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Leyline uses it as intake evidence crawl, not as a locked vendor.","cost":"freemium"}],"tweets":[{"url":"https://x.com/Tiny_Fish/all?sort=popular","author":"x.com","text":"TinyFish brings live web Search, clean Fetch, and Web Agent to ChatGPT, so your agent can find it, read it, and act on it."},{"url":"https://x.com/Tiny_Fish/status/2087572349415768241","author":"x.com","text":"TinyFish brings live web Search, clean Fetch, and Web Agent to ChatGPT, so your agent can find it, read it, and act on it."},{"url":"https://x.com/Tiny_Fish/status/2084701160389415317","author":"x.com","text":"TinyFish brings live web Search, clean Fetch, and Web Agent to Claude and Cowork, so your agent can find it, read it, and act on it."}],"sources":[{"kind":"docs","label":"TinyFish Search API","url":"https://docs.tinyfish.ai/search-api","at":"2026-09-12T00:00:00Z"},{"kind":"docs","label":"TinyFish Fetch API","url":"https://docs.tinyfish.ai/fetch-api","at":"2026-09-12T00:00:00Z"},{"kind":"web","label":"TinyFish pricing","url":"https://www.tinyfish.ai/pricing","at":"2026-09-12T00:00:00Z"},{"kind":"tweet","label":"Keith Zhai on TinyFish search","url":"https://x.com/KeithZhai/status/2097716968845672561","at":"2026-09-12T00:00:00Z"}],"origin":"seed","sector":"search-crawl","notes":[{"authorKind":"human","body":"Named in Leyline concept as a crawl example beside Aside and Firecrawl — examples, not vendor lock.","at":"2026-09-12T00:00:00Z"}],"score":23,"explain":{"score":23,"formula":"100 × sum(weight × value) over observed factors only. 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Free Search and Fetch; metered browser runs. Leyline uses it as intake evidence crawl, not as a locked vendor.","kind":"app","publisher":"TinyFish","homepage":"https://www.tinyfish.ai","docsUrl":"https://docs.tinyfish.ai/search-api","license":"proprietary","costRange":"freemium","costNotes":"Search and Fetch are free. Browser/agent automation draws a wallet.","functions":["search","crawl","extract","browser","connect","observe"],"slices":[{"functionId":"search","label":"Web search","note":"Structured hits for agents","cost":"free"},{"functionId":"crawl","label":"Fetch","note":"URL to markdown/html/json","cost":"free"},{"functionId":"browser","label":"Web automation","note":"Click/fill/login workflows","cost":"metered wallet"},{"functionId":"extract","label":"Extract","note":"Search, fetch, and browser automation for agents. Free Search and Fetch; metered browser runs. 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Same kind and overlapping capability."},{"from":"tinyfish","to":"playwright","kind":"fills-same-slot-as","note":"Shared functions browser, extract, observe. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-13T08:56:02.848Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-09-13T08:56:02.848Z"},{"key":"human_note_count","value":1,"source":"component-record","method":"stored-notes","observedAt":"2026-09-13T08:56:02.848Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"playwright","name":"Playwright","summary":"Browser automation for tests and agents. 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Step ..."},{"url":"https://x.com/Stagehanddev/status/2086849338089857082","author":"x.com","text":"Playwright was built for testing, we built Stagehand for your agent: with improved context management, self-healing actions, and iframe support."},{"url":"https://x.com/DanielPrevoznik/status/2088598330414682325","author":"x.com","text":"it drives a real browser through agent-generated playwright code. the agent can execute arbitrary code directly in the browser vm, which helps minimize network ..."}],"sources":[{"kind":"github","label":"microsoft/playwright","url":"https://github.com/microsoft/playwright","at":"2026-09-12T00:00:00Z"},{"kind":"docs","label":"Playwright docs","url":"https://playwright.dev","at":"2026-09-12T00:00:00Z"}],"origin":"seed","sector":"browser-ops","notes":[],"score":20,"explain":{"score":20,"formula":"100 × sum(weight × value) over observed factors only. 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Cost is free. 3 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Playwright docs","url":"https://playwright.dev","at":"2026-09-12T00:00:00Z"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.3284952023094184,"contribution":0.04598932832331858,"why":"2 sources cover 2 evidence types. The latest dated evidence is 2026-09-12. 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Use the browser slice without taking the whole test-runner product box.","kind":"kit","publisher":"Microsoft","homepage":"https://playwright.dev","repoUrl":"https://github.com/microsoft/playwright","docsUrl":"https://playwright.dev/docs/intro","license":"Apache-2.0","costRange":"free","functions":["browser","test","observe","extract"],"slices":[{"functionId":"browser","label":"Drive Chromium","note":"Click, type, screenshot","cost":"free, local browsers"},{"functionId":"test","label":"E2E runner","note":"Assertion-heavy test suite","cost":"free"},{"functionId":"observe","label":"Observe","note":"Browser automation for tests and agents. Use the browser slice without taking the whole test-runner product box.","cost":"free"},{"functionId":"extract","label":"Extract","note":"Browser automation for tests and agents. 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Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"},{"functionId":"tool-call","label":"Tool-call","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"}],"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":"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. 