{"components":[{"slug":"agent-desktop","name":"agent-desktop","publisher":"Vercel Labs","kind":"kit","summary":"Gives agents structured desktop accessibility reads and actions through a CLI, C library and MCP server.","homepage":"https://github.com/vercel-labs/agent-desktop","docsUrl":"https://github.com/vercel-labs/agent-desktop","functions":["observe","tool-call","browser"],"costRange":"free","recordId":"cmp_agent-desktop","hasMcp":true,"hasApi":true,"costNotes":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","composabilityRationale":"Use its declared cli, sdk, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"cli","specUrl":"https://github.com/vercel-labs/agent-desktop"},{"kind":"sdk","specUrl":"https://github.com/vercel-labs/agent-desktop"},{"kind":"mcp","specUrl":"https://github.com/vercel-labs/agent-desktop"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"github","label":"agent-desktop official repository","url":"https://github.com/vercel-labs/agent-desktop","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"observe","label":"Observe","note":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","cost":"free"},{"functionId":"tool-call","label":"Tool-call","note":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","cost":"free"},{"functionId":"browser","label":"Browser","note":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","cost":"free"}],"license":"Apache-2.0","repoUrl":"https://github.com/vercel-labs/agent-desktop","claims":{"name":"agent-desktop","summary":"Gives agents structured desktop accessibility reads and actions through a CLI, C library and MCP server.","kind":"kit","publisher":"Vercel Labs","homepage":"https://github.com/vercel-labs/agent-desktop","repoUrl":"https://github.com/vercel-labs/agent-desktop","docsUrl":"https://github.com/vercel-labs/agent-desktop","license":"Apache-2.0","costRange":"free","costNotes":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","functions":["observe","tool-call","browser"],"slices":[{"functionId":"observe","label":"Observe","note":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","cost":"free"},{"functionId":"tool-call","label":"Tool-call","note":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","cost":"free"},{"functionId":"browser","label":"Browser","note":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","cost":"free"}],"interfaces":[{"kind":"cli","specUrl":"https://github.com/vercel-labs/agent-desktop"},{"kind":"sdk","specUrl":"https://github.com/vercel-labs/agent-desktop"},{"kind":"mcp","specUrl":"https://github.com/vercel-labs/agent-desktop"}],"composabilityRationale":"Use its declared cli, sdk, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"agent-desktop","to":"browserbase","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"agent-desktop","to":"maple","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"agent-desktop","to":"atomic-agent","kind":"fills-same-slot-as","note":"Shared functions browser, tool-call. Can fill the same function slot."},{"from":"agent-desktop","to":"vellum-assistant","kind":"fills-same-slot-as","note":"Shared functions browser, tool-call. Can fill the same function slot."},{"from":"agent-desktop","to":"playwright","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"agent-desktop","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"agent-desktop","to":"mcp-ai-gateway","kind":"fills-same-slot-as","note":"Shared functions observe, tool-call. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":13,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[{"kind":"github","label":"agent-desktop official repository","url":"https://github.com/vercel-labs/agent-desktop","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"github","label":"agent-desktop official repository","url":"https://github.com/vercel-labs/agent-desktop","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":1,"contribution":0.1,"why":"An MCP surface is declared. An API is declared. Cost is free. 3 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"github","label":"agent-desktop official repository","url":"https://github.com/vercel-labs/agent-desktop","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":13},{"slug":"firecrawl","name":"Firecrawl","summary":"Crawl and extract clean page content for LLM pipelines. A common agent research tool and a Leyline evidence source class.","kind":"app","homepage":"https://www.firecrawl.dev","repoUrl":"https://github.com/firecrawl/firecrawl","docsUrl":"https://docs.firecrawl.dev","publisher":"Firecrawl","license":"AGPL-3.0","hasMcp":true,"hasApi":true,"costRange":"usage","costNotes":"Hosted usage plus self-host. Slice: single-URL scrape is cheaper than site crawl.","composabilityRationale":"Clean scrape/crawl API and MCP. Self-host path lowers glue cost. Rate limits and JS-render variance are the main blocks.","functions":["crawl","extract","ingest","search","connect"],"slices":[{"functionId":"extract","label":"Scrape one URL","note":"Markdown for a known page","cost":"low usage"},{"functionId":"crawl","label":"Site crawl","note":"Map