascii (legal entity Dedale AI, Corp.). It sells persistent Linux VMs for coding agents and agent platforms: SSH, Docker inside the VM, a dedicated IPv4 per machine, snapshot/stop/resume, fork-from-snapshot, optional 60fps desktop stream, and a CLI/API/box prompt path for Claude Code or Codex.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-19-ascii-dev-box.md\nBox is a managed sandbox product from Ascii (legal entity Dedale AI, Corp.). It sells persistent Linux VMs for coding agents and agent platforms: SSH, Docker inside the VM, a dedicated IPv4 per machine, snapshot/stop/resume, fork-from-snapshot, optional 60fps desktop stream, and a CLI/API/box prompt path for Claude Code or Codex.","at":"2026-08-19T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"r machine, snapshot/stop/resume, fork-from-snapshot, optional 60fps desktop stream, and a CLI/API/box prompt path for Claude Code or Codex.","at":"2026-08-19T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"r machine, snapshot/stop/resume, fork-from-snapshot, optional 60fps desktop stream, and a CLI/API/box prompt path for Claude Code or Codex.","at":"2026-08-19T00:00:00.000Z"}],"interfaces":[{"kind":"cli"},{"kind":"http"}],"origin":"seed","notes":[],"createdAt":"2026-08-19T00:00:00.000Z","updatedAt":"2026-08-19T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_box","claims":{"name":"Box","summary":"Box is a managed sandbox product from Ascii (legal entity Dedale AI, Corp.). It sells persistent Linux VMs for coding agents and agent platforms: SSH, Docker inside the VM, a dedicated IPv4 per machine, snapshot/stop/resume, fork-from-snapshot, optional 60fps desktop stream, and a CLI/API/box prompt path for Claude Code or Codex.","kind":"resource","publisher":"","homepage":"https://box.ascii.dev/","docsUrl":"https://docs.ascii.dev/box/quickstart","costRange":"unknown","functions":["code","stream"],"slices":[{"functionId":"code","label":"Code","note":"Box is a managed sandbox product from Ascii (legal entity Dedale AI, Corp.). It sells persistent Linux VMs for coding agents and agent platforms: SSH, Docker inside the VM, a dedicated IPv4 per machine, snapshot/stop/resume, fork-from-snapshot, optional 60fps desktop stream, and a CLI/API/box prompt path for Claude Code or Codex.","cost":"unknown"},{"functionId":"stream","label":"Stream","note":"Box is a managed sandbox product from Ascii (legal entity Dedale AI, Corp.). It sells persistent Linux VMs for coding agents and agent platforms: SSH, Docker inside the VM, a dedicated IPv4 per machine, snapshot/stop/resume, fork-from-snapshot, optional 60fps desktop stream, and a CLI/API/box prompt path for Claude Code or Codex.","cost":"unknown"}],"interfaces":[{"kind":"cli"},{"kind":"http"}],"composabilityRationale":""},"relations":[{"from":"box","to":"ditto","kind":"alternative-to","note":"Shared functions code. Same kind and overlapping capability."},{"from":"box","to":"opendisk","kind":"alternative-to","note":"Shared functions stream. Same kind and overlapping capability."},{"from":"box","to":"emulators-dev","kind":"alternative-to","note":"Shared functions code. Same kind and overlapping capability."},{"from":"box","to":"firecrawl-pdf-inspector","kind":"alternative-to","note":"Shared functions code. Same kind and overlapping capability."}],"signals":[{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-08-19T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":10,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.15,"contribution":0.027,"why":"Documentation is available.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-19-ascii-dev-box.md\nBox is a managed sandbox product from Ascii (legal entity Dedale AI, Corp.). 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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":0.26214289265639185,"contribution":0.036700004971894865,"why":"3 sources cover 1 evidence types. The latest dated evidence is 2026-08-19. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-19-ascii-dev-box.md\nBox is a managed sandbox product from Ascii (legal entity Dedale AI, Corp.). It sells persistent Linux VMs for coding agents and agent platforms: SSH, Docker inside the VM, a dedicated IPv4 per machine, snapshot/stop/resume, fork-from-snapshot, optional 60fps desktop stream, and a CLI/API/box prompt path for Claude Code or Codex.","at":"2026-08-19T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"r machine, snapshot/stop/resume, fork-from-snapshot, optional 60fps desktop stream, and a CLI/API/box prompt path for Claude Code or Codex.","at":"2026-08-19T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"r machine, snapshot/stop/resume, fork-from-snapshot, optional 60fps desktop stream, and a CLI/API/box prompt path for Claude Code or Codex.","at":"2026-08-19T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":10,"tags":["agents"]},{"slug":"sitegeist","name":"Sitegeist","summary":"Sitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. 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Can fill the same function slot."