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Same kind and overlapping capability."},{"from":"tinyfish","to":"playwright","kind":"fills-same-slot-as","note":"Shared functions browser, extract, observe. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-13T08:56:02.848Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-09-13T08:56:02.848Z"},{"key":"human_note_count","value":1,"source":"component-record","method":"stored-notes","observedAt":"2026-09-13T08:56:02.848Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"grok-xai","name":"Grok (xAI)","summary":"Reasoning and tool-using models plus a CLI harness. 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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. 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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. 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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":"monid","name":"Monid","summary":"Tools and data-endpoint gateway marketplace. Inspiration-adjacent. Pay-per-call proxy is explicitly not Leyline's core.","kind":"app","homepage":"https://monid.ai","publisher":"Monid Inc","license":"proprietary","hasMcp":true,"hasApi":true,"costRange":"usage","costNotes":"Vendor claims a take rate on provider prices and x402 pay-per-run. Leyline does not proxy those calls.","composabilityRationale":"Skill + MCP + CLI is a real connect path. Catalogue trust and dual reputation are not evidenced on public pages.","functions":["route","tool-call","payment","connect","search"],"slices":[{"functionId":"payment","label":"Pay-per-run tools","note":"Wallet / x402 invocations","cost":"provider + take rate"},{"functionId":"route","label":"Route","note":"Tools and data-endpoint gateway marketplace. Inspiration-adjacent. Pay-per-call proxy is explicitly not Leyline's core.","cost":"usage"},{"functionId":"tool-call","label":"Tool-call","note":"Tools and data-endpoint gateway marketplace. Inspiration-adjacent. Pay-per-call proxy is explicitly not Leyline's core.","cost":"usage"},{"functionId":"connect","label":"Connect","note":"Tools and data-endpoint gateway marketplace. Inspiration-adjacent. Pay-per-call proxy is explicitly not Leyline's core.","cost":"usage"},{"functionId":"search","label":"Search","note":"Tools and data-endpoint gateway marketplace. Inspiration-adjacent. Pay-per-call proxy is explicitly not Leyline's core.","cost":"usage"}],"tweets":[],"sources":[{"kind":"web","label":"Monid","url":"https://monid.ai","at":"2026-09-12T00:00:00Z"},{"kind":"web","label":"Monid X","url":"https://x.com/MonidHQ","at":"2026-09-12T00:00:00Z"}],"origin":"seed","notes":[{"authorKind":"human","body":"Comps brief: do not invent catalog counts or founders. Public pages conflict on tool totals.","at":"2026-09-12T00:00:00Z"}],"score":17,"explain":{"score":17,"formula":"100 × sum(weight × value) over observed factors only. 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,"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":[],"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":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.22849520230941842,"contribution":0.031989328323318585,"why":"2 sources cover 1 evidence types. The latest dated evidence is 2026-09-12. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"Monid","url":"https://monid.ai","at":"2026-09-12T00:00:00Z"},{"kind":"web","label":"Monid X","url":"https://x.com/MonidHQ","at":"2026-09-12T00:00:00Z"}],"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":"2026-09-11T16:33:39.684Z","updatedAt":"2026-09-13T08:56:02.861Z","recordId":"cmp_monid","claims":{"name":"Monid","summary":"Tools and data-endpoint gateway marketplace. Inspiration-adjacent. Pay-per-call proxy is explicitly not Leyline's core.","kind":"app","publisher":"Monid Inc","homepage":"https://monid.ai","license":"proprietary","costRange":"usage","costNotes":"Vendor claims a take rate on provider prices and x402 pay-per-run. Leyline does not proxy those calls.","functions":["route","tool-call","payment","connect","search"],"slices":[{"functionId":"payment","label":"Pay-per-run tools","note":"Wallet / x402 invocations","cost":"provider + take rate"},{"functionId":"route","label":"Route","note":"Tools and data-endpoint gateway marketplace. Inspiration-adjacent. Pay-per-call proxy is explicitly not Leyline's core.","cost":"usage"},{"functionId":"tool-call","label":"Tool-call","note":"Tools and data-endpoint gateway marketplace. Inspiration-adjacent. Pay-per-call proxy is explicitly not Leyline's core.","cost":"usage"},{"functionId":"connect","label":"Connect","note":"Tools and data-endpoint gateway marketplace. Inspiration-adjacent. Pay-per-call proxy is explicitly not Leyline's core.","cost":"usage"},{"functionId":"search","label":"Search","note":"Tools and data-endpoint gateway marketplace. Inspiration-adjacent. Pay-per-call proxy is explicitly not Leyline's core.","cost":"usage"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Skill + MCP + CLI is a real connect path. Catalogue trust and dual reputation are not evidenced on public pages."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"monid","to":"monetization-gateway","kind":"fills-same-slot-as","note":"Shared functions connect, payment, tool-call. Can fill the same function slot."},{"from":"monid","to":"model-context-protocol","kind":"fills-same-slot-as","note":"Shared functions connect, route, tool-call. Can fill the same function slot."},{"from":"monid","to":"openrouter-c833b6","kind":"fills-same-slot-as","note":"Shared functions route, tool-call. Can fill the same function slot."},{"from":"monid","to":"soar","kind":"fills-same-slot-as","note":"Shared functions connect, search. Can fill the same function slot."},{"from":"monid","to":"exa","kind":"fills-same-slot-as","note":"Shared functions connect, search, tool-call. Can fill the same function slot."},{"from":"monid","to":"grok-xai","kind":"fills-same-slot-as","note":"Shared functions connect, search, tool-call. Can fill the same function slot."},{"from":"monid","to":"mcp-ai-gateway","kind":"fills-same-slot-as","note":"Shared functions connect, route, tool-call. Can fill the same function slot."},{"from":"monid","to":"pulsemcp","kind":"fills-same-slot-as","note":"Shared functions connect, search, tool-call. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-13T08:56:02.861Z"},{"key":"human_note_count","value":1,"source":"component-record","method":"stored-notes","observedAt":"2026-09-13T08:56:02.861Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"context-dev","name":"Context.dev","summary":"Context.dev (also @getcontextdev; YC S26 per founder/company bios) markets itself as a unified web-context API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","kind":"resource","homepage":"https://www.context.dev","repoUrl":"https://github.com/context-dot-dev/context-typescript-sdk","docsUrl":"https://docs.context.dev","publisher":"","hasMcp":true,"hasApi":true,"costRange":"unknown","composabilityRationale":"","functions":["crawl","search","connect","extract","enrich"],"functionProbabilities":[{"functionId":"crawl","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md","method":"lexical","observedAt":"2026-09-23T00:00:00.000Z"},{"functionId":"search","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md","method":"lexical","observedAt":"2026-09-23T00:00:00.000Z"},{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md","method":"lexical","observedAt":"2026-09-23T00:00:00.000Z"},{"functionId":"extract","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md","method":"lexical","observedAt":"2026-09-23T00:00:00.000Z"}],"slices":[{"functionId":"crawl","label":"Crawl","note":"Context.dev (also @getcontextdev; YC S26 per founder/company bios) markets itself as a unified web-context API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","cost":"unknown"},{"functionId":"search","label":"Search","note":"Context.dev (also @getcontextdev; YC S26 per founder/company bios) markets itself as a unified web-context API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Context.dev (also @getcontextdev; YC S26 per founder/company bios) markets itself as a unified web-context API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Context.dev (also @getcontextdev; YC S26 per founder/company bios) markets itself as a unified web-context API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Context.dev (also @getcontextdev; YC S26 per founder/company bios) markets itself as a unified web-context API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md\nContext.dev (also @getcontextdev; YC S26 per founder/company bios) markets itself as a unified web-context API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"text API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"/context-dot-dev/context-typescript-sdk), Python, Ruby, Go, PHP; plus MCP / agent skill / CLI install pages under docs.context.dev.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"r software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"s://github.com/context-dot-dev/context-typescript-sdk), Python, Ruby, Go, PHP; plus MCP / agent skill / CLI install pages under docs.context.dev.","at":"2026-09-23T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"sdk"},{"kind":"skill"}],"origin":"seed","notes":[],"createdAt":"2026-09-23T00:00:00.000Z","updatedAt":"2026-09-23T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_context-dev","claims":{"name":"Context.dev","summary":"Context.dev (also @getcontextdev; YC S26 per founder/company bios) markets itself as a unified web-context API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","kind":"resource","publisher":"","homepage":"https://www.context.dev","repoUrl":"https://github.com/context-dot-dev/context-typescript-sdk","docsUrl":"https://docs.context.dev","costRange":"unknown","functions":["crawl","search","connect","extract","enrich"],"slices":[{"functionId":"crawl","label":"Crawl","note":"Context.dev (also @getcontextdev; YC S26 per founder/company bios) markets itself as a unified web-context API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","cost":"unknown"},{"functionId":"search","label":"Search","note":"Context.dev (also @getcontextdev; YC S26 per founder/company bios) markets itself as a unified web-context API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Context.dev (also @getcontextdev; YC S26 per founder/company bios) markets itself as a unified web-context API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Context.dev (also @getcontextdev; YC S26 per founder/company bios) markets itself as a unified web-context API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Context.dev (also @getcontextdev; YC S26 per founder/company bios) markets itself as a unified web-context API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"sdk"},{"kind":"skill"}],"composabilityRationale":""},"relations":[{"from":"context-dev","to":"firecrawl","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, search. Can fill the same function slot."},{"from":"context-dev","to":"apollo","kind":"fills-same-slot-as","note":"Shared functions connect, enrich, search. Can fill the same function slot."},{"from":"context-dev","to":"search1api","kind":"fills-same-slot-as","note":"Shared functions crawl, extract, search. Can fill the same function slot."},{"from":"context-dev","to":"exa","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, search. Can fill the same function slot."},{"from":"context-dev","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, search. Can fill the same function slot."},{"from":"context-dev","to":"anyapi","kind":"fills-same-slot-as","note":"Shared functions enrich, extract, search. Can fill the same function slot."},{"from":"context-dev","to":"vuda-visual-ui-debug-agent","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, search. Can fill the same function slot."},{"from":"context-dev","to":"contactout","kind":"fills-same-slot-as","note":"Shared functions enrich, search. Can fill the same function slot."}],"signals":[{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-09-23T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":14,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.15,"contribution":0.027,"why":"Documentation is available.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md\nContext.dev (also @getcontextdev; YC S26 per founder/company bios) markets itself as a unified web-context API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"text API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"/context-dot-dev/context-typescript-sdk), Python, Ruby, Go, PHP; plus MCP / agent skill / CLI install pages under docs.context.dev.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"r software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"s://github.com/context-dot-dev/context-typescript-sdk), Python, Ruby, Go, PHP; plus MCP / agent skill / CLI install pages under docs.context.dev.","at":"2026-09-23T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.3095666486376143,"contribution":0.043339330809266004,"why":"5 sources cover 1 evidence types. The latest dated evidence is 2026-09-23. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md\nContext.dev (also @getcontextdev; YC S26 per founder/company bios) markets itself as a unified web-context API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"text API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"/context-dot-dev/context-typescript-sdk), Python, Ruby, Go, PHP; plus MCP / agent skill / CLI install pages under docs.context.dev.