a domain into pages","cost":"higher usage"},{"functionId":"ingest","label":"Ingest","note":"Crawl and extract clean page content for LLM pipelines. A common agent research tool and a Leyline evidence source class.","cost":"usage"},{"functionId":"search","label":"Search","note":"Crawl and extract clean page content for LLM pipelines. A common agent research tool and a Leyline evidence source class.","cost":"usage"},{"functionId":"connect","label":"Connect","note":"Crawl and extract clean page content for LLM pipelines. A common agent research tool and a Leyline evidence source class.","cost":"usage"}],"tweets":[{"url":"https://x.com/firecrawl/status/2082864634764075135","author":"x.com","text":"Introducing the new Firecrawl. Plus, instant onboarding with OAuth for humans and a keyless version for agents. Get agent-ready web context in any MCP client ..."},{"url":"https://x.com/firecrawl/all","author":"x.com","text":"The API to search, scrape, and interact with the web at scale. powered by industry-leading search and scraping designed for agents. less now your ai agents can ..."},{"url":"https://x.com/ericciarla/status/2089762428154257699","author":"x.com","text":"firecrawl is a top three web search api for ai agents with the best quality/price tradeoff out there and we're shipping improvements every week."}],"sources":[{"kind":"github","label":"firecrawl/firecrawl","url":"https://github.com/firecrawl/firecrawl","at":"2026-09-12T00:00:00Z"},{"kind":"docs","label":"Firecrawl docs","url":"https://docs.firecrawl.dev","at":"2026-09-12T00:00:00Z"},{"kind":"tweet","label":"DFIR Lab CVE note","url":"https://x.com/DFIR_Lab/status/2097843827197288592","at":"2026-09-12T00:00:00Z"}],"origin":"seed","sector":"search-crawl","notes":[{"authorKind":"human","body":"Concept note lists Firecrawl as a crawl-class example, not the product to clone.","at":"2026-09-12T00:00:00Z"}],"score":23,"explain":{"score":23,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.3,"contribution":0.054,"why":"A licence is declared. Documentation is available.","sources":[{"kind":"github","label":"firecrawl/firecrawl","url":"https://github.com/firecrawl/firecrawl","at":"2026-09-12T00:00:00Z"}],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"value":0.0867528411160754,"contribution":0.012145397756250557,"why":"1 stored human notes (component-record).","sources":[{"kind":"tweet","label":"DFIR Lab CVE note","url":"https://x.com/DFIR_Lab/status/2097843827197288592","at":"2026-09-12T00:00:00Z"}],"evidence":"observed"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"github","label":"firecrawl/firecrawl","url":"https://github.com/firecrawl/firecrawl","at":"2026-09-12T00:00:00Z"},{"kind":"docs","label":"Firecrawl docs","url":"https://docs.firecrawl.dev","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":"Firecrawl docs","url":"https://docs.firecrawl.dev","at":"2026-09-12T00:00:00Z"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.46214289265639186,"contribution":0.06470000497189486,"why":"3 sources cover 3 evidence types. The latest dated evidence is 2026-09-12. Freshness is omitted unless observed as a signal.","sources":[{"kind":"github","label":"firecrawl/firecrawl","url":"https://github.com/firecrawl/firecrawl","at":"2026-09-12T00:00:00Z"},{"kind":"docs","label":"Firecrawl docs","url":"https://docs.firecrawl.dev","at":"2026-09-12T00:00:00Z"},{"kind":"tweet","label":"DFIR Lab CVE note","url":"https://x.com/DFIR_Lab/status/2097843827197288592","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","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"createdAt":"2026-09-11T16:33:42.678Z","updatedAt":"2026-09-13T08:56:02.842Z","tags":["web-content"],"recordId":"cmp_firecrawl","claims":{"name":"Firecrawl","summary":"Crawl and extract clean page content for LLM pipelines. A common agent research tool and a Leyline evidence source class.","kind":"app","publisher":"Firecrawl","homepage":"https://www.firecrawl.dev","repoUrl":"https://github.com/firecrawl/firecrawl","docsUrl":"https://docs.firecrawl.dev","license":"AGPL-3.0","costRange":"usage","costNotes":"Hosted usage plus self-host. Slice: single-URL scrape is cheaper than site crawl.","functions":["crawl","extract","ingest","search","connect"],"slices":[{"functionId":"extract","label":"Scrape one URL","note":"Markdown for a known page","cost":"low usage"},{"functionId":"crawl","label":"Site crawl","note":"Map a domain into pages","cost":"higher usage"},{"functionId":"ingest","label":"Ingest","note":"Crawl and extract clean page content for LLM pipelines. A common agent research tool and a Leyline evidence source class.","cost":"usage"},{"functionId":"search","label":"Search","note":"Crawl and extract clean page content for LLM pipelines. A common agent research tool and a Leyline evidence source class.","cost":"usage"},{"functionId":"connect","label":"Connect","note":"Crawl and extract clean page content for LLM pipelines. A common agent research tool and a Leyline evidence source class.","cost":"usage"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Clean scrape/crawl API and MCP. Self-host path lowers glue cost. Rate limits and JS-render variance are the main blocks."