},{"from":"sitegeist","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions browser, code. Can fill the same function slot."},{"from":"sitegeist","to":"tinyfish-search-api","kind":"fills-same-slot-as","note":"Shared functions browser, code. Can fill the same function slot."},{"from":"sitegeist","to":"vuda-visual-ui-debug-agent","kind":"fills-same-slot-as","note":"Shared functions browser, extract. Can fill the same function slot."},{"from":"sitegeist","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions code, extract. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-22T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":10,"formula":"100 × sum(weight × value) over observed factors only. 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Humans click elements, annotate, optionally use layout mode (rearrange/resize), then copy structured markdown (or push via MCP/webhooks) so the agent gets element paths, CSS selectors, positions, and related context instead of vague prose.","at":"2026-08-01T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"te, optionally use layout mode (rearrange/resize), then copy structured markdown (or push via MCP/webhooks) so the agent gets element paths, CSS selectors, positions, and related context","at":"2026-08-01T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"}],"origin":"seed","notes":[],"createdAt":"2026-08-01T00:00:00.000Z","updatedAt":"2026-08-01T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_agentation","claims":{"name":"Agentation","summary":"Agentation is a visual feedback layer for agents working on web UIs. 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Humans click elements, annotate, optionally use layout mode (rearrange/resize), then copy structured markdown (or push via MCP/webhooks) so the agent gets element paths, CSS selectors, positions, and related context instead of vague prose.","cost":"unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":""},"relations":[{"from":"agentation","to":"is-agentic","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"agentation","to":"clapper","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"agentation","to":"codex-security-plugin","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"agentation","to":"container","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"agentation","to":"slackhq-nebula","kind":"alternative-to","note":"Shared functions connect. 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Cost is unknown. 1 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.22849520230941842,"contribution":0.031989328323318585,"why":"2 sources cover 1 evidence types. The latest dated evidence is 2026-08-01. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-01-benjitaylor-agentation.md\nAgentation is a visual feedback layer for agents working on web UIs. Humans click elements, annotate, optionally use layout mode (rearrange/resize), then copy structured markdown (or push via MCP/webhooks) so the agent gets element paths, CSS selectors, positions, and related context instead of vague prose.","at":"2026-08-01T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"te, optionally use layout mode (rearrange/resize), then copy structured markdown (or push via MCP/webhooks) so the agent gets element paths, CSS selectors, positions, and related context","at":"2026-08-01T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9,"tags":["agents"]},{"slug":"cognee","name":"cognee","summary":"Open-source memory system for agents and teams. 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No plans, prices, or free-tier limits are given.","functions":["memory","code","connect","embed","retrieve"],"slices":[{"functionId":"memory","label":"Agent memory","note":"Memory for agents, teams, and people so agents can recall what a company knows and what they just did.","cost":"Unknown"},{"functionId":"connect","label":"Source and agent connections","note":"Connect Slack, GitHub, and Linear, with first-party integrations for Claude Code, Cursor, LangGraph, OpenClaw, and more.","cost":"Unknown"},{"functionId":"retrieve","label":"Memory read","note":"Agents recall stored context through the memory API or MCP read access.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"embed","label":"embed","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The page states one memory API and an SDK, plus an MCP server so compatible agents can read and write Cognee memory without custom glue. It names first-party integrations for Claude Code, Cursor, LangGraph, and OpenClaw, and also lists Codex, Skill, and Hermes. Slack, GitHub, and Linear are named as sources to connect. Auth, rate limits, and API schemas are not specified on this page.","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. 