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"r software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","at":"2026-09-23T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"s://github.com/context-dot-dev/context-typescript-sdk), Python, Ruby, Go, PHP; plus MCP / agent skill / CLI install pages under docs.context.dev.","at":"2026-09-23T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":14,"tags":["agents"]},{"slug":"anyapi","name":"AnyAPI","publisher":"AnyAPI","kind":"app","summary":"Routes structured data requests to supported providers through per-service input contracts.","homepage":"https://getanyapi.com/","docsUrl":"https://getanyapi.com/docs","functions":["route","search","enrich","extract"],"costRange":"usage","recordId":"cmp_anyapi","hasMcp":true,"hasApi":true,"costNotes":"Usage charges depend on the selected service and returned items; do not assume a flat per-request price.","composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://getanyapi.com/docs"},{"kind":"mcp","specUrl":"https://getanyapi.com/docs"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"AnyAPI official documentation","url":"https://getanyapi.com/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"route","label":"Route","note":"Usage charges depend on the selected service and returned items; do not assume a flat per-request price.","cost":"usage"},{"functionId":"search","label":"Search","note":"Usage charges depend on the selected service and returned items; do not assume a flat per-request price.","cost":"usage"},{"functionId":"enrich","label":"Enrich","note":"Usage charges depend on the selected service and returned items; do not assume a flat per-request price.","cost":"usage"},{"functionId":"extract","label":"Extract","note":"Usage charges depend on the selected service and returned items; do not assume a flat per-request price.","cost":"usage"}],"claims":{"name":"AnyAPI","summary":"Routes structured data requests to supported providers through per-service input contracts.","kind":"app","publisher":"AnyAPI","homepage":"https://getanyapi.com/","docsUrl":"https://getanyapi.com/docs","costRange":"usage","costNotes":"Usage charges depend on the selected service and returned items; do not assume a flat per-request price.","functions":["route","search","enrich","extract"],"slices":[{"functionId":"route","label":"Route","note":"Usage charges depend on the selected service and returned items; do not assume a flat per-request price.","cost":"usage"},{"functionId":"search","label":"Search","note":"Usage charges depend on the selected service and returned items; do not assume a flat per-request price.","cost":"usage"},{"functionId":"enrich","label":"Enrich","note":"Usage charges depend on the selected service and returned items; do not assume a flat per-request price.","cost":"usage"},{"functionId":"extract","label":"Extract","note":"Usage charges depend on the selected service and returned items; do not assume a flat per-request price.","cost":"usage"}],"interfaces":[{"kind":"http","specUrl":"https://getanyapi.com/docs"},{"kind":"mcp","specUrl":"https://getanyapi.com/docs"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"anyapi","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions enrich, extract, search. Can fill the same function slot."},{"from":"anyapi","to":"contactout","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"anyapi","to":"akta-pro","kind":"fills-same-slot-as","note":"Shared functions enrich, search. Can fill the same function slot."},{"from":"anyapi","to":"apollo","kind":"fills-same-slot-as","note":"Shared functions enrich, search. Can fill the same function slot."},{"from":"anyapi","to":"cloro","kind":"fills-same-slot-as","note":"Shared functions extract, search. Can fill the same function slot."},{"from":"anyapi","to":"crunchbase","kind":"fills-same-slot-as","note":"Shared functions enrich, search. Can fill the same function slot."},{"from":"anyapi","to":"hunter","kind":"fills-same-slot-as","note":"Shared functions enrich, search. Can fill the same function slot."},{"from":"anyapi","to":"litescrape","kind":"fills-same-slot-as","note":"Shared functions extract, search. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":13,"formula":"100 × sum(weight × value) over observed factors only. 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Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://api.contactout.com/"},{"kind":"mcp","specUrl":"https://api.contactout.com/"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"ContactOut official documentation","url":"https://api.contactout.com/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"},{"kind":"docs","label":"ContactOut official documentation","url":"https://contactout.com/mcp-integration","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Licensed data access and credits are account dependent; accuracy and coverage claims were not tested.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Licensed data access and credits are account dependent; accuracy and coverage claims were not tested.","cost":"unknown"}],"claims":{"name":"ContactOut","summary":"Finds and enriches professional contact and company records through an API and MCP integration.","kind":"app","publisher":"ContactOut","homepage":"https://contactout.com/","docsUrl":"https://api.contactout.com/","costRange":"unknown","costNotes":"Licensed data access and credits are account dependent; accuracy and coverage claims were not tested.","functions":["search","enrich"],"slices":[{"functionId":"search","label":"Search","note":"Licensed data access and credits are account dependent; accuracy and coverage claims were not tested.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Licensed data access and credits are account dependent; accuracy and coverage claims were not tested.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://api.contactout.com/"},{"kind":"mcp","specUrl":"https://api.contactout.com/"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"contactout","to":"akta-pro","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"contactout","to":"apollo","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"contactout","to":"crunchbase","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"contactout","to":"hunter","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"contactout","to":"ploid","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"contactout","to":"tendata","kind":"alternative-to","note":"Shared functions enrich, search. 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Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://docs.akta.pro/getting-started/overview"},{"kind":"mcp","specUrl":"https://docs.akta.pro/getting-started/overview"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"akta.pro official documentation","url":"https://docs.akta.pro/getting-started/overview","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","cost":"unknown"},{"functionId":"monitor","label":"Monitor","note":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","cost":"unknown"}],"claims":{"name":"akta.pro","summary":"Company-data and signal APIs for searching, enriching and monitoring organizations.","kind":"app","publisher":"akta.pro","homepage":"https://akta.pro/","docsUrl":"https://docs.akta.pro/getting-started/overview","costRange":"unknown","costNotes":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","functions":["search","enrich","monitor"],"slices":[{"functionId":"search","label":"Search","note":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","cost":"unknown"},{"functionId":"monitor","label":"Monitor","note":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://docs.akta.pro/getting-started/overview"},{"kind":"mcp","specUrl":"https://docs.akta.pro/getting-started/overview"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"akta-pro","to":"ploid","kind":"alternative-to","note":"Shared functions enrich, monitor, search. Same kind and overlapping capability."},{"from":"akta-pro","to":"contactout","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"akta-pro","to":"apollo","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"akta-pro","to":"crunchbase","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"akta-pro","to":"hunter","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"akta-pro","to":"tendata","kind":"alternative-to","note":"Shared functions enrich, search. 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No contact-data quality claim is verified.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"API access, licensed fields and credits vary by operation and account. No contact-data quality claim is verified.","cost":"unknown"}],"claims":{"name":"Apollo.io","summary":"Business contact and company APIs for search, enrichment and sales-workflow records.","kind":"app","publisher":"Apollo.io","homepage":"https://www.apollo.io/","docsUrl":"https://docs.apollo.io/","costRange":"unknown","costNotes":"API access, licensed fields and credits vary by operation and account. No contact-data quality claim is verified.","functions":["search","enrich","connect"],"slices":[{"functionId":"search","label":"Search","note":"API access, licensed fields and credits vary by operation and account. No contact-data quality claim is verified.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"API access, licensed fields and credits vary by operation and account. No contact-data quality claim is verified.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"API access, licensed fields and credits vary by operation and account. No contact-data quality claim is verified.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://docs.apollo.io/"},{"kind":"mcp","specUrl":"https://docs.apollo.io/"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"apollo","to":"soar","kind":"fills-same-slot-as","note":"Shared functions connect, search. Can fill the same function slot."},{"from":"apollo","to":"contactout","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"apollo","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions connect, enrich, search. 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Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"Apollo.io official documentation","url":"https://docs.apollo.io/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"awesome","name":"awesome","summary":"139 lines (106 loc) · 17.5 KB","publisher":"github.com","homepage":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","kind":"eval","hasApi":true,"hasMcp":true,"costRange":"unknown","costNotes":"Unknown: pricing was not stated in the intake evidence.","functions":["memory","code","evaluate","index","policy","search","store","compose","connect"],"slices":[{"functionId":"memory","label":"memory","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"evaluate","label":"evaluate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"index","label":"index","note":"Inferred from executor","cost":"Unknown"},{"functionId":"policy","label":"policy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"},{"functionId":"store","label":"store","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"Connect","note":"139 lines (106 loc) · 17.5 KB","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed.","signals":[],"functionProbabilities":[{"functionId":"memory","value":0.92,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"code","value":0.8,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"evaluate","value":0.8,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"index","value":0.8,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"policy","value":0.8,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"search","value":0.8,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"store","value":0.8,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"compose","value":0.72,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"connect","value":0.72,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"retrieve","value":0.72,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"},{"functionId":"tool-call","value":0.72,"source":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"lexical","observedAt":"2026-10-15T16:29:31.900Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-15T16:29:32.774Z","updatedAt":"2026-10-15T16:29:32.774Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","excerpt":"##\n\n# README.md\n\n## Latest commit\n\n## History\n\nHistory\n\n139 lines (106 loc) · 17.5 KB\n\n# README.md\n\n## File metadata and controls\n\n139 lines (106 loc) · 17.5 KB\n\nRaw\n\n# Awesome Company Brain\n\n> Give every AI agent your company context.\n\nA c","at":"2026-10-15T16:29:32.774Z"}],"recordId":"cmp_awesome","claims":{"name":"awesome","summary":"139 lines (106 loc) · 17.5 KB","kind":"eval","publisher":"github.com","homepage":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","costRange":"unknown","costNotes":"Unknown: pricing was not stated in the intake evidence.","functions":["memory","code","evaluate","index","policy","search","store","compose","connect"],"slices":[{"functionId":"memory","label":"memory","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"evaluate","label":"evaluate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"index","label":"index","note":"Inferred from executor","cost":"Unknown"},{"functionId":"policy","label":"policy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"},{"functionId":"store","label":"store","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"Connect","note":"139 lines (106 loc) · 17.5 KB","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed."},"relations":[{"from":"awesome","to":"memini","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, memory, policy, search, store. Can fill the same function slot."},{"from":"awesome","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions code, connect, index, memory, search, store. Can fill the same function slot."},{"from":"awesome","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, policy, search. Can fill the same function slot."},{"from":"awesome","to":"self","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, index, search. Can fill the same function slot."