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"firecrawl","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, search. Can fill the same function slot."},{"from":"firecrawl","to":"search1api","kind":"alternative-to","note":"Shared functions crawl, extract, search. Same kind and overlapping capability."},{"from":"firecrawl","to":"tinyfish","kind":"alternative-to","note":"Shared functions connect, crawl, extract, search. Same kind and overlapping capability."},{"from":"firecrawl","to":"exa","kind":"alternative-to","note":"Shared functions connect, crawl, extract, search. Same kind and overlapping capability."},{"from":"firecrawl","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":"firecrawl","to":"soar","kind":"fills-same-slot-as","note":"Shared functions connect, search. Can fill the same function slot."},{"from":"firecrawl","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions connect, extract, ingest, search. Can fill the same function slot."},{"from":"firecrawl","to":"pulsemcp","kind":"fills-same-slot-as","note":"Shared functions connect, ingest, search. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-13T08:56:02.842Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-09-13T08:56:02.842Z"},{"key":"human_note_count","value":1,"source":"component-record","method":"stored-notes","observedAt":"2026-09-13T08:56:02.842Z"}],"functionProbabilities":[],"claimVerification":[]},{"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. Browser slice is optional and metered.","functions":["search","crawl","extract","browser","connect","observe"],"slices":[{"functionId":"search","label":"Web search","note":"Structured hits for agents","cost":"free"},{"functionId":"crawl","label":"Fetch","note":"URL to markdown/html/json","cost":"free"},{"functionId":"browser","label":"Web automation","note":"Click/fill/login workflows","cost":"metered wallet"},{"functionId":"extract","label":"Extract","note":"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.","cost":"freemium"},{"functionId":"connect","label":"Connect","note":"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.","cost":"freemium"},{"functionId":"observe","label":"Observe","note":"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.","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. 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,"value":0.0867528411160754,"contribution":0.012145397756250557,"why":"1 stored human notes (component-record).","sources":[{"kind":"tweet","label":"Keith Zhai on TinyFish search","url":"https://x.com/KeithZhai/status/2097716968845672561","at":"2026-09-12T00:00:00Z"}],"evidence":"observed"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","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"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":1,"contribution":0.1,"why":"An MCP surface is declared. An API is declared. Cost is freemium. 3 of 3 checklist fields are complete.","sources":[{"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"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.48824206892259103,"contribution":0.06835388964916275,"why":"4 sources cover 3 evidence types. The latest dated evidence is 2026-09-12. Freshness is omitted unless observed as a signal.","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"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"createdAt":"2026-09-11T16:33:41.434Z","updatedAt":"2026-09-13T08:56:02.848Z","tags":["automation","agents"],"recordId":"cmp_tinyfish","claims":{"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","publisher":"TinyFish","homepage":"https://www.tinyfish.ai","docsUrl":"https://docs.tinyfish.ai/search-api","license":"proprietary","costRange":"freemium","costNotes":"Search and Fetch are free. Browser/agent automation draws a wallet.","functions":["search","crawl","extract","browser","connect","observe"],"slices":[{"functionId":"search","label":"Web search","note":"Structured hits for agents","cost":"free"},{"functionId":"crawl","label":"Fetch","note":"URL to markdown/html/json","cost":"free"},{"functionId":"browser","label":"Web automation","note":"Click/fill/login workflows","cost":"metered wallet"},{"functionId":"extract","label":"Extract","note":"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.","cost":"freemium"},{"functionId":"connect","label":"Connect","note":"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.","cost":"freemium"},{"functionId":"observe","label":"Observe","note":"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.","cost":"freemium"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"HTTP Search/Fetch plus MCP. Easy to plug as an evidence plane without owning the rest of a stack. Browser slice is optional and metered."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"tinyfish","to":"firecrawl","kind":"alternative-to","note":"Shared functions connect, crawl, extract, search. Same kind and overlapping capability."