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No plans, prices, or free-tier limits are given.","functions":["memory","code","connect","embed","retrieve"],"slices":[{"functionId":"memory","label":"Agent memory","note":"Memory for agents, teams, and people so agents can recall what a company knows and what they just did.","cost":"Unknown"},{"functionId":"connect","label":"Source and agent connections","note":"Connect Slack, GitHub, and Linear, with first-party integrations for Claude Code, Cursor, LangGraph, OpenClaw, and more.","cost":"Unknown"},{"functionId":"retrieve","label":"Memory read","note":"Agents recall stored context through the memory API or MCP read access.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"embed","label":"embed","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The page states one memory API and an SDK, plus an MCP server so compatible agents can read and write Cognee memory without custom glue. It names first-party integrations for Claude Code, Cursor, LangGraph, and OpenClaw, and also lists Codex, Skill, and Hermes. Slack, GitHub, and Linear are named as sources to connect. Auth, rate limits, and API schemas are not specified on this page."},"relations":[{"from":"cognee","to":"agentmemory","kind":"fills-same-slot-as","note":"Shared functions code, connect, memory. Can fill the same function slot."},{"from":"cognee","to":"memini","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed, memory, retrieve. Can fill the same function slot."},{"from":"cognee","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed, memory, retrieve. Can fill the same function slot."},{"from":"cognee","to":"build-software-better-together","kind":"fills-same-slot-as","note":"Shared functions code, connect, memory, retrieve. Can fill the same function slot."},{"from":"cognee","to":"pen-dev","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed. Can fill the same function slot."},{"from":"cognee","to":"cursor","kind":"fills-same-slot-as","note":"Shared functions code, connect, retrieve. Can fill the same function slot."},{"from":"cognee","to":"pageindex","kind":"fills-same-slot-as","note":"Shared functions embed, memory, retrieve. Can fill the same function slot."},{"from":"cognee","to":"zillow-data-apis","kind":"fills-same-slot-as","note":"Shared functions connect, retrieve. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-10-15. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://www.cognee.ai","excerpt":"# Memory for Agents, Teams, and People\n\nConnect Slack, GitHub, Linear to Cognee and help agents recall what your company knows.\n\nStart building\n\nWorks withClaude CodeCodexSkillMCPOpenClawHermes\n\nWorks with\n\nClaude Code\n\nCodex\n\nSkill\n\nMCP\n\nO","at":"2026-10-15T16:29:15.555Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9,"tags":["agents"]},{"slug":"google-workspace-cli","name":"Google Workspace CLI","summary":"gws is a single Google Workspace CLI. It dynamically reads Google's Discovery Service at runtime and builds its command surface from the available APIs instead of shipping a static command list. The README positions it as built for both humans and AI agents: every response is structured JSON, and the repo includes 40+ agent skills.","kind":"app","homepage":"https://developers.google.com/workspace","repoUrl":"https://github.com/googleworkspace/cli","docsUrl":"https://developers.google.com/workspace","publisher":"","license":"Apache-2.0","hasMcp":false,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["connect"],"functionProbabilities":[],"slices":[{"functionId":"connect","label":"Connect","note":"gws is a single Google Workspace CLI. It dynamically reads Google's Discovery Service at runtime and builds its command surface from the available APIs instead of shipping a static command list. The README positions it as built for both humans and AI agents: every response is structured JSON, and the repo includes 40+ agent skills.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-06-23-googleworkspace-cli.md\ngws is a single Google Workspace CLI. It dynamically reads Google's Discovery Service at runtime and builds its command surface from the available APIs instead of shipping a static command list. The README positions it as built for both humans and AI agents: every response is structured JSON, and the repo includes 40+ agent skills.","at":"2026-06-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"googleworkspace, Google Workspace CLI (gws)","at":"2026-06-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"r both humans and AI agents: every response is structured JSON, and the repo includes 40+ agent skills.","at":"2026-06-23T00:00:00.000Z"}],"interfaces":[{"kind":"cli"},{"kind":"skill"}],"origin":"seed","notes":[],"createdAt":"2026-06-23T00:00:00.000Z","updatedAt":"2026-06-23T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_google-workspace-cli","claims":{"name":"Google Workspace CLI","summary":"gws is a single Google Workspace CLI. It dynamically reads Google's Discovery Service at runtime and builds its command surface from the available APIs instead of shipping a static command list. 