},{"from":"awesome","to":"lore","kind":"fills-same-slot-as","note":"Shared functions connect, evaluate, memory, search, store. Can fill the same function slot."},{"from":"awesome","to":"agentmemory","kind":"fills-same-slot-as","note":"Shared functions code, connect, memory. Can fill the same function slot."},{"from":"awesome","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions code, connect, policy, search. Can fill the same function slot."},{"from":"awesome","to":"tinyfish-search-api","kind":"fills-same-slot-as","note":"Shared functions code, compose, search, store. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-10-15. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/gurusup/awesome-company-brain/blob/main/README.md","excerpt":"##\n\n# README.md\n\n## Latest commit\n\n## History\n\nHistory\n\n139 lines (106 loc) · 17.5 KB\n\n# README.md\n\n## File metadata and controls\n\n139 lines (106 loc) · 17.5 KB\n\nRaw\n\n# Awesome Company Brain\n\n> Give every AI agent your company context.\n\nA c","at":"2026-10-15T16:29:32.774Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"camofox-browser-server","name":"CamoFox Browser Server","summary":"A TypeScript browser-automation server for AI agents that exposes the Camoufox stealth browser engine through REST APIs, a CLI, OpenClaw-compatible endpoints, and stated MCP compatibility.","publisher":"redf0x1","homepage":"https://github.com/redf0x1/camofox-browser","kind":"runtime","hasApi":true,"hasMcp":true,"costRange":"unknown","costNotes":"Unknown: The retrieved page provides installation instructions but does not state pricing, hosted-service fees, or usage charges.","functions":["auth","browser","cache","extract","policy","route","search","compose"],"slices":[{"functionId":"browser","label":"Stealth browser automation","note":"Automates a Camoufox-based Firefox engine with engine-level fingerprint spoofing, isolated sessions, tabs, element references, and proxy or geo overrides.","cost":"Unknown"},{"functionId":"extract","label":"Structured page extraction","note":"Provides accessibility snapshots, image listing, snapshot pagination, and deterministic schema-driven JSON extraction without arbitrary JavaScript.","cost":"Unknown"},{"functionId":"search","label":"Search macros","note":"Includes 14 macros for named web services including Google, YouTube, Amazon, Reddit, and Wikipedia.","cost":"Unknown"},{"functionId":"auth","label":"Credential and API authentication","note":"Supports optional bearer authentication when an API key is configured and an AES-256-GCM encrypted credential vault.","cost":"Unknown"},{"functionId":"cache","label":"cache","note":"Inferred from executor","cost":"Unknown"},{"functionId":"policy","label":"policy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"route","label":"route","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The runtime is designed for composition through a language-agnostic REST API, a 50+ command CLI, OpenClaw-compatible endpoints, and an external MCP companion integration. It supports isolated sessions, persistent profiles, structured extraction, and search macros. The product is in Preview, so API behavior and request or response formats may change between minor versions. Hosted-service availability, pricing, and exact MCP companion setup are not stated in the retrieved evidence.","signals":[],"functionProbabilities":[{"functionId":"auth","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"browser","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"cache","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"extract","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"policy","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"route","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"search","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"compose","value":0.72,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"connect","value":0.72,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"monitor","value":0.72,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"observe","value":0.72,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"store","value":0.72,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/redf0x1/camofox-browser","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://github.com/redf0x1/camofox-browser","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/redf0x1/camofox-browser","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/redf0x1/camofox-browser","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-11-04T06:17:10.356Z","updatedAt":"2026-11-04T06:17:10.356Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/redf0x1/camofox-browser","excerpt":"BranchesTags\n\n## Repository files navigation\n\n# CamoFox Browser Server\n\n> Anti-detection browser server for AI agents — TypeScript REST API wrapping the Camoufox stealth browser engine\n\n## Table of Contents\n\n## Why CamoFox?\n\n**The Problem**","at":"2026-11-04T06:17:10.356Z"}],"recordId":"cmp_camofox-browser-server","claims":{"name":"CamoFox Browser Server","summary":"A TypeScript browser-automation server for AI agents that exposes the Camoufox stealth browser engine through REST APIs, a CLI, OpenClaw-compatible endpoints, and stated MCP compatibility.","kind":"runtime","publisher":"redf0x1","homepage":"https://github.com/redf0x1/camofox-browser","costRange":"unknown","costNotes":"Unknown: The retrieved page provides installation instructions but does not state pricing, hosted-service fees, or usage charges.","functions":["auth","browser","cache","extract","policy","route","search","compose"],"slices":[{"functionId":"browser","label":"Stealth browser automation","note":"Automates a Camoufox-based Firefox engine with engine-level fingerprint spoofing, isolated sessions, tabs, element references, and proxy or geo overrides.","cost":"Unknown"},{"functionId":"extract","label":"Structured page extraction","note":"Provides accessibility snapshots, image listing, snapshot pagination, and deterministic schema-driven JSON extraction without arbitrary JavaScript.","cost":"Unknown"},{"functionId":"search","label":"Search macros","note":"Includes 14 macros for named web services including Google, YouTube, Amazon, Reddit, and Wikipedia.","cost":"Unknown"},{"functionId":"auth","label":"Credential and API authentication","note":"Supports optional bearer authentication when an API key is configured and an AES-256-GCM encrypted credential vault.","cost":"Unknown"},{"functionId":"cache","label":"cache","note":"Inferred from executor","cost":"Unknown"},{"functionId":"policy","label":"policy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"route","label":"route","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The runtime is designed for composition through a language-agnostic REST API, a 50+ command CLI, OpenClaw-compatible endpoints, and an external MCP companion integration. It supports isolated sessions, persistent profiles, structured extraction, and search macros. The product is in Preview, so API behavior and request or response formats may change between minor versions. Hosted-service availability, pricing, and exact MCP companion setup are not stated in the retrieved evidence."},"relations":[{"from":"camofox-browser-server","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions auth, compose, policy, search. Can fill the same function slot."},{"from":"camofox-browser-server","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions auth, browser, policy, search. Can fill the same function slot."},{"from":"camofox-browser-server","to":"tinyfish-search-api","kind":"fills-same-slot-as","note":"Shared functions auth, browser, compose, search. Can fill the same function slot."},{"from":"camofox-browser-server","to":"anyapi","kind":"fills-same-slot-as","note":"Shared functions extract, route, search. Can fill the same function slot."},{"from":"camofox-browser-server","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions browser, extract, search. Can fill the same function slot."},{"from":"camofox-browser-server","to":"mcp-ai-gateway","kind":"fills-same-slot-as","note":"Shared functions auth, policy, route. Can fill the same function slot."},{"from":"camofox-browser-server","to":"search","kind":"fills-same-slot-as","note":"Shared functions browser, search. Can fill the same function slot."},{"from":"camofox-browser-server","to":"human-review","kind":"fills-same-slot-as","note":"Shared functions browser, route. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-11-04. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/redf0x1/camofox-browser","excerpt":"BranchesTags\n\n## Repository files navigation\n\n# CamoFox Browser Server\n\n> Anti-detection browser server for AI agents — TypeScript REST API wrapping the Camoufox stealth browser engine\n\n## Table of Contents\n\n## Why CamoFox?\n\n**The Problem**","at":"2026-11-04T06:17:10.356Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"casdoor","name":"Casdoor","summary":"An open-source, self-hosted identity and access management platform and authentication server with a web console, supporting SSO, multiple identity protocols, policy-based authorization, APIs, SDKs, and MCP.","publisher":"Casdoor","homepage":"https://github.com/casdoor/casdoor","kind":"app","hasApi":true,"hasMcp":true,"costRange":"unknown","costNotes":"Unknown: The page describes open-source self-hosting and a hosted Casdoor Cloud option with flat monthly pricing and $20 in trial credit, but it does not state actual prices.","functions":["auth","code","compose","embed","identity","policy","search","connect"],"slices":[{"functionId":"auth","label":"Application authentication and SSO","note":"Acts as an OAuth 2.0/OIDC authorization server and supports SAML 2.0, CAS, WebAuthn, TOTP, MFA, password, and email/SMS-code sign-in.","cost":"Unknown"},{"functionId":"identity","label":"Identity provider and user directory","note":"Stores users, issues tokens, manages organizations and providers, and exposes the same directory through several identity protocols.","cost":"Unknown"},{"functionId":"policy","label":"Policy-based authorization","note":"Supports Casbin-based ACL, RBAC, ABAC, and custom authorization models.","cost":"Unknown"},{"functionId":"connect","label":"Application and identity-provider integration","note":"Connects applications and providers using OAuth, OIDC, SAML, CAS, LDAP, SCIM, SDKs, a Public API, Terraform, and MCP.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"embed","label":"embed","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Casdoor can compose with applications and identity providers through OAuth 2.0, OIDC, SAML 2.0, CAS, LDAP, SCIM 2.0, SDKs, a Public API, Terraform, and MCP. The retrieved page does not specify the MCP capability surface or detailed API limits and pricing.","signals":[],"functionProbabilities":[{"functionId":"auth","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"code","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"compose","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"embed","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"identity","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"policy","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"search","value":0.8,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"connect","value":0.72,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"deploy","value":0.72,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"},{"functionId":"evaluate","value":0.72,"source":"https://github.com/casdoor/casdoor","method":"lexical","observedAt":"2026-11-04T06:18:14.693Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/casdoor/casdoor","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://github.com/casdoor/casdoor","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/casdoor/casdoor","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/casdoor/casdoor","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-11-04T06:18:17.529Z","updatedAt":"2026-11-04T06:18:17.529Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/casdoor/casdoor","excerpt":"BranchesTags\n\n## Repository files navigation\n\n### An open-source, self-hosted identity and access management platform\n\nCasdoor is a single sign-on (SSO) and authentication server with a web console.  \nIt speaks **OAuth 2.0**, **OIDC**, **SA","at":"2026-11-04T06:18:17.529Z"}],"recordId":"cmp_casdoor","claims":{"name":"Casdoor","summary":"An open-source, self-hosted identity and access management platform and authentication server with a web console, supporting SSO, multiple identity protocols, policy-based authorization, APIs, SDKs, and MCP.","kind":"app","publisher":"Casdoor","homepage":"https://github.com/casdoor/casdoor","costRange":"unknown","costNotes":"Unknown: The page describes open-source self-hosting and a hosted Casdoor Cloud option with flat monthly pricing and $20 in trial credit, but it does not state actual prices.","functions":["auth","code","compose","embed","identity","policy","search","connect"],"slices":[{"functionId":"auth","label":"Application authentication and SSO","note":"Acts as an OAuth 2.0/OIDC authorization server and supports SAML 2.0, CAS, WebAuthn, TOTP, MFA, password, and email/SMS-code sign-in.","cost":"Unknown"},{"functionId":"identity","label":"Identity provider and user directory","note":"Stores users, issues tokens, manages organizations and providers, and exposes the same directory through several identity protocols.","cost":"Unknown"},{"functionId":"policy","label":"Policy-based authorization","note":"Supports Casbin-based ACL, RBAC, ABAC, and custom authorization models.","cost":"Unknown"},{"functionId":"connect","label":"Application and identity-provider integration","note":"Connects applications and providers using OAuth, OIDC, SAML, CAS, LDAP, SCIM, SDKs, a Public API, Terraform, and MCP.