},{"from":"tinyfish","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, search. Can fill the same function slot."},{"from":"tinyfish","to":"vuda-visual-ui-debug-agent","kind":"fills-same-slot-as","note":"Shared functions browser, connect, crawl, extract, search. Can fill the same function slot."},{"from":"tinyfish","to":"exa","kind":"alternative-to","note":"Shared functions connect, crawl, extract, search. Same kind and overlapping capability."},{"from":"tinyfish","to":"browserbase","kind":"alternative-to","note":"Shared functions browser, connect, observe. Same kind and overlapping capability."},{"from":"tinyfish","to":"cloro","kind":"alternative-to","note":"Shared functions extract, observe, search. Same kind and overlapping capability."},{"from":"tinyfish","to":"search1api","kind":"alternative-to","note":"Shared functions crawl, extract, search. 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":"grok-xai","name":"Grok (xAI)","summary":"Reasoning and tool-using models plus a CLI harness. Leyline's own intake processor runs on the Grok Heavy subscription.","kind":"runtime","homepage":"https://x.ai","docsUrl":"https://docs.x.ai","publisher":"xAI","license":"proprietary","hasMcp":true,"hasApi":true,"costRange":"seat","costNotes":"API usage and SuperGrok / Heavy subscription are different meters. CLI --single is the local agent compute slice.","composabilityRationale":"CLI --single, JSON schema, MCP/skills. Subscription quota is the operational bound, not an API glue problem.","functions":["generate","reason","search","code","tool-call","connect"],"slices":[{"functionId":"reason","label":"Grok Heavy CLI","note":"Local grok-heavy --single for structured jobs","cost":"Heavy subscription quota"},{"functionId":"generate","label":"xAI API","note":"Hosted completions","cost":"usage"},{"functionId":"search","label":"Search","note":"Reasoning and tool-using models plus a CLI harness. Leyline's own intake processor runs on the Grok Heavy subscription.","cost":"seat"},{"functionId":"code","label":"Code","note":"Reasoning and tool-using models plus a CLI harness. Leyline's own intake processor runs on the Grok Heavy subscription.","cost":"seat"},{"functionId":"tool-call","label":"Tool-call","note":"Reasoning and tool-using models plus a CLI harness. Leyline's own intake processor runs on the Grok Heavy subscription.","cost":"seat"},{"functionId":"connect","label":"Connect","note":"Reasoning and tool-using models plus a CLI harness. Leyline's own intake processor runs on the Grok Heavy subscription.","cost":"seat"}],"tweets":[{"url":"https://x.com/cryptopunk7213/status/2087242425681256472","author":"x.com","text":"Introducing Grok Bot, now in early beta. Bots are AI teammates that do real work for you. They sign in to your tools, use them just like you do, and come back ..."},{"url":"https://x.com/KanikaBK/article/2076954281413165090","author":"x.com","text":"Grok 4.5 is described by xAI as its flagship model for code and general work, with agentic tool calling, configurable reasoning, and support for long-context ..."},{"url":"https://x.com/mvanhorn/article/2077548703410540669","author":"x.com","text":"Some of Grok Build's most foundational tools are not xAI's at all. The third-party notices are explicit: `apply_patch`, `grep_files`, `list_dir`, and `read_file ..."}],"sources":[{"kind":"docs","label":"xAI docs","url":"https://docs.x.ai","at":"2026-09-12T00:00:00Z"},{"kind":"web","label":"x.ai","url":"https://x.ai","at":"2026-09-12T00:00:00Z"}],"origin":"seed","sector":"dev-harness","notes":[{"authorKind":"human","body":"Leyline intake uses grok-heavy --single the way Soundcheck's planner does.","at":"2026-09-12T00:00:00Z"}],"score":21,"explain":{"score":21,"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,"value":0.0867528411160754,"contribution":0.012145397756250557,"why":"1 stored human notes (component-record).","sources":[],"evidence":"observed"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"xAI docs","url":"https://docs.x.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 seat. 3 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"xAI docs","url":"https://docs.x.ai","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. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"xAI docs","url":"https://docs.x.ai","at":"2026-09-12T00:00:00Z"},{"kind":"web","label":"x.ai","url":"https://x.