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":"AnyAPI official documentation","url":"https://getanyapi.com/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":1,"contribution":0.1,"why":"An MCP surface is declared. An API is declared. Cost is usage. 3 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"AnyAPI official documentation","url":"https://getanyapi.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":"AnyAPI official documentation","url":"https://getanyapi.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":13},{"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":"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":"expand-fetch","name":"Expand Fetch","publisher":"Expand","kind":"app","summary":"Fetches rendered web pages as source-linked Markdown and structured page state for agents.","homepage":"https://expand.ai/","docsUrl":"https://expand.ai/docs","functions":["retrieve","extract"],"costRange":"unknown","recordId":"cmp_expand-fetch","hasMcp":true,"hasApi":true,"costNotes":"No extraction-accuracy or performance result was measured. Check the chosen Fetch contract and current usage limits.","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://expand.ai/docs"},{"kind":"cli","specUrl":"https://expand.ai/docs"},{"kind":"mcp","specUrl":"https://expand.ai/docs"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"Expand Fetch official documentation","url":"https://expand.ai/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"retrieve","label":"Retrieve","note":"No extraction-accuracy or performance result was measured. Check the chosen Fetch contract and current usage limits.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"No extraction-accuracy or performance result was measured. Check the chosen Fetch contract and current usage limits.","cost":"unknown"}],"claims":{"name":"Expand Fetch","summary":"Fetches rendered web pages as source-linked Markdown and structured page state for agents.","kind":"app","publisher":"Expand","homepage":"https://expand.ai/","docsUrl":"https://expand.ai/docs","costRange":"unknown","costNotes":"No extraction-accuracy or performance result was measured. Check the chosen Fetch contract and current usage limits.","functions":["retrieve","extract"],"slices":[{"functionId":"retrieve","label":"Retrieve","note":"No extraction-accuracy or performance result was measured. Check the chosen Fetch contract and current usage limits.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"No extraction-accuracy or performance result was measured. Check the chosen Fetch contract and current usage limits.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://expand.ai/docs"},{"kind":"cli","specUrl":"https://expand.ai/docs"},{"kind":"mcp","specUrl":"https://expand.ai/docs"}],"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":"expand-fetch","to":"litescrape","kind":"alternative-to","note":"Shared functions extract, retrieve. Same kind and overlapping capability."},{"from":"expand-fetch","to":"dataforseo","kind":"alternative-to","note":"Shared functions extract, retrieve. Same kind and overlapping capability."},{"from":"expand-fetch","to":"tikhub","kind":"alternative-to","note":"Shared functions extract, retrieve. Same kind and overlapping capability."},{"from":"expand-fetch","to":"exa","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve. Can fill the same function slot."},{"from":"expand-fetch","to":"lore","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve. Can fill the same function slot."},{"from":"expand-fetch","to":"vuda-visual-ui-debug-agent","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve. Can fill the same function slot."},{"from":"expand-fetch","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve. 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":"Expand Fetch official documentation","url":"https://expand.ai/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":"Expand Fetch official documentation","url":"https://expand.ai/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":"Expand Fetch official documentation","url":"https://expand.ai/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":"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":"mrscraper","name":"MrScraper","publisher":"MrScraper","kind":"app","summary":"Extracts web data through scraping agents and programmable workflows.","homepage":"https://mrscraper.com/","docsUrl":"https://docs.mrscraper.com/docs/getting-started/overview","functions":["crawl","extract","schedule"],"costRange":"unknown","recordId":"cmp_mrscraper","hasMcp":true,"hasApi":true,"costNotes":"Extraction behavior, storage, scheduling and token charges depend on the chosen workflow.","composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://docs.mrscraper.com/docs/getting-started/overview"},{"kind":"mcp","specUrl":"https://docs.mrscraper.com/docs/getting-started/overview"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"MrScraper official documentation","url":"https://docs.mrscraper.com/docs/getting-started/overview","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"crawl","label":"Crawl","note":"Extraction behavior, storage, scheduling and token charges depend on the chosen workflow.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Extraction behavior, storage, scheduling and token charges depend on the chosen workflow.","cost":"unknown"},{"functionId":"schedule","label":"