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"embed","label":"embed","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Casdoor can compose with applications and identity providers through OAuth 2.0, OIDC, SAML 2.0, CAS, LDAP, SCIM 2.0, SDKs, a Public API, Terraform, and MCP. The retrieved page does not specify the MCP capability surface or detailed API limits and pricing."},"relations":[{"from":"casdoor","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions auth, code, connect, identity, policy, search. Can fill the same function slot."},{"from":"casdoor","to":"memini","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, embed, policy, search. Can fill the same function slot."},{"from":"casdoor","to":"self","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, embed, search. Can fill the same function slot."},{"from":"casdoor","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, policy, search. Can fill the same function slot."},{"from":"casdoor","to":"mcp-ai-gateway","kind":"fills-same-slot-as","note":"Shared functions auth, connect, identity, policy. Can fill the same function slot."},{"from":"casdoor","to":"camofox-browser-server","kind":"fills-same-slot-as","note":"Shared functions auth, compose, policy, search. Can fill the same function slot."},{"from":"casdoor","to":"tinyfish-search-api","kind":"fills-same-slot-as","note":"Shared functions auth, code, compose, search. Can fill the same function slot."},{"from":"casdoor","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-11-04. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/casdoor/casdoor","excerpt":"BranchesTags\n\n## Repository files navigation\n\n### An open-source, self-hosted identity and access management platform\n\nCasdoor is a single sign-on (SSO) and authentication server with a web console.  \nIt speaks **OAuth 2.0**, **OIDC**, **SA","at":"2026-11-04T06:18:17.529Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"cloro","name":"cloro","publisher":"cloro","kind":"app","summary":"Returns structured search and AI-response results, including available source citations.","homepage":"https://cloro.dev/","docsUrl":"https://cloro.dev/docs","functions":["search","observe","extract"],"costRange":"unknown","recordId":"cmp_cloro","hasMcp":true,"hasApi":true,"costNotes":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://cloro.dev/docs"},{"kind":"mcp","specUrl":"https://cloro.dev/docs"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"cloro official documentation","url":"https://cloro.dev/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","cost":"unknown"},{"functionId":"observe","label":"Observe","note":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","cost":"unknown"}],"claims":{"name":"cloro","summary":"Returns structured search and AI-response results, including available source citations.","kind":"app","publisher":"cloro","homepage":"https://cloro.dev/","docsUrl":"https://cloro.dev/docs","costRange":"unknown","costNotes":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","functions":["search","observe","extract"],"slices":[{"functionId":"search","label":"Search","note":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","cost":"unknown"},{"functionId":"observe","label":"Observe","note":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://cloro.dev/docs"},{"kind":"mcp","specUrl":"https://cloro.dev/docs"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"cloro","to":"tinyfish","kind":"alternative-to","note":"Shared functions extract, observe, search. Same kind and overlapping capability."},{"from":"cloro","to":"litescrape","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."},{"from":"cloro","to":"search1api","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."},{"from":"cloro","to":"dataforseo","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."},{"from":"cloro","to":"tikhub","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."},{"from":"cloro","to":"anyapi","kind":"fills-same-slot-as","note":"Shared functions extract, search. Can fill the same function slot."},{"from":"cloro","to":"playwright","kind":"fills-same-slot-as","note":"Shared functions extract, observe. Can fill the same function slot."},{"from":"cloro","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions extract, search. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"cloro official documentation","url":"https://cloro.dev/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"cloro official documentation","url":"https://cloro.dev/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"cloro official documentation","url":"https://cloro.dev/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"crunchbase","name":"Crunchbase","publisher":"Crunchbase","kind":"app","summary":"Read-only company and funding-data API for approved, licensed developers.","homepage":"https://www.crunchbase.com/","docsUrl":"https://data.crunchbase.com/docs/api-essentials","functions":["search","enrich","retrieve"],"costRange":"unknown","recordId":"cmp_crunchbase","hasMcp":true,"hasApi":true,"costNotes":"Provisioned API access and licensed fields are required; API access is arranged with the vendor.","composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://data.crunchbase.com/docs/api-essentials"},{"kind":"mcp","specUrl":"https://data.crunchbase.com/docs/api-essentials"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"Crunchbase official documentation","url":"https://data.crunchbase.com/docs/api-essentials","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Provisioned API access and licensed fields are required; API access is arranged with the vendor.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Provisioned API access and licensed fields are required; API access is arranged with the vendor.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Provisioned API access and licensed fields are required; API access is arranged with the vendor.","cost":"unknown"}],"claims":{"name":"Crunchbase","summary":"Read-only company and funding-data API for approved, licensed developers.","kind":"app","publisher":"Crunchbase","homepage":"https://www.crunchbase.com/","docsUrl":"https://data.crunchbase.com/docs/api-essentials","costRange":"unknown","costNotes":"Provisioned API access and licensed fields are required; API access is arranged with the vendor.","functions":["search","enrich","retrieve"],"slices":[{"functionId":"search","label":"Search","note":"Provisioned API access and licensed fields are required; API access is arranged with the vendor.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Provisioned API access and licensed fields are required; API access is arranged with the vendor.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Provisioned API access and licensed fields are required; API access is arranged with the vendor.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://data.crunchbase.com/docs/api-essentials"},{"kind":"mcp","specUrl":"https://data.crunchbase.com/docs/api-essentials"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"crunchbase","to":"tendata","kind":"alternative-to","note":"Shared functions enrich, retrieve, search. Same kind and overlapping capability."},{"from":"crunchbase","to":"contactout","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"crunchbase","to":"keenable","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"crunchbase","to":"akta-pro","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"crunchbase","to":"apollo","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"crunchbase","to":"hunter","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"crunchbase","to":"litescrape","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"crunchbase","to":"ploid","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"Crunchbase official documentation","url":"https://data.crunchbase.com/docs/api-essentials","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Crunchbase official documentation","url":"https://data.crunchbase.com/docs/api-essentials","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"Crunchbase official documentation","url":"https://data.crunchbase.com/docs/api-essentials","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"hunter","name":"Hunter","publisher":"Hunter","kind":"app","summary":"Searches business contacts and domains, finds and verifies email addresses, and enriches records.","homepage":"https://hunter.io/","docsUrl":"https://hunter.io/api-documentation/v2","functions":["search","enrich","evaluate"],"costRange":"unknown","recordId":"cmp_hunter","hasMcp":true,"hasApi":true,"costNotes":"API key and endpoint-specific credits or access are required; data accuracy was not measured.","composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://hunter.io/api-documentation/v2"},{"kind":"mcp","specUrl":"https://hunter.io/api-documentation/v2"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"Hunter official documentation","url":"https://hunter.io/api-documentation/v2","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"API key and endpoint-specific credits or access are required; data accuracy was not measured.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"API key and endpoint-specific credits or access are required; data accuracy was not measured.","cost":"unknown"},{"functionId":"evaluate","label":"Evaluate","note":"API key and endpoint-specific credits or access are required; data accuracy was not measured.","cost":"unknown"}],"claims":{"name":"Hunter","summary":"Searches business contacts and domains, finds and verifies email addresses, and enriches records.","kind":"app","publisher":"Hunter","homepage":"https://hunter.io/","docsUrl":"https://hunter.io/api-documentation/v2","costRange":"unknown","costNotes":"API key and endpoint-specific credits or access are required; data accuracy was not measured.","functions":["search","enrich","evaluate"],"slices":[{"functionId":"search","label":"Search","note":"API key and endpoint-specific credits or access are required; data accuracy was not measured.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"API key and endpoint-specific credits or access are required; data accuracy was not measured.","cost":"unknown"},{"functionId":"evaluate","label":"Evaluate","note":"API key and endpoint-specific credits or access are required; data accuracy was not measured.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://hunter.io/api-documentation/v2"},{"kind":"mcp","specUrl":"https://hunter.io/api-documentation/v2"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"hunter","to":"contactout","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"hunter","to":"akta-pro","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"hunter","to":"apollo","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"hunter","to":"crunchbase","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"hunter","to":"ploid","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"hunter","to":"tendata","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"hunter","to":"anyapi","kind":"fills-same-slot-as","note":"Shared functions enrich, search. Can fill the same function slot."},{"from":"hunter","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions enrich, search. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"Hunter official documentation","url":"https://hunter.io/api-documentation/v2","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Hunter official documentation","url":"https://hunter.io/api-documentation/v2","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"Hunter official documentation","url":"https://hunter.io/api-documentation/v2","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"keenable","name":"Keenable","publisher":"Keenable","kind":"app","summary":"Search and fetch endpoints exposed directly and through a CLI and MCP server.","homepage":"https://keenable.ai/","docsUrl":"https://docs.keenable.ai/api-reference","functions":["search","retrieve"],"costRange":"unknown","recordId":"cmp_keenable","hasMcp":true,"hasApi":true,"costNotes":"Keyed, public and payment-backed paths have different attribution and charging rules; choose explicitly.","composabilityRationale":"Use its declared http, cli, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://docs.keenable.ai/api-reference"},{"kind":"cli","specUrl":"https://docs.keenable.ai/api-reference"},{"kind":"mcp","specUrl":"https://docs.keenable.ai/api-reference"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"Keenable official documentation","url":"https://docs.keenable.ai/api-reference","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Keyed, public and payment-backed paths have different attribution and charging rules; choose explicitly.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Keyed, public and payment-backed paths have different attribution and charging rules; choose explicitly.","cost":"unknown"}],"claims":{"name":"Keenable","summary":"Search and fetch endpoints exposed directly and through a CLI and MCP server.","kind":"app","publisher":"Keenable","homepage":"https://keenable.ai/","docsUrl":"https://docs.keenable.ai/api-reference","costRange":"unknown","costNotes":"Keyed, public and payment-backed paths have different attribution and charging rules; choose explicitly.","functions":["search","retrieve"],"slices":[{"functionId":"search","label":"Search","note":"Keyed, public and payment-backed paths have different attribution and charging rules; choose explicitly.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Keyed, public and payment-backed paths have different attribution and charging rules; choose explicitly.