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","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"createdAt":"2026-09-11T16:33:46.085Z","updatedAt":"2026-09-13T08:56:02.849Z","recordId":"cmp_grok-xai","claims":{"name":"Grok (xAI)","summary":"Reasoning and tool-using models plus a CLI harness. Leyline's own intake processor runs on the Grok Heavy subscription.","kind":"runtime","publisher":"xAI","homepage":"https://x.ai","docsUrl":"https://docs.x.ai","license":"proprietary","costRange":"seat","costNotes":"API usage and SuperGrok / Heavy subscription are different meters. CLI --single is the local agent compute slice.","functions":["generate","reason","search","code","tool-call","connect"],"slices":[{"functionId":"reason","label":"Grok Heavy CLI","note":"Local grok-heavy --single for structured jobs","cost":"Heavy subscription quota"},{"functionId":"generate","label":"xAI API","note":"Hosted completions","cost":"usage"},{"functionId":"search","label":"Search","note":"Reasoning and tool-using models plus a CLI harness. Leyline's own intake processor runs on the Grok Heavy subscription.","cost":"seat"},{"functionId":"code","label":"Code","note":"Reasoning and tool-using models plus a CLI harness. Leyline's own intake processor runs on the Grok Heavy subscription.","cost":"seat"},{"functionId":"tool-call","label":"Tool-call","note":"Reasoning and tool-using models plus a CLI harness. Leyline's own intake processor runs on the Grok Heavy subscription.","cost":"seat"},{"functionId":"connect","label":"Connect","note":"Reasoning and tool-using models plus a CLI harness. Leyline's own intake processor runs on the Grok Heavy subscription.","cost":"seat"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"CLI --single, JSON schema, MCP/skills. Subscription quota is the operational bound, not an API glue problem."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"grok-xai","to":"openai-codex","kind":"alternative-to","note":"Shared functions code, connect, reason, tool-call. Same kind and overlapping capability."},{"from":"grok-xai","to":"claude-code","kind":"alternative-to","note":"Shared functions code, connect, reason, tool-call. Same kind and overlapping capability."},{"from":"grok-xai","to":"cursor","kind":"alternative-to","note":"Shared functions code, connect, reason, tool-call. Same kind and overlapping capability."},{"from":"grok-xai","to":"kogiqa-mcp-web-browser","kind":"fills-same-slot-as","note":"Shared functions code, connect, generate, search. Can fill the same function slot."},{"from":"grok-xai","to":"monid","kind":"fills-same-slot-as","note":"Shared functions connect, search, tool-call. Can fill the same function slot."},{"from":"grok-xai","to":"41-open-source-llms-evaluated-on-19-benchmarks","kind":"fills-same-slot-as","note":"Shared functions generate, reason, search. Can fill the same function slot."},{"from":"grok-xai","to":"exa","kind":"fills-same-slot-as","note":"Shared functions connect, search, tool-call. Can fill the same function slot."},{"from":"grok-xai","to":"executor","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":"2026-09-13T08:56:02.849Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-09-13T08:56:02.849Z"},{"key":"human_note_count","value":1,"source":"component-record","method":"stored-notes","observedAt":"2026-09-13T08:56:02.849Z"}],"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":"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. API is a different slice from the CLI harness.","functions":["code","reason","tool-call","connect","compose"],"slices":[{"functionId":"code","label":"CLI agent","note":"Repo-native coding loop","cost":"Claude seat"},{"functionId":"connect","label":"MCP + skills","note":"Install Leyline scour","cost":"included"},{"functionId":"reason","label":"Reason","note":"Anthropic's terminal coding agent. Harness grid deep-link target for the Leyline scour skill.","cost":"seat"},{"functionId":"tool-call","label":"Tool-call","note":"Anthropic's terminal coding agent. Harness grid deep-link target for the Leyline scour skill.","cost":"seat"},{"functionId":"compose","label":"Compose","note":"Anthropic's terminal coding agent. Harness grid deep-link target for the Leyline scour skill.","cost":"seat"}],"tweets":[{"url":"https://x.com/godofprompt/status/2091489401109156328","author":"x.com","text":"Setting up a Claude Code agent means writing the config, the prompt, and tooling yourself every time. 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. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.15,"contribution":0.027,"why":"A licence is declared.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":1,"contribution":0.1,"why":"An MCP surface is declared. An API is declared. Cost is seat. 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":"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. Harness grid deep-link target for the Leyline scour skill.","kind":"runtime","publisher":"Anthropic","homepage":"https://code.claude.com","license":"proprietary","costRange":"seat","functions":["code","reason","tool-call","connect","compose"],"slices":[{"functionId":"code","label":"CLI agent","note":"Repo-native coding loop","cost":"Claude seat"},{"functionId":"connect","label":"MCP + skills","note":"Install Leyline scour","cost":"included"},{"functionId":"reason","label":"Reason","note":"Anthropic's terminal coding agent. Harness grid deep-link target for the Leyline scour skill.","cost":"seat"},{"functionId":"tool-call","label":"Tool-call","note":"Anthropic's terminal coding agent. Harness grid deep-link target for the Leyline scour skill.","cost":"seat"},{"functionId":"compose","label":"Compose","note":"Anthropic's terminal coding agent. 