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The README positions it as built for both humans and AI agents: every response is structured JSON, and the repo includes 40+ agent skills.","cost":"unknown"}],"interfaces":[{"kind":"cli"},{"kind":"skill"}],"composabilityRationale":""},"relations":[{"from":"google-workspace-cli","to":"concentrate-ai","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"google-workspace-cli","to":"dory","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"google-workspace-cli","to":"mailcheap","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"google-workspace-cli","to":"refero","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"google-workspace-cli","to":"larasend","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"google-workspace-cli","to":"rare-ui","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"google-workspace-cli","to":"alex","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"google-workspace-cli","to":"cn","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-06-23T00:00:00.000Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-06-23T00:00:00.000Z"}],"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":0.3,"contribution":0.054,"why":"A licence is declared. Documentation is available.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-06-23-googleworkspace-cli.md\ngws is a single Google Workspace CLI. It dynamically reads Google's Discovery Service at runtime and builds its command surface from the available APIs instead of shipping a static command list. 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Cost is unknown. 0 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.26214289265639185,"contribution":0.036700004971894865,"why":"3 sources cover 1 evidence types. The latest dated evidence is 2026-06-23. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-06-23-googleworkspace-cli.md\ngws is a single Google Workspace CLI. It dynamically reads Google's Discovery Service at runtime and builds its command surface from the available APIs instead of shipping a static command list. The README positions it as built for both humans and AI agents: every response is structured JSON, and the repo includes 40+ agent skills.","at":"2026-06-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"googleworkspace, Google Workspace CLI (gws)","at":"2026-06-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"r both humans and AI agents: every response is structured JSON, and the repo includes 40+ agent skills.","at":"2026-06-23T00:00:00.000Z"}],"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":9,"tags":["agents"]},{"slug":"hark","name":"Hark","summary":"Hark turns HTTPS webhooks into clean, source-branded iPhone notifications. Each service gets its own name, avatar, destination URL, and secret endpoint. Intended senders: CI, agents, scripts, monitors — anything that can POST JSON. Hosted product: https://hark.ryan.ceo Public monorepo: https://github.com/R44VC0RP/hark (TypeScript; Node 22+; compose.yaml / Dockerfile present in tree)","kind":"app","homepage":"https://hark.ryan.ceo","repoUrl":"https://github.com/R44VC0RP/hark","docsUrl":"https://hark.ryan.ceo/docs","publisher":"Ryan Vogel","license":"PolyForm Noncommercial 1.0.0","hasMcp":false,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["compose"],"functionProbabilities":[{"functionId":"compose","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-07-27-r44vc0rp-hark-webhook-iphone-notifications.md","method":"lexical","observedAt":"2026-07-27T00:00:00.000Z"}],"slices":[{"functionId":"compose","label":"Compose","note":"Hark turns HTTPS webhooks into clean, source-branded iPhone notifications. Each service gets its own name, avatar, destination URL, and secret endpoint. Intended senders: CI, agents, scripts, monitors — anything that can POST JSON. Hosted product: https://hark.ryan.ceo Public monorepo: https://github.com/R44VC0RP/hark (TypeScript; Node 22+; compose.yaml / Dockerfile present in tree)","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-27-r44vc0rp-hark-webhook-iphone-notifications.md\nHark turns HTTPS webhooks into clean, source-branded iPhone notifications. Each service gets its own name, avatar, destination URL, and secret endpoint. Intended senders: CI, agents, scripts, monitors — anything that can POST JSON. Hosted product: https://hark.ryan.ceo Public monorepo: https://github.com/R44VC0RP/hark (TypeScript; Node 22+; compose.yaml / Dockerfile present in tree)","at":"2026-07-27T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Hark (R44VC0RP) — webhook → branded iPhone notifications + agent CLI","at":"2026-07-27T00:00:00.000Z"}],"interfaces":[{"kind":"cli"}],"origin":"seed","notes":[],"createdAt":"2026-07-27T00:00:00.000Z","updatedAt":"2026-07-27T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_hark","claims":{"name":"Hark","summary":"Hark turns HTTPS webhooks into clean, source-branded iPhone notifications. Each service gets its own name, avatar, destination URL, and secret endpoint. Intended senders: CI, agents, scripts, monitors — anything that can POST JSON. Hosted product: https://hark.ryan.ceo Public monorepo: https://github.com/R44VC0RP/hark (TypeScript; Node 