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://docs.keenable.ai/api-reference"},{"kind":"cli","specUrl":"https://docs.keenable.ai/api-reference"},{"kind":"mcp","specUrl":"https://docs.keenable.ai/api-reference"}],"composabilityRationale":"Use its declared http, cli, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"keenable","to":"crunchbase","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"keenable","to":"litescrape","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"keenable","to":"dataforseo","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"keenable","to":"octen","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"keenable","to":"tendata","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"keenable","to":"tikhub","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"keenable","to":"exa","kind":"fills-same-slot-as","note":"Shared functions retrieve, search. Can fill the same function slot."},{"from":"keenable","to":"pulsemcp","kind":"fills-same-slot-as","note":"Shared functions retrieve, search. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. 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":"Keenable official documentation","url":"https://docs.keenable.ai/api-reference","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":"Keenable official documentation","url":"https://docs.keenable.ai/api-reference","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"Keenable official documentation","url":"https://docs.keenable.ai/api-reference","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"litescrape","name":"Litescrape","publisher":"Litescrape","kind":"app","summary":"Search and data-extraction APIs for supported web services, with an MCP integration.","homepage":"https://litescrape.com/","docsUrl":"https://litescrape.com/docs","functions":["search","extract","retrieve"],"costRange":"unknown","recordId":"cmp_litescrape","hasMcp":true,"hasApi":true,"costNotes":"Check the specific endpoint contract, availability, concurrency and price before use.","composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://litescrape.com/docs"},{"kind":"mcp","specUrl":"https://litescrape.com/docs"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"Litescrape official documentation","url":"https://litescrape.com/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Check the specific endpoint contract, availability, concurrency and price before use.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Check the specific endpoint contract, availability, concurrency and price before use.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Check the specific endpoint contract, availability, concurrency and price before use.","cost":"unknown"}],"claims":{"name":"Litescrape","summary":"Search and data-extraction APIs for supported web services, with an MCP integration.","kind":"app","publisher":"Litescrape","homepage":"https://litescrape.com/","docsUrl":"https://litescrape.com/docs","costRange":"unknown","costNotes":"Check the specific endpoint contract, availability, concurrency and price before use.","functions":["search","extract","retrieve"],"slices":[{"functionId":"search","label":"Search","note":"Check the specific endpoint contract, availability, concurrency and price before use.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Check the specific endpoint contract, availability, concurrency and price before use.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Check the specific endpoint contract, availability, concurrency and price before use.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://litescrape.com/docs"},{"kind":"mcp","specUrl":"https://litescrape.com/docs"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"litescrape","to":"dataforseo","kind":"alternative-to","note":"Shared functions extract, retrieve, search. Same kind and overlapping capability."},{"from":"litescrape","to":"tikhub","kind":"alternative-to","note":"Shared functions extract, retrieve, search. Same kind and overlapping capability."},{"from":"litescrape","to":"expand-fetch","kind":"alternative-to","note":"Shared functions extract, retrieve. Same kind and overlapping capability."},{"from":"litescrape","to":"keenable","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"litescrape","to":"exa","kind":"alternative-to","note":"Shared functions extract, retrieve, search. Same kind and overlapping capability."},{"from":"litescrape","to":"cloro","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."},{"from":"litescrape","to":"crunchbase","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"litescrape","to":"search1api","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. 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":"Litescrape official documentation","url":"https://litescrape.com/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Litescrape official documentation","url":"https://litescrape.com/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"Litescrape official documentation","url":"https://litescrape.com/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"memini","name":"memini","summary":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","publisher":"eleboucher","homepage":"https://github.com/eleboucher/memini","kind":"mcp","hasApi":true,"hasMcp":true,"costRange":"unknown","costNotes":"No price, plan, seat, or usage fee is stated. The repository is AGPL-3.0 and described as self-hosted software. An external OpenAI-compatible embeddings endpoint is required; an LLM is optional. The cost of those external services is not stated.","functions":["connect","code","compose","deploy","memory","policy","rank","search","store","embed","retrieve"],"slices":[{"functionId":"memory","label":"Tiered agent memory","note":"Shared remember and recall across working, episodic, semantic, and procedural tiers, with decay, TTLs, namespace isolation, and optional consolidation into durable facts.","cost":"Unknown"},{"functionId":"search","label":"Hybrid vector and keyword search","note":"Hybrid vector and keyword retrieval fused with Reciprocal Rank Fusion.","cost":"Unknown"},{"functionId":"rank","label":"Composite re-ranking","note":"Hybrid results are re-ranked by relevance, access recency, and importance rather than similarity alone.","cost":"Unknown"},{"functionId":"policy","label":"Client connect policy","note":"The MCP server sends a standing policy to every client on connect.","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"store","label":"Store","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"},{"functionId":"embed","label":"Embed","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The page states REST plus MCP over stdio and Streamable HTTP, sharing one service layer, with an embedded web UI. Most listed agent integrations read MEMINI_BASE_URL and MEMINI_API_KEY; some clients use their own config or a fixed local MCP URL. Authentication can be enabled with an API key. Embeddings are not built in and must be supplied by an external endpoint whose dimensions match the store. An LLM is opt-in for background deduplication, contradiction handling, and distillation; without one, marker heuristics run the lifecycle. Pricing, quotas, and hosted multi-tenant terms are not stated.","signals":[],"functionProbabilities":[{"functionId":"connect","value":0.92,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"code","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"compose","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"deploy","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"memory","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"policy","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"rank","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"search","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"store","value":0.8,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"auth","value":0.72,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"embed","value":0.72,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"retrieve","value":0.72,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"},{"functionId":"tool-call","value":0.72,"source":"https://github.com/eleboucher/memini","method":"lexical","observedAt":"2026-10-16T06:17:46.735Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/eleboucher/memini","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://github.com/eleboucher/memini","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/eleboucher/memini","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/eleboucher/memini","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-16T06:17:47.632Z","updatedAt":"2026-10-16T06:17:47.632Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/eleboucher/memini","excerpt":"BranchesTags\n\n## Repository files navigation\n\n# memini\n\n> A shared, persistent memory service for AI agents.\n\n`memini` gives any MCP-capable agent (Claude Code, Cursor, Codex, opencode, Hermes, OpenClaw, Open WebUI) one place to `remember` ","at":"2026-10-16T06:17:47.632Z"}],"recordId":"cmp_memini","claims":{"name":"memini","summary":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","kind":"mcp","publisher":"eleboucher","homepage":"https://github.com/eleboucher/memini","costRange":"unknown","costNotes":"No price, plan, seat, or usage fee is stated. The repository is AGPL-3.0 and described as self-hosted software. An external OpenAI-compatible embeddings endpoint is required; an LLM is optional. The cost of those external services is not stated.","functions":["connect","code","compose","deploy","memory","policy","rank","search","store","embed","retrieve"],"slices":[{"functionId":"memory","label":"Tiered agent memory","note":"Shared remember and recall across working, episodic, semantic, and procedural tiers, with decay, TTLs, namespace isolation, and optional consolidation into durable facts.","cost":"Unknown"},{"functionId":"search","label":"Hybrid vector and keyword search","note":"Hybrid vector and keyword retrieval fused with Reciprocal Rank Fusion.","cost":"Unknown"},{"functionId":"rank","label":"Composite re-ranking","note":"Hybrid results are re-ranked by relevance, access recency, and importance rather than similarity alone.","cost":"Unknown"},{"functionId":"policy","label":"Client connect policy","note":"The MCP server sends a standing policy to every client on connect.","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"store","label":"Store","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"},{"functionId":"embed","label":"Embed","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Self-hosted persistent memory service for MCP-capable agents. It stores and recalls memories in a tiered store using hybrid vector and keyword retrieval, ships as a single Go binary with SQLite or Postgres, and exposes REST, MCP, and an embedded admin UI.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The page states REST plus MCP over stdio and Streamable HTTP, sharing one service layer, with an embedded web UI. Most listed agent integrations read MEMINI_BASE_URL and MEMINI_API_KEY; some clients use their own config or a fixed local MCP URL. Authentication can be enabled with an API key. Embeddings are not built in and must be supplied by an external endpoint whose dimensions match the store. An LLM is opt-in for background deduplication, contradiction handling, and distillation; without one, marker heuristics run the lifecycle. Pricing, quotas, and hosted multi-tenant terms are not stated."},"relations":[{"from":"memini","to":"self","kind":"alternative-to","note":"Shared functions code, compose, connect, deploy, embed, rank, search. Same kind and overlapping capability."},{"from":"memini","to":"local-faiss-mcp-server","kind":"alternative-to","note":"Shared functions code, connect, embed, memory, rank, retrieve, search, store. Same kind and overlapping capability."},{"from":"memini","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, memory, policy, search, store. Can fill the same function slot."},{"from":"memini","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, embed, policy, search. Can fill the same function slot."},{"from":"memini","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed, memory, retrieve. Can fill the same function slot."},{"from":"memini","to":"turbopuffer","kind":"fills-same-slot-as","note":"Shared functions embed, memory, search, store. Can fill the same function slot."},{"from":"memini","to":"lore","kind":"fills-same-slot-as","note":"Shared functions connect, memory, retrieve, search, store. Can fill the same function slot."},{"from":"memini","to":"llamaindex","kind":"fills-same-slot-as","note":"Shared functions compose, embed, memory, retrieve. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-10-16. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/eleboucher/memini","excerpt":"BranchesTags\n\n## Repository files navigation\n\n# memini\n\n> A shared, persistent memory service for AI agents.\n\n`memini` gives any MCP-capable agent (Claude Code, Cursor, Codex, opencode, Hermes, OpenClaw, Open WebUI) one place to `remember` ","at":"2026-10-16T06:17:47.632Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9,"tags":["agents"]},{"slug":"ploid","name":"Ploid","publisher":"Ploid","kind":"app","summary":"People and company research APIs for search, enrichment and public-profile monitoring.","homepage":"https://ploid.com/","docsUrl":"https://ploid.com/documentation/api","functions":["search","enrich","monitor"],"costRange":"unknown","recordId":"cmp_ploid","hasMcp":true,"hasApi":true,"costNotes":"Some endpoints are beta, preview or plan restricted. Confirm the chosen operation in its OpenAPI contract.","composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://ploid.com/documentation/api"},{"kind":"mcp","specUrl":"https://ploid.com/documentation/api"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"Ploid official documentation","url":"https://ploid.com/documentation/api","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Some endpoints are beta, preview or plan restricted. Confirm the chosen operation in its OpenAPI contract.