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. Another day-one harness on the Leyline install grid.","kind":"runtime","homepage":"https://openai.com/codex","publisher":"OpenAI","license":"proprietary","hasMcp":true,"hasApi":true,"costRange":"seat","composabilityRationale":"CLI and IDE hooks. MCP support varies by surface. Treat Codex as a harness slice, not an inference gateway.","functions":["code","reason","tool-call","connect"],"slices":[{"functionId":"code","label":"Codex CLI","note":"Local coding agent","cost":"ChatGPT / API seat"},{"functionId":"reason","label":"Reason","note":"OpenAI coding agent / CLI. Another day-one harness on the Leyline install grid.","cost":"seat"},{"functionId":"tool-call","label":"Tool-call","note":"OpenAI coding agent / CLI. Another day-one harness on the Leyline install grid.","cost":"seat"},{"functionId":"connect","label":"Connect","note":"OpenAI coding agent / CLI. Another day-one harness on the Leyline install grid.","cost":"seat"}],"tweets":[{"url":"https://x.com/OpenAIDevs/status/2098130570048045453","author":"x.com","text":"Build and run cloud agents with the Codex harness, fully managed by OpenAI. We handle orchestration, long-running sessions, and context management."},{"url":"https://x.com/emollick/status/2098059793986470291","author":"x.com","text":"A critical factor in using agents successfully in Codex and Code is deciding when & how to use these options. 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. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.15,"contribution":0.027,"why":"A licence is declared.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":1,"contribution":0.1,"why":"An MCP surface is declared. An API is declared. Cost is seat. 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":"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. Another day-one harness on the Leyline install grid.","kind":"runtime","publisher":"OpenAI","homepage":"https://openai.com/codex","license":"proprietary","costRange":"seat","functions":["code","reason","tool-call","connect"],"slices":[{"functionId":"code","label":"Codex CLI","note":"Local coding agent","cost":"ChatGPT / API seat"},{"functionId":"reason","label":"Reason","note":"OpenAI coding agent / CLI. Another day-one harness on the Leyline install grid.","cost":"seat"},{"functionId":"tool-call","label":"Tool-call","note":"OpenAI coding agent / CLI. Another day-one harness on the Leyline install grid.","cost":"seat"},{"functionId":"connect","label":"Connect","note":"OpenAI coding agent / CLI. Another day-one harness on the Leyline install grid.","cost":"seat"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"CLI and IDE hooks. MCP support varies by surface. Treat Codex as a harness slice, not an inference gateway."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"openai-codex","to":"claude-code","kind":"alternative-to","note":"Shared functions code, connect, reason, tool-call. Same kind and overlapping capability."},{"from":"openai-codex","to":"cursor","kind":"alternative-to","note":"Shared functions code, connect, reason, tool-call. Same kind and overlapping capability."},{"from":"openai-codex","to":"grok-xai","kind":"alternative-to","note":"Shared functions code, connect, reason, tool-call. Same kind and overlapping capability."},{"from":"openai-codex","to":"executor","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"openai-codex","to":"openship","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. 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":"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":"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":"elevenlabs","name":"ElevenLabs","publisher":"ElevenLabs","kind":"app","summary":"Developer interfaces for speech generation, transcription, audio and voice-agent workflows.","homepage":"https://elevenlabs.io/","docsUrl":"https://elevenlabs.io/docs/overview/intro","functions":["generate","transcribe","telephony"],"costRange":"unknown","recordId":"cmp_elevenlabs","hasMcp":true,"hasApi":true,"costNotes":"Capabilities, rights, regions and usage charges depend on the chosen API and account.","composabilityRationale":"Use its declared http, sdk, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://elevenlabs.io/docs/overview/intro"},{"kind":"sdk","specUrl":"https://elevenlabs.io/docs/overview/intro"},{"kind":"mcp","specUrl":"https://elevenlabs.io/docs/overview/intro"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"ElevenLabs official documentation","url":"https://elevenlabs.io/docs/overview/intro","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"},{"kind":"docs","label":"ElevenLabs official documentation","url":"https://elevenlabs.io/mcp","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"generate","label":"Generate","note":"Capabilities, rights, regions and usage charges depend on the chosen API and account.","cost":"unknown"},{"functionId":"transcribe","label":"Transcribe","note":"Capabilities, rights, regions and usage charges depend on the chosen API and account.","cost":"unknown"},{"functionId":"telephony","label":"Telephony","note":"Capabilities, rights, regions