22+; compose.yaml / Dockerfile present in tree)","kind":"app","publisher":"Ryan Vogel","homepage":"https://hark.ryan.ceo","repoUrl":"https://github.com/R44VC0RP/hark","docsUrl":"https://hark.ryan.ceo/docs","license":"PolyForm Noncommercial 1.0.0","costRange":"unknown","functions":["compose"],"slices":[{"functionId":"compose","label":"Compose","note":"Hark turns HTTPS webhooks into clean, source-branded iPhone notifications. Each service gets its own name, avatar, destination URL, and secret endpoint. Intended senders: CI, agents, scripts, monitors — anything that can POST JSON. Hosted product: https://hark.ryan.ceo Public monorepo: https://github.com/R44VC0RP/hark (TypeScript; Node 22+; compose.yaml / Dockerfile present in tree)","cost":"unknown"}],"interfaces":[{"kind":"cli"}],"composabilityRationale":""},"relations":[{"from":"hark","to":"bb","kind":"alternative-to","note":"Shared functions compose. Same kind and overlapping capability."},{"from":"hark","to":"shadcn-ui","kind":"alternative-to","note":"Shared functions compose. Same kind and overlapping capability."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-07-27T00:00:00.000Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-07-27T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.3,"contribution":0.054,"why":"A licence is declared. Documentation is available.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-27-r44vc0rp-hark-webhook-iphone-notifications.md\nHark turns HTTPS webhooks into clean, source-branded iPhone notifications. Each service gets its own name, avatar, destination URL, and secret endpoint. Intended senders: CI, agents, scripts, monitors — anything that can POST JSON. Hosted product: https://hark.ryan.ceo Public monorepo: https://github.com/R44VC0RP/hark (TypeScript; Node 22+; compose.yaml / Dockerfile present in tree)","at":"2026-07-27T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Hark (R44VC0RP) — webhook → branded iPhone notifications + agent CLI","at":"2026-07-27T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0,"contribution":0,"why":"No MCP surface is declared. No API is declared. Cost is unknown. 0 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.22849520230941842,"contribution":0.031989328323318585,"why":"2 sources cover 1 evidence types. The latest dated evidence is 2026-07-27. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-27-r44vc0rp-hark-webhook-iphone-notifications.md\nHark turns HTTPS webhooks into clean, source-branded iPhone notifications. Each service gets its own name, avatar, destination URL, and secret endpoint. Intended senders: CI, agents, scripts, monitors — anything that can POST JSON. Hosted product: https://hark.ryan.ceo Public monorepo: https://github.com/R44VC0RP/hark (TypeScript; Node 22+; compose.yaml / Dockerfile present in tree)","at":"2026-07-27T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Hark (R44VC0RP) — webhook → branded iPhone notifications + agent CLI","at":"2026-07-27T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9,"tags":["agents"]},{"slug":"is-agentic","name":"Is Agentic","summary":"Is Agentic is a free, public Vercel product that scores how ready a public HTTP or HTTPS website is for AI agents. Submit a URL on the home page. Ora runs and scores every technical check. Is Agentic groups those checks by maturity and applicability, then publishes a score, evidence, recommended fixes, and a shareable report.","kind":"resource","homepage":"https://is-agentic.com/","repoUrl":"https://is-agentic.com/api/v1/report","docsUrl":"https://is-agentic.com/docs","publisher":"","hasMcp":false,"hasApi":false,"costRange":"free","costNotes":"Is Agentic is a free, public Vercel product that scores how ready a public HTTP or HTTPS website is for AI agents.","composabilityRationale":"","functions":["connect"],"functionProbabilities":[],"slices":[{"functionId":"connect","label":"Connect","note":"Is Agentic is a free, public Vercel product that scores how ready a public HTTP or HTTPS website is for AI agents. Submit a URL on the home page. Ora runs and scores every technical check. Is Agentic groups those checks by maturity and applicability, then publishes a score, evidence, recommended fixes, and a shareable report.","cost":"free"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-22-vercel-is-agentic.md\nIs Agentic is a free, public Vercel product that scores how ready a public HTTP or HTTPS website is for AI agents. Submit a URL on the home page. Ora runs and scores every technical check. Is Agentic groups those checks by maturity and applicability, then publishes a score, evidence, recommended fixes, and a shareable report.","at":"2026-08-22T00:00:00.000Z"}],"interfaces":[],"origin":"seed","notes":[],"createdAt":"2026-08-22T00:00:00.000Z","updatedAt":"2026-08-22T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_is-agentic","claims":{"name":"Is Agentic","summary":"Is Agentic is a free, public Vercel product that scores how ready a public HTTP or HTTPS website is for AI agents. Submit a URL on the home