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Some endpoints are beta, preview or plan restricted. Confirm the chosen operation in its OpenAPI contract.","cost":"unknown"},{"functionId":"monitor","label":"Monitor","note":"Some endpoints are beta, preview or plan restricted. Confirm the chosen operation in its OpenAPI contract.","cost":"unknown"}],"claims":{"name":"Ploid","summary":"People and company research APIs for search, enrichment and public-profile monitoring.","kind":"app","publisher":"Ploid","homepage":"https://ploid.com/","docsUrl":"https://ploid.com/documentation/api","costRange":"unknown","costNotes":"Some endpoints are beta, preview or plan restricted. Confirm the chosen operation in its OpenAPI contract.","functions":["search","enrich","monitor"],"slices":[{"functionId":"search","label":"Search","note":"Some endpoints are beta, preview or plan restricted. Confirm the chosen operation in its OpenAPI contract.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Some endpoints are beta, preview or plan restricted. Confirm the chosen operation in its OpenAPI contract.","cost":"unknown"},{"functionId":"monitor","label":"Monitor","note":"Some endpoints are beta, preview or plan restricted. Confirm the chosen operation in its OpenAPI contract.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://ploid.com/documentation/api"},{"kind":"mcp","specUrl":"https://ploid.com/documentation/api"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"ploid","to":"akta-pro","kind":"alternative-to","note":"Shared functions enrich, monitor, search. Same kind and overlapping capability."},{"from":"ploid","to":"contactout","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"ploid","to":"apollo","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"ploid","to":"crunchbase","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"ploid","to":"hunter","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"ploid","to":"tendata","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"ploid","to":"anyapi","kind":"fills-same-slot-as","note":"Shared functions enrich, search. Can fill the same function slot."},{"from":"ploid","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions enrich, search. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"Ploid official documentation","url":"https://ploid.com/documentation/api","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":"Ploid official documentation","url":"https://ploid.com/documentation/api","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"Ploid official documentation","url":"https://ploid.com/documentation/api","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"search1api","name":"Search1API","publisher":"Search1API","kind":"app","summary":"Combines web search, page crawling and schema-directed extraction for agents.","homepage":"https://www.search1api.com/","docsUrl":"https://s1.dev/docs","functions":["search","crawl","extract"],"costRange":"unknown","recordId":"cmp_search1api","hasMcp":true,"hasApi":true,"costNotes":"Select a documented endpoint and check its credits and limits; no latency or coverage result was measured.","composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://s1.dev/docs"},{"kind":"mcp","specUrl":"https://s1.dev/docs"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"Search1API official documentation","url":"https://s1.dev/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Select a documented endpoint and check its credits and limits; no latency or coverage result was measured.","cost":"unknown"},{"functionId":"crawl","label":"Crawl","note":"Select a documented endpoint and check its credits and limits; no latency or coverage result was measured.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Select a documented endpoint and check its credits and limits; no latency or coverage result was measured.","cost":"unknown"}],"claims":{"name":"Search1API","summary":"Combines web search, page crawling and schema-directed extraction for agents.","kind":"app","publisher":"Search1API","homepage":"https://www.search1api.com/","docsUrl":"https://s1.dev/docs","costRange":"unknown","costNotes":"Select a documented endpoint and check its credits and limits; no latency or coverage result was measured.","functions":["search","crawl","extract"],"slices":[{"functionId":"search","label":"Search","note":"Select a documented endpoint and check its credits and limits; no latency or coverage result was measured.","cost":"unknown"},{"functionId":"crawl","label":"Crawl","note":"Select a documented endpoint and check its credits and limits; no latency or coverage result was measured.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Select a documented endpoint and check its credits and limits; no latency or coverage result was measured.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://s1.dev/docs"},{"kind":"mcp","specUrl":"https://s1.dev/docs"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"search1api","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions crawl, extract, search. Can fill the same function slot."},{"from":"search1api","to":"firecrawl","kind":"alternative-to","note":"Shared functions crawl, extract, search. Same kind and overlapping capability."},{"from":"search1api","to":"exa","kind":"alternative-to","note":"Shared functions crawl, extract, search. Same kind and overlapping capability."},{"from":"search1api","to":"tinyfish","kind":"alternative-to","note":"Shared functions crawl, extract, search. Same kind and overlapping capability."},{"from":"search1api","to":"cloro","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."},{"from":"search1api","to":"litescrape","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."},{"from":"search1api","to":"mrscraper","kind":"alternative-to","note":"Shared functions crawl, extract. Same kind and overlapping capability."},{"from":"search1api","to":"dataforseo","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"Search1API official documentation","url":"https://s1.dev/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Search1API official documentation","url":"https://s1.dev/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"Search1API official documentation","url":"https://s1.dev/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"self","name":"Self","summary":"Self-Hosted AIEnterprise Search18 min readPublished May 22, 2026","publisher":"onyx.app","homepage":"https://onyx.app/insights/self-hosted-rag","kind":"mcp","hasApi":true,"hasMcp":true,"costRange":"unknown","costNotes":"Unknown: pricing was not stated in the intake evidence.","functions":["index","code","compose","embed","rank","search","connect","deploy"],"slices":[{"functionId":"index","label":"index","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"embed","label":"embed","note":"Inferred from executor","cost":"Unknown"},{"functionId":"rank","label":"rank","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed.","signals":[],"functionProbabilities":[{"functionId":"index","value":0.92,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"code","value":0.8,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"compose","value":0.8,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"embed","value":0.8,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"rank","value":0.8,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"search","value":0.8,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"connect","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"deploy","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"evaluate","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"generate","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"ingest","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"memory","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"observe","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"retrieve","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"},{"functionId":"store","value":0.72,"source":"https://onyx.app/insights/self-hosted-rag","method":"lexical","observedAt":"2026-10-15T16:28:23.244Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://onyx.app/insights/self-hosted-rag","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://onyx.app/insights/self-hosted-rag","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://onyx.app/insights/self-hosted-rag","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://onyx.app/insights/self-hosted-rag","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-15T16:28:24.104Z","updatedAt":"2026-10-15T16:28:24.104Z","sources":[{"kind":"web","label":"executor","url":"https://onyx.app/insights/self-hosted-rag","excerpt":"All Insights\n\nSelf-Hosted AIEnterprise Search18 min readPublished May 22, 2026\n\n# Self-Hosted RAG in 2026: The Complete Guide to Running Retrieval-Augmented Generation On Your Own Infrastructure\n\nBy Roshan Desai\n\n---\n\n> **TL;DR:** Self-host","at":"2026-10-15T16:28:24.104Z"}],"recordId":"cmp_self","claims":{"name":"Self","summary":"Self-Hosted AIEnterprise Search18 min readPublished May 22, 2026","kind":"mcp","publisher":"onyx.app","homepage":"https://onyx.app/insights/self-hosted-rag","costRange":"unknown","costNotes":"Unknown: pricing was not stated in the intake evidence.","functions":["index","code","compose","embed","rank","search","connect","deploy"],"slices":[{"functionId":"index","label":"index","note":"Inferred from executor","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"embed","label":"embed","note":"Inferred from executor","cost":"Unknown"},{"functionId":"rank","label":"rank","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed."},"relations":[{"from":"self","to":"memini","kind":"alternative-to","note":"Shared functions code, compose, connect, deploy, embed, rank, search. Same kind and overlapping capability."},{"from":"self","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed, index, rank, search. Can fill the same function slot."},{"from":"self","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, embed, search. Can fill the same function slot."},{"from":"self","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect, index, search. Can fill the same function slot."},{"from":"self","to":"claude-code","kind":"fills-same-slot-as","note":"Shared functions code, compose, connect. Can fill the same function slot."},{"from":"self","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed. Can fill the same function slot."},{"from":"self","to":"pen-dev","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed. Can fill the same function slot."},{"from":"self","to":"grok-xai","kind":"fills-same-slot-as","note":"Shared functions code, connect, search. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-10-15. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://onyx.app/insights/self-hosted-rag","excerpt":"All Insights\n\nSelf-Hosted AIEnterprise Search18 min readPublished May 22, 2026\n\n# Self-Hosted RAG in 2026: The Complete Guide to Running Retrieval-Augmented Generation On Your Own Infrastructure\n\nBy Roshan Desai\n\n---\n\n> **TL;DR:** Self-host","at":"2026-10-15T16:28:24.104Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"turbopuffer","name":"turbopuffer","summary":"turbopuffer is a managed, commercial search engine from turbopuffer Inc. (Canadian, founded 2023). It is object-storage-first: Amazon S3 / Google Cloud Storage / Azure Blob is the source of truth; NVMe and memory are caches. It does approximate vector search (SPFresh), BM25 full-text, filters, and hybrid fusion.","kind":"app","homepage":"https://turbopuffer.com/","repoUrl":"https://github.com/turbopuffer","docsUrl":"https://turbopuffer.com/docs","publisher":"","hasMcp":false,"hasApi":true,"costRange":"unknown","composabilityRationale":"","functions":["memory","search","embed","store"],"functionProbabilities":[{"functionId":"memory","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-08-21-turbopuffer.md","method":"lexical","observedAt":"2026-08-21T00:00:00.000Z"},{"functionId":"search","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-08-21-turbopuffer.md","method":"lexical","observedAt":"2026-08-21T00:00:00.000Z"},{"functionId":"embed","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-08-21-turbopuffer.md","method":"lexical","observedAt":"2026-08-21T00:00:00.000Z"},{"functionId":"store","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-08-21-turbopuffer.md","method":"lexical","observedAt":"2026-08-21T00:00:00.000Z"}],"slices":[{"functionId":"memory","label":"Memory","note":"turbopuffer is a managed, commercial search engine from turbopuffer Inc. (Canadian, founded 2023). It is object-storage-first: Amazon S3 / Google Cloud Storage / Azure Blob is the source of truth; NVMe and memory are caches. It does approximate vector search (SPFresh), BM25 full-text, filters, and hybrid fusion.","cost":"unknown"},{"functionId":"search","label":"Search","note":"turbopuffer is a managed, commercial search engine from turbopuffer Inc. (Canadian, founded 2023). It is object-storage-first: Amazon S3 / Google Cloud Storage / Azure Blob is the source of truth; NVMe and memory are caches. It does approximate vector search (SPFresh), BM25 full-text, filters, and hybrid fusion.","cost":"unknown"},{"functionId":"embed","label":"Embed","note":"turbopuffer is a managed, commercial search engine from turbopuffer Inc. (Canadian, founded 2023). It is object-storage-first: Amazon S3 / Google Cloud Storage / Azure Blob is the source of truth; NVMe and memory are caches. It does approximate vector search (SPFresh), BM25 full-text, filters, and hybrid fusion.","cost":"unknown"},{"functionId":"store","label":"Store","note":"turbopuffer is a managed, commercial search engine from turbopuffer Inc. (Canadian, founded 2023). It is object-storage-first: Amazon S3 / Google Cloud Storage / Azure Blob is the source of truth; NVMe and memory are caches. It does approximate vector search (SPFresh), BM25 full-text, filters, and hybrid fusion.