and usage charges depend on the chosen API and account.","cost":"unknown"}],"claims":{"name":"ElevenLabs","summary":"Developer interfaces for speech generation, transcription, audio and voice-agent workflows.","kind":"app","publisher":"ElevenLabs","homepage":"https://elevenlabs.io/","docsUrl":"https://elevenlabs.io/docs/overview/intro","costRange":"unknown","costNotes":"Capabilities, rights, regions and usage charges depend on the chosen API and account.","functions":["generate","transcribe","telephony"],"slices":[{"functionId":"generate","label":"Generate","note":"Capabilities, rights, regions and usage charges depend on the chosen API and account.","cost":"unknown"},{"functionId":"transcribe","label":"Transcribe","note":"Capabilities, rights, regions and usage charges depend on the chosen API and account.","cost":"unknown"},{"functionId":"telephony","label":"Telephony","note":"Capabilities, rights, regions and usage charges depend on the chosen API and account.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://elevenlabs.io/docs/overview/intro"},{"kind":"sdk","specUrl":"https://elevenlabs.io/docs/overview/intro"},{"kind":"mcp","specUrl":"https://elevenlabs.io/docs/overview/intro"}],"composabilityRationale":"Use its declared http, sdk, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":10,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"ElevenLabs official documentation","url":"https://elevenlabs.io/docs/overview/intro","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"},{"kind":"docs","label":"ElevenLabs official documentation","url":"https://elevenlabs.io/mcp","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"ElevenLabs official documentation","url":"https://elevenlabs.io/docs/overview/intro","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"},{"kind":"docs","label":"ElevenLabs official documentation","url":"https://elevenlabs.io/mcp","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.22849520230941842,"contribution":0.031989328323318585,"why":"2 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"ElevenLabs official documentation","url":"https://elevenlabs.io/docs/overview/intro","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"},{"kind":"docs","label":"ElevenLabs official documentation","url":"https://elevenlabs.io/mcp","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":10},{"slug":"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":"memini","name":"memini","summary":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","publisher":"eleboucher","homepage":"https://github.com/eleboucher/memini","kind":"mcp","hasApi":true,"hasMcp":true,"costRange":"unknown","costNotes":"No price, plan, seat, or usage fee is stated. The repository is AGPL-3.0 and described as self-hosted software. An external OpenAI-compatible embeddings endpoint is required; an LLM is optional. The cost of those external services is not stated.","functions":["connect","code","compose","deploy","memory","policy","rank","search","store","embed","retrieve"],"slices":[{"functionId":"memory","label":"Tiered agent memory","note":"Shared remember and recall across working, episodic, semantic, and procedural tiers, with decay, TTLs, namespace isolation, and optional consolidation into durable facts.","cost":"Unknown"},{"functionId":"search","label":"Hybrid vector and keyword search","note":"Hybrid vector and keyword retrieval fused with Reciprocal Rank Fusion.","cost":"Unknown"},{"functionId":"rank","label":"Composite re-ranking","note":"Hybrid results are re-ranked by relevance, access recency, and importance rather than similarity alone.","cost":"Unknown"},{"functionId":"policy","label":"Client connect policy","note":"The MCP server sends a standing policy to every client on connect.","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"store","label":"Store","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"},{"functionId":"embed","label":"Embed","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The page states REST plus MCP over stdio and Streamable HTTP, sharing one service layer, with an embedded web UI. Most listed agent integrations read MEMINI_BASE_URL and MEMINI_API_KEY; some clients use their own config or a fixed local MCP URL. Authentication can be enabled with an API key. Embeddings are not built in and must be supplied by an external endpoint whose dimensions match the store. An LLM is opt-in for background deduplication, contradiction handling, and distillation; without one, marker heuristics run the lifecycle. Pricing, quotas, and hosted multi-tenant terms are not