page. Ora runs and scores every technical check. Is Agentic groups those checks by maturity and applicability, then publishes a score, evidence, recommended fixes, and a shareable report.","kind":"resource","publisher":"","homepage":"https://is-agentic.com/","repoUrl":"https://is-agentic.com/api/v1/report","docsUrl":"https://is-agentic.com/docs","costRange":"free","costNotes":"Is Agentic is a free, public Vercel product that scores how ready a public HTTP or HTTPS website is for AI agents.","functions":["connect"],"slices":[{"functionId":"connect","label":"Connect","note":"Is Agentic is a free, public Vercel product that scores how ready a public HTTP or HTTPS website is for AI agents. Submit a URL on the home page. Ora runs and scores every technical check. Is Agentic groups those checks by maturity and applicability, then publishes a score, evidence, recommended fixes, and a shareable report.","cost":"free"}],"interfaces":[],"composabilityRationale":""},"relations":[{"from":"is-agentic","to":"agentation","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"is-agentic","to":"clapper","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"is-agentic","to":"codex-security-plugin","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"is-agentic","to":"container","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"is-agentic","to":"slackhq-nebula","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"is-agentic","to":"cloudflare-quick-tunnels","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"is-agentic","to":"company-brain","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"is-agentic","to":"cua-s1-cua-s1-forms","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."}],"signals":[{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-08-22T00:00:00.000Z"}],"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/2026-08-22-vercel-is-agentic.md\nIs Agentic is a free, public Vercel product that scores how ready a public HTTP or HTTPS website is for AI agents. Submit a URL on the home page. Ora runs and scores every technical check. Is Agentic groups those checks by maturity and applicability, then publishes a score, evidence, recommended fixes, and a shareable report.","at":"2026-08-22T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"No MCP surface is declared. No API is declared. Cost is free. 1 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-08-22. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-22-vercel-is-agentic.md\nIs Agentic is a free, public Vercel product that scores how ready a public HTTP or HTTPS website is for AI agents. Submit a URL on the home page. Ora runs and scores every technical check. Is Agentic groups those checks by maturity and applicability, then publishes a score, evidence, recommended fixes, and a shareable report.","at":"2026-08-22T00:00:00.000Z"}],"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":9,"tags":["agents"]},{"slug":"memini","name":"memini","summary":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","publisher":"eleboucher","homepage":"https://github.com/eleboucher/memini","kind":"mcp","hasApi":true,"hasMcp":true,"costRange":"unknown","costNotes":"No price, plan, seat, or usage fee is stated. The repository is AGPL-3.0 and described as self-hosted software. An external OpenAI-compatible embeddings endpoint is required; an LLM is optional. The cost of those external services is not stated.","functions":["connect","code","compose","deploy","memory","policy","rank","search","store","embed","retrieve"],"slices":[{"functionId":"memory","label":"Tiered agent memory","note":"Shared remember and recall across working, episodic, semantic, and procedural tiers, with decay, TTLs, namespace isolation, and optional consolidation into durable facts.","cost":"Unknown"},{"functionId":"search","label":"Hybrid vector and keyword search","note":"Hybrid vector and keyword retrieval fused with Reciprocal Rank Fusion.","cost":"Unknown"},{"functionId":"rank","label":"Composite re-ranking","note":"Hybrid results are re-ranked by relevance, access recency, and importance rather than similarity alone.","cost":"Unknown"},{"functionId":"policy","label":"Client connect policy","note":"The MCP server sends a standing policy to every client on connect.","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"store","label":"Store","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"},{"functionId":"embed","label":"Embed","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The page states REST plus MCP over stdio and Streamable HTTP, sharing one service layer, with an embedded web UI. Most listed agent integrations read MEMINI_BASE_URL and MEMINI_API_KEY; some clients use their own config or a fixed local MCP URL. Authentication can be enabled with an API key. Embeddings are not built in and must be supplied by an external endpoint whose dimensions match the store. An LLM is opt-in for background deduplication, contradiction handling, and distillation; without one, marker heuristics run the lifecycle. Pricing, quotas, and