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-21-turbopuffer.md\nturbopuffer is a managed, commercial search engine from turbopuffer Inc. (Canadian, founded 2023). It is object-storage-first: Amazon S3 / Google Cloud Storage / Azure Blob is the source of truth; NVMe and memory are caches. It does approximate vector search (SPFresh), BM25 full-text, filters, and hybrid fusion.","at":"2026-08-21T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Official SDKs are MIT; the service is paid (Launch minimum $16/month as of the 2026-06 pricing change).","at":"2026-08-21T00:00:00.000Z"}],"interfaces":[{"kind":"sdk"}],"origin":"seed","notes":[],"createdAt":"2026-08-21T00:00:00.000Z","updatedAt":"2026-08-21T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_turbopuffer","claims":{"name":"turbopuffer","summary":"turbopuffer is a managed, commercial search engine from turbopuffer Inc. (Canadian, founded 2023). It is object-storage-first: Amazon S3 / Google Cloud Storage / Azure Blob is the source of truth; NVMe and memory are caches. It does approximate vector search (SPFresh), BM25 full-text, filters, and hybrid fusion.","kind":"app","publisher":"","homepage":"https://turbopuffer.com/","repoUrl":"https://github.com/turbopuffer","docsUrl":"https://turbopuffer.com/docs","costRange":"unknown","functions":["memory","search","embed","store"],"slices":[{"functionId":"memory","label":"Memory","note":"turbopuffer is a managed, commercial search engine from turbopuffer Inc. (Canadian, founded 2023). It is object-storage-first: Amazon S3 / Google Cloud Storage / Azure Blob is the source of truth; NVMe and memory are caches. It does approximate vector search (SPFresh), BM25 full-text, filters, and hybrid fusion.","cost":"unknown"},{"functionId":"search","label":"Search","note":"turbopuffer is a managed, commercial search engine from turbopuffer Inc. (Canadian, founded 2023). It is object-storage-first: Amazon S3 / Google Cloud Storage / Azure Blob is the source of truth; NVMe and memory are caches. It does approximate vector search (SPFresh), BM25 full-text, filters, and hybrid fusion.","cost":"unknown"},{"functionId":"embed","label":"Embed","note":"turbopuffer is a managed, commercial search engine from turbopuffer Inc. (Canadian, founded 2023). It is object-storage-first: Amazon S3 / Google Cloud Storage / Azure Blob is the source of truth; NVMe and memory are caches. It does approximate vector search (SPFresh), BM25 full-text, filters, and hybrid fusion.","cost":"unknown"},{"functionId":"store","label":"Store","note":"turbopuffer is a managed, commercial search engine from turbopuffer Inc. (Canadian, founded 2023). It is object-storage-first: Amazon S3 / Google Cloud Storage / Azure Blob is the source of truth; NVMe and memory are caches. It does approximate vector search (SPFresh), BM25 full-text, filters, and hybrid fusion.","cost":"unknown"}],"interfaces":[{"kind":"sdk"}],"composabilityRationale":""},"relations":[{"from":"turbopuffer","to":"octen","kind":"fills-same-slot-as","note":"Shared functions embed, search. Can fill the same function slot."},{"from":"turbopuffer","to":"memini","kind":"fills-same-slot-as","note":"Shared functions embed, memory, search, store. Can fill the same function slot."},{"from":"turbopuffer","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions embed, memory, search, store. Can fill the same function slot."},{"from":"turbopuffer","to":"lore","kind":"fills-same-slot-as","note":"Shared functions memory, search, store. Can fill the same function slot."},{"from":"turbopuffer","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions memory, search, store. Can fill the same function slot."},{"from":"turbopuffer","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions embed, memory. Can fill the same function slot."},{"from":"turbopuffer","to":"pageindex","kind":"fills-same-slot-as","note":"Shared functions embed, memory. Can fill the same function slot."},{"from":"turbopuffer","to":"llamaindex","kind":"fills-same-slot-as","note":"Shared functions embed, memory. Can fill the same function slot."}],"signals":[{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-08-21T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.15,"contribution":0.027,"why":"Documentation is available.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-21-turbopuffer.md\nturbopuffer is a managed, commercial search engine from turbopuffer Inc. (Canadian, founded 2023). It is object-storage-first: Amazon S3 / Google Cloud Storage / Azure Blob is the source of truth; NVMe and memory are caches. It does approximate vector search (SPFresh), BM25 full-text, filters, and hybrid fusion.","at":"2026-08-21T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Official SDKs are MIT; the service is paid (Launch minimum $16/month as of the 2026-06 pricing change).","at":"2026-08-21T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"No MCP surface is declared. An API is declared. Cost is unknown. 1 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.22849520230941842,"contribution":0.031989328323318585,"why":"2 sources cover 1 evidence types. The latest dated evidence is 2026-08-21. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-21-turbopuffer.md\nturbopuffer is a managed, commercial search engine from turbopuffer Inc. (Canadian, founded 2023). It is object-storage-first: Amazon S3 / Google Cloud Storage / Azure Blob is the source of truth; NVMe and memory are caches. It does approximate vector search (SPFresh), BM25 full-text, filters, and hybrid fusion.","at":"2026-08-21T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Official SDKs are MIT; the service is paid (Launch minimum $16/month as of the 2026-06 pricing change).","at":"2026-08-21T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9,"tags":["text"]},{"slug":"dataforseo","name":"DataForSEO","publisher":"DataForSEO","kind":"app","summary":"REST APIs for search-engine results, SEO datasets and related business data.","homepage":"https://dataforseo.com/","docsUrl":"https://docs.dataforseo.com/v3/","functions":["search","retrieve","extract"],"costRange":"unknown","recordId":"cmp_dataforseo","hasMcp":false,"hasApi":true,"costNotes":"Live and task-based endpoints have different request, delivery and charging contracts.","composabilityRationale":"Use its declared http, sdk surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://docs.dataforseo.com/v3/"},{"kind":"sdk","specUrl":"https://docs.dataforseo.com/v3/"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"DataForSEO official documentation","url":"https://docs.dataforseo.com/v3/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Live and task-based endpoints have different request, delivery and charging contracts.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Live and task-based endpoints have different request, delivery and charging contracts.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Live and task-based endpoints have different request, delivery and charging contracts.","cost":"unknown"}],"claims":{"name":"DataForSEO","summary":"REST APIs for search-engine results, SEO datasets and related business data.","kind":"app","publisher":"DataForSEO","homepage":"https://dataforseo.com/","docsUrl":"https://docs.dataforseo.com/v3/","costRange":"unknown","costNotes":"Live and task-based endpoints have different request, delivery and charging contracts.","functions":["search","retrieve","extract"],"slices":[{"functionId":"search","label":"Search","note":"Live and task-based endpoints have different request, delivery and charging contracts.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Live and task-based endpoints have different request, delivery and charging contracts.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Live and task-based endpoints have different request, delivery and charging contracts.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://docs.dataforseo.com/v3/"},{"kind":"sdk","specUrl":"https://docs.dataforseo.com/v3/"}],"composabilityRationale":"Use its declared http, sdk surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"dataforseo","to":"tikhub","kind":"alternative-to","note":"Shared functions extract, retrieve, search. Same kind and overlapping capability."},{"from":"dataforseo","to":"litescrape","kind":"alternative-to","note":"Shared functions extract, retrieve, search. Same kind and overlapping capability."},{"from":"dataforseo","to":"expand-fetch","kind":"alternative-to","note":"Shared functions extract, retrieve. Same kind and overlapping capability."},{"from":"dataforseo","to":"keenable","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"dataforseo","to":"exa","kind":"alternative-to","note":"Shared functions extract, retrieve, search. Same kind and overlapping capability."},{"from":"dataforseo","to":"cloro","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."},{"from":"dataforseo","to":"crunchbase","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"dataforseo","to":"octen","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":6,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"DataForSEO official documentation","url":"https://docs.dataforseo.com/v3/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"No MCP surface is declared. An API is declared. Cost is unknown. 1 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"DataForSEO official documentation","url":"https://docs.dataforseo.com/v3/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"DataForSEO official documentation","url":"https://docs.dataforseo.com/v3/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":6},{"slug":"octen","name":"Octen","publisher":"Octen","kind":"app","summary":"Search infrastructure for web, image and video retrieval, with related embedding and research capabilities.","homepage":"https://octen.ai/","docsUrl":"https://docs.octen.ai/overview/introduction","functions":["search","retrieve","embed"],"costRange":"unknown","recordId":"cmp_octen","hasMcp":false,"hasApi":true,"costNotes":"Freshness, latency, benchmark and service-level statements remain vendor claims; no performance was measured.","composabilityRationale":"Use its declared http surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://docs.octen.ai/overview/introduction"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"Octen official documentation","url":"https://docs.octen.ai/overview/introduction","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Freshness, latency, benchmark and service-level statements remain vendor claims; no performance was measured.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Freshness, latency, benchmark and service-level statements remain vendor claims; no performance was measured.","cost":"unknown"},{"functionId":"embed","label":"Embed","note":"Freshness, latency, benchmark and service-level statements remain vendor claims; no performance was measured.","cost":"unknown"}],"claims":{"name":"Octen","summary":"Search infrastructure for web, image and video retrieval, with related embedding and research capabilities.","kind":"app","publisher":"Octen","homepage":"https://octen.ai/","docsUrl":"https://docs.octen.ai/overview/introduction","costRange":"unknown","costNotes":"Freshness, latency, benchmark and service-level statements remain vendor claims; no performance was measured.","functions":["search","retrieve","embed"],"slices":[{"functionId":"search","label":"Search","note":"Freshness, latency, benchmark and service-level statements remain vendor claims; no performance was measured.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Freshness, latency, benchmark and service-level statements remain vendor claims; no performance was measured.","cost":"unknown"},{"functionId":"embed","label":"Embed","note":"Freshness, latency, benchmark and service-level statements remain vendor claims; no performance was measured.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://docs.octen.ai/overview/introduction"}],"composabilityRationale":"Use its declared http surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"octen","to":"keenable","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"octen","to":"crunchbase","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"octen","to":"dataforseo","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"octen","to":"litescrape","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"octen","to":"tendata","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"octen","to":"tikhub","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"octen","to":"turbopuffer","kind":"fills-same-slot-as","note":"Shared functions embed, search. Can fill the same function slot."},{"from":"octen","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions embed, retrieve. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":6,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"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":"Octen official documentation","url":"https://docs.octen.ai/overview/introduction","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"No MCP surface is declared. An API is declared. Cost is unknown. 1 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Octen official documentation","url":"https://docs.octen.ai/overview/introduction","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"Octen official documentation","url":"https://docs.octen.ai/overview/introduction","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":6},{"slug":"tendata","name":"Tendata","publisher":"Tendata","kind":"app","summary":"Trade-record, company and contact-data APIs with structured query filters.","homepage":"https://www.tendata.com/","docsUrl":"https://open-api.tendata.cn/trade-count.html","functions":["search","retrieve","enrich"],"costRange":"unknown","recordId":"cmp_tendata","hasMcp":false,"hasApi":true,"costNotes":"Authentication, licensed datasets, date windows and query restrictions are operation specific.","composabilityRationale":"Use its declared http surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://open-api.tendata.cn/trade-count.html"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"Tendata official documentation","url":"https://open-api.tendata.cn/trade-count.html","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Authentication, licensed datasets, date windows and query restrictions are operation specific.