stated.","signals":[],"functionProbabilities":[{"functionId":"connect","value":0.92,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"code","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"compose","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"deploy","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"memory","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"policy","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"rank","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"search","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"store","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"auth","value":0.72,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"embed","value":0.72,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"retrieve","value":0.72,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"tool-call","value":0.72,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/eleboucher/memini","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://github.com/eleboucher/memini","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/eleboucher/memini","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/eleboucher/memini","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-16T06:17:47.632Z","updatedAt":"2026-10-16T06:17:47.632Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/eleboucher/memini","excerpt":"BranchesTags\n\n## Repository files navigation\n\n# memini\n\n> A shared, persistent memory service for AI agents.\n\n`memini` gives any MCP-capable agent (Claude Code, Cursor, Codex, opencode, Hermes, OpenClaw, Open WebUI) one place to `remember` ","at":"2026-10-16T06:17:47.632Z"}],"recordId":"cmp_memini","claims":{"name":"memini","summary":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","kind":"mcp","publisher":"eleboucher","homepage":"https://github.com/eleboucher/memini","costRange":"unknown","costNotes":"No price, plan, seat, or usage fee is stated. The repository is AGPL-3.0 and described as self-hosted software. An external OpenAI-compatible embeddings endpoint is required; an LLM is optional. The cost of those external services is not stated.","functions":["connect","code","compose","deploy","memory","policy","rank","search","store","embed","retrieve"],"slices":[{"functionId":"memory","label":"Tiered agent memory","note":"Shared remember and recall across working, episodic, semantic, and procedural tiers, with decay, TTLs, namespace isolation, and optional consolidation into durable facts.","cost":"Unknown"},{"functionId":"search","label":"Hybrid vector and keyword search","note":"Hybrid vector and keyword retrieval fused with Reciprocal Rank Fusion.","cost":"Unknown"},{"functionId":"rank","label":"Composite re-ranking","note":"Hybrid results are re-ranked by relevance, access recency, and importance rather than similarity alone.","cost":"Unknown"},{"functionId":"policy","label":"Client connect policy","note":"The MCP server sends a standing policy to every client on connect.","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"store","label":"Store","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"},{"functionId":"embed","label":"Embed","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The page states REST plus MCP over stdio and Streamable HTTP, sharing one service layer, with an embedded web UI. Most listed agent integrations read MEMINI_BASE_URL and MEMINI_API_KEY; some clients use their own config or a fixed local MCP URL. Authentication can be enabled with an API key. Embeddings are not built in and must be supplied by an external endpoint whose dimensions match the store. An LLM is opt-in for background deduplication, contradiction handling, and distillation; without one, marker heuristics run the lifecycle. Pricing, quotas, and hosted multi-tenant terms are not stated."},"relations":[{"from":"memini","to":"self","kind":"alternative-to","note":"Shared functions code, compose, connect, deploy, embed, rank, search. Same kind and overlapping capability."},{"from":"memini","to":"local-faiss-mcp-server","kind":"alternative-to","note":"Shared functions code, connect, embed, memory, rank, retrieve, search, store. Same kind and overlapping capability."},{"from":"memini","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, memory, policy, search, store. Can fill the same function slot."},{"from":"memini","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, embed, policy, search. Can fill the same function slot."},{"from":"memini","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed, memory, retrieve. Can fill the same function slot."},{"from":"memini","to":"turbopuffer","kind":"fills-same-slot-as","note":"Shared functions embed, memory, search, store. Can fill the same function slot."},{"from":"memini","to":"lore","kind":"fills-same-slot-as","note":"Shared functions connect, memory, retrieve, search, store. Can fill the same function slot."},{"from":"memini","to":"llamaindex","kind":"fills-same-slot-as","note":"Shared functions compose, embed, memory, retrieve. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-10-16. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/eleboucher/memini","excerpt":"BranchesTags\n\n## Repository files navigation\n\n# memini\n\n> A shared, persistent memory service for AI agents.\n\n`memini` gives any MCP-capable agent (Claude Code, Cursor, Codex, opencode, Hermes, OpenClaw, Open WebUI) one place to `remember` ","at":"2026-10-16T06:17:47.632Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9,"tags":["agents"]}]}