hosted multi-tenant terms are not stated.","signals":[],"functionProbabilities":[{"functionId":"connect","value":0.92,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"code","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"compose","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"deploy","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"memory","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"policy","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"rank","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"search","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"store","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"auth","value":0.72,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"embed","value":0.72,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"retrieve","value":0.72,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"tool-call","value":0.72,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/eleboucher/memini","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://github.com/eleboucher/memini","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/eleboucher/memini","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/eleboucher/memini","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-16T06:17:47.632Z","updatedAt":"2026-10-16T06:17:47.632Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/eleboucher/memini","excerpt":"BranchesTags\n\n## Repository files navigation\n\n# memini\n\n> A shared, persistent memory service for AI agents.\n\n`memini` gives any MCP-capable agent (Claude Code, Cursor, Codex, opencode, Hermes, OpenClaw, Open WebUI) one place to `remember` ","at":"2026-10-16T06:17:47.632Z"}],"recordId":"cmp_memini","claims":{"name":"memini","summary":"Self-hosted persistent memory service for MCP-capable agents. 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The cost of those external services is not stated.","functions":["connect","code","compose","deploy","memory","policy","rank","search","store","embed","retrieve"],"slices":[{"functionId":"memory","label":"Tiered agent memory","note":"Shared remember and recall across working, episodic, semantic, and procedural tiers, with decay, TTLs, namespace isolation, and optional consolidation into durable facts.","cost":"Unknown"},{"functionId":"search","label":"Hybrid vector and keyword search","note":"Hybrid vector and keyword retrieval fused with Reciprocal Rank Fusion.","cost":"Unknown"},{"functionId":"rank","label":"Composite re-ranking","note":"Hybrid results are re-ranked by relevance, access recency, and importance rather than similarity alone.","cost":"Unknown"},{"functionId":"policy","label":"Client connect policy","note":"The MCP server sends a standing policy to every client on connect.","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"store","label":"Store","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"},{"functionId":"embed","label":"Embed","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The page states REST plus MCP over stdio and Streamable HTTP, sharing one service layer, with an embedded web UI. Most listed agent integrations read MEMINI_BASE_URL and MEMINI_API_KEY; some clients use their own config or a fixed local MCP URL. Authentication can be enabled with an API key. Embeddings are not built in and must be supplied by an external endpoint whose dimensions match the store. An LLM is opt-in for background deduplication, contradiction handling, and distillation; without one, marker heuristics run the lifecycle. Pricing, quotas, and hosted multi-tenant terms are not stated."},"relations":[{"from":"memini","to":"self","kind":"alternative-to","note":"Shared functions code, compose, connect, deploy, embed, rank, search. Same kind and overlapping capability."},{"from":"memini","to":"local-faiss-mcp-server","kind":"alternative-to","note":"Shared functions code, connect, embed, memory, rank, retrieve, search, store. Same kind and overlapping capability."},{"from":"memini","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, memory, policy, search, store. Can fill the same function slot."},{"from":"memini","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, embed, policy, search. Can fill the same function slot."},{"from":"memini","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed, memory, retrieve. Can fill the same function slot."},{"from":"memini","to":"turbopuffer","kind":"fills-same-slot-as","note":"Shared functions embed, memory, search, store. Can fill the same function slot."},{"from":"memini","to":"lore","kind":"fills-same-slot-as","note":"Shared functions connect, memory, retrieve, search, store. Can fill the same function slot."},{"from":"memini","to":"llamaindex","kind":"fills-same-slot-as","note":"Shared functions compose, embed, memory, retrieve. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. 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The latest dated evidence is 2026-10-16. 