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Authentication, licensed datasets, date windows and query restrictions are operation specific.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Authentication, licensed datasets, date windows and query restrictions are operation specific.","cost":"unknown"}],"claims":{"name":"Tendata","summary":"Trade-record, company and contact-data APIs with structured query filters.","kind":"app","publisher":"Tendata","homepage":"https://www.tendata.com/","docsUrl":"https://open-api.tendata.cn/trade-count.html","costRange":"unknown","costNotes":"Authentication, licensed datasets, date windows and query restrictions are operation specific.","functions":["search","retrieve","enrich"],"slices":[{"functionId":"search","label":"Search","note":"Authentication, licensed datasets, date windows and query restrictions are operation specific.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Authentication, licensed datasets, date windows and query restrictions are operation specific.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Authentication, licensed datasets, date windows and query restrictions are operation specific.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://open-api.tendata.cn/trade-count.html"}],"composabilityRationale":"Use its declared http surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"tendata","to":"crunchbase","kind":"alternative-to","note":"Shared functions enrich, retrieve, search. Same kind and overlapping capability."},{"from":"tendata","to":"contactout","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"tendata","to":"keenable","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"tendata","to":"akta-pro","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"tendata","to":"apollo","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"tendata","to":"dataforseo","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"tendata","to":"hunter","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"tendata","to":"litescrape","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":6,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"Tendata official documentation","url":"https://open-api.tendata.cn/trade-count.html","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"No MCP surface is declared. An API is declared. Cost is unknown. 1 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Tendata official documentation","url":"https://open-api.tendata.cn/trade-count.html","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"Tendata official documentation","url":"https://open-api.tendata.cn/trade-count.html","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":6},{"slug":"tikhub","name":"TikHub","publisher":"TikHub","kind":"app","summary":"Developer API for retrieving and searching social-platform content and profiles.","homepage":"https://tikhub.io/","docsUrl":"https://docs.tikhub.io/","functions":["search","retrieve","extract"],"costRange":"unknown","recordId":"cmp_tikhub","hasMcp":false,"hasApi":true,"costNotes":"Endpoint availability, permitted use and charges vary by service; integration was not tested.","composabilityRationale":"Use its declared http, sdk surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://docs.tikhub.io/"},{"kind":"sdk","specUrl":"https://docs.tikhub.io/"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"TikHub official documentation","url":"https://docs.tikhub.io/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Endpoint availability, permitted use and charges vary by service; integration was not tested.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Endpoint availability, permitted use and charges vary by service; integration was not tested.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Endpoint availability, permitted use and charges vary by service; integration was not tested.","cost":"unknown"}],"claims":{"name":"TikHub","summary":"Developer API for retrieving and searching social-platform content and profiles.","kind":"app","publisher":"TikHub","homepage":"https://tikhub.io/","docsUrl":"https://docs.tikhub.io/","costRange":"unknown","costNotes":"Endpoint availability, permitted use and charges vary by service; integration was not tested.","functions":["search","retrieve","extract"],"slices":[{"functionId":"search","label":"Search","note":"Endpoint availability, permitted use and charges vary by service; integration was not tested.","cost":"unknown"},{"functionId":"retrieve","label":"Retrieve","note":"Endpoint availability, permitted use and charges vary by service; integration was not tested.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Endpoint availability, permitted use and charges vary by service; integration was not tested.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://docs.tikhub.io/"},{"kind":"sdk","specUrl":"https://docs.tikhub.io/"}],"composabilityRationale":"Use its declared http, sdk surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"tikhub","to":"dataforseo","kind":"alternative-to","note":"Shared functions extract, retrieve, search. Same kind and overlapping capability."},{"from":"tikhub","to":"litescrape","kind":"alternative-to","note":"Shared functions extract, retrieve, search. Same kind and overlapping capability."},{"from":"tikhub","to":"expand-fetch","kind":"alternative-to","note":"Shared functions extract, retrieve. Same kind and overlapping capability."},{"from":"tikhub","to":"keenable","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"tikhub","to":"exa","kind":"alternative-to","note":"Shared functions extract, retrieve, search. Same kind and overlapping capability."},{"from":"tikhub","to":"cloro","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."},{"from":"tikhub","to":"crunchbase","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"tikhub","to":"octen","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":6,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"TikHub official documentation","url":"https://docs.tikhub.io/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"No MCP surface is declared. An API is declared. Cost is unknown. 1 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"TikHub official documentation","url":"https://docs.tikhub.io/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"TikHub official documentation","url":"https://docs.tikhub.io/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":6},{"slug":"tinyfish-search-api","name":"TinyFish Search API","summary":"Web search API that returns structured titles, snippets, URLs, and ranked results for LLM or programmatic use.","publisher":"TinyFish","homepage":"https://docs.tinyfish.ai/search-api","kind":"resource","hasApi":true,"hasMcp":false,"costRange":"unknown","costNotes":"Search is free up to 12,000 requests per day; beyond that, a positive wallet balance is required. Exact pricing is not stated.","functions":["code","search","browser","store","auth","compose","parse","payment"],"slices":[{"functionId":"search","label":"Structured web search","note":"Returns titles, snippets, URLs, positions, and related result metadata.","cost":"Free up to 12,000 requests per day; exact pricing beyond that is unknown."},{"functionId":"search","label":"Filtered search","note":"Supports location, language, recency, date, domain-type, publication-year, and purpose parameters subject to documented constraints.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"browser","label":"browser","note":"Inferred from executor","cost":"Unknown"},{"functionId":"store","label":"store","note":"Inferred from executor","cost":"Unknown"},{"functionId":"auth","label":"auth","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"parse","label":"parse","note":"Inferred from executor","cost":"Unknown"},{"functionId":"payment","label":"payment","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"http"}],"composabilityRationale":"Provides a public GET API endpoint with API-key authentication, structured results, and Python and JavaScript SDK examples. It supports geo targeting, freshness and date filters, domain types, and optional search intent. MCP support is not stated.","signals":[],"functionProbabilities":[{"functionId":"code","value":0.92,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"},{"functionId":"search","value":0.92,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"},{"functionId":"browser","value":0.8,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"},{"functionId":"store","value":0.8,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"},{"functionId":"auth","value":0.72,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"},{"functionId":"compose","value":0.72,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"},{"functionId":"parse","value":0.72,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"},{"functionId":"payment","value":0.72,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"},{"functionId":"route","value":0.72,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"},{"functionId":"tool-call","value":0.72,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"false","evidenceSource":"https://docs.tinyfish.ai/search-api","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://docs.tinyfish.ai/search-api","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://docs.tinyfish.ai/search-api","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://docs.tinyfish.ai/search-api","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-11-01T04:18:16.909Z","updatedAt":"2026-11-01T04:18:16.909Z","sources":[{"kind":"web","label":"executor","url":"https://docs.tinyfish.ai/search-api","excerpt":"Search is free up to 12,000 requests per day. Beyond that, requests need a positive wallet balance.\n\nThe TinyFish Search API lets you run web searches and get back structured results — titles, snippets, and URLs — ready for LLM consumption ","at":"2026-11-01T04:18:16.909Z"}],"recordId":"cmp_tinyfish-search-api","claims":{"name":"TinyFish Search API","summary":"Web search API that returns structured titles, snippets, URLs, and ranked results for LLM or programmatic use.","kind":"resource","publisher":"TinyFish","homepage":"https://docs.tinyfish.ai/search-api","costRange":"unknown","costNotes":"Search is free up to 12,000 requests per day; beyond that, a positive wallet balance is required. Exact pricing is not stated.","functions":["code","search","browser","store","auth","compose","parse","payment"],"slices":[{"functionId":"search","label":"Structured web search","note":"Returns titles, snippets, URLs, positions, and related result metadata.","cost":"Free up to 12,000 requests per day; exact pricing beyond that is unknown."},{"functionId":"search","label":"Filtered search","note":"Supports location, language, recency, date, domain-type, publication-year, and purpose parameters subject to documented constraints.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"browser","label":"browser","note":"Inferred from executor","cost":"Unknown"},{"functionId":"store","label":"store","note":"Inferred from executor","cost":"Unknown"},{"functionId":"auth","label":"auth","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"parse","label":"parse","note":"Inferred from executor","cost":"Unknown"},{"functionId":"payment","label":"payment","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"http"}],"composabilityRationale":"Provides a public GET API endpoint with API-key authentication, structured results, and Python and JavaScript SDK examples. It supports geo targeting, freshness and date filters, domain types, and optional search intent. MCP support is not stated."},"relations":[{"from":"tinyfish-search-api","to":"camofox-browser-server","kind":"fills-same-slot-as","note":"Shared functions auth, browser, compose, search. Can fill the same function slot."},{"from":"tinyfish-search-api","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions auth, code, compose, search. Can fill the same function slot."},{"from":"tinyfish-search-api","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions auth, browser, code, search. Can fill the same function slot."},{"from":"tinyfish-search-api","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions code, compose, search, store. Can fill the same function slot."},{"from":"tinyfish-search-api","to":"kogiqa-mcp-web-browser","kind":"fills-same-slot-as","note":"Shared functions browser, code, search. Can fill the same function slot."},{"from":"tinyfish-search-api","to":"memini","kind":"fills-same-slot-as","note":"Shared functions code, compose, search, store. Can fill the same function slot."},{"from":"tinyfish-search-api","to":"search","kind":"fills-same-slot-as","note":"Shared functions browser, search. Can fill the same function slot."},{"from":"tinyfish-search-api","to":"shadcn-ui","kind":"fills-same-slot-as","note":"Shared functions code, compose. Can fill the same function slot."}],"explain":{"score":6,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"No MCP surface is declared. An API is declared. Cost is unknown. 1 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-11-01. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://docs.tinyfish.ai/search-api","excerpt":"Search is free up to 12,000 requests per day. Beyond that, requests need a positive wallet balance.\n\nThe TinyFish Search API lets you run web searches and get back structured results — titles, snippets, and URLs — ready for LLM consumption ","at":"2026-11-01T04:18:16.909Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":6}]}