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Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-09-getpaseo-paseo.md\nA mature AGPL-3.0 open-source agent-control surface: a local Paseo daemon runs and manages coding-agent CLIs on a user-controlled machine, while desktop, mobile, web, and CLI clients monitor/control those agents. 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Its Refero MCP exposes structured research to agents so they can study relevant screens and flows before implementation.","kind":"app","homepage":"https://refero.design/","repoUrl":"https://github.com/referodesign/refero_skill","publisher":"","license":"MIT","hasMcp":true,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["connect"],"functionProbabilities":[{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/design/2026-08-09-refero-design-research-mcp.md","method":"lexical","observedAt":"2026-08-09T00:00:00.000Z"}],"slices":[{"functionId":"connect","label":"Connect","note":"Refero is a design-research platform of real web and iOS product interfaces, user flows, UI patterns, and visual styles. Its Refero MCP exposes structured research to agents so they can study relevant screens and flows before implementation.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/design/2026-08-09-refero-design-research-mcp.md\nRefero is a design-research platform of real web and iOS product interfaces, user flows, UI patterns, and visual styles. Its Refero MCP exposes structured research to agents so they can study relevant screens and flows before implementation.","at":"2026-08-09T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Refero — real-product UI research library and read-only MCP for coding agents","at":"2026-08-09T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"}],"origin":"seed","notes":[],"createdAt":"2026-08-09T00:00:00.000Z","updatedAt":"2026-08-09T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_refero","claims":{"name":"Refero","summary":"Refero is a design-research platform of real web and iOS product interfaces, user flows, UI patterns, and visual styles. 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Same kind and overlapping capability."},{"from":"refero","to":"google-workspace-cli","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"refero","to":"mailcheap","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"refero","to":"monid-289f37","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"refero","to":"larasend","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"refero","to":"rare-ui","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"refero","to":"alex","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-08-09T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.15,"contribution":0.027,"why":"A licence is declared.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/design/2026-08-09-refero-design-research-mcp.md\nRefero is a design-research platform of real web and iOS product interfaces, user flows, UI patterns, and visual styles. 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Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/design/2026-08-09-refero-design-research-mcp.md\nRefero is a design-research platform of real web and iOS product interfaces, user flows, UI patterns, and visual styles. 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Launch (@SoarAI, 2026-07-26): > Today we’re releasing the first MCP to find and book flights, always at market rates.","kind":"mcp","homepage":"https://flysoar.ai/","docsUrl":"https://flysoar.ai/mcp","publisher":"","hasMcp":true,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["search","connect"],"functionProbabilities":[{"functionId":"search","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-07-27-soar-flight-booking-mcp.md","method":"lexical","observedAt":"2026-07-27T00:00:00.000Z"},{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-27-soar-flight-booking-mcp.md","method":"lexical","observedAt":"2026-07-27T00:00:00.000Z"}],"slices":[{"functionId":"search","label":"Search","note":"Soar is a consumer flight product (find/book cheap flights) shipping a Flight Booking MCP so agents can search, book, pay, and manage trips (plus public stay search). 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Positioning vs many flight MCPs: book + pay, not search-only. Launch (@SoarAI, 2026-07-26): > Today we’re releasing the first MCP to find and book flights, always at market rates.","at":"2026-07-27T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Soar (flysoar.ai) — flight booking MCP for agents","at":"2026-07-27T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"}],"origin":"seed","notes":[],"createdAt":"2026-07-27T00:00:00.000Z","updatedAt":"2026-07-27T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_soar","claims":{"name":"Soar","summary":"Soar is a consumer flight product (find/book cheap flights) shipping a Flight Booking MCP so agents can search, book, pay, and manage trips (plus public stay search). Positioning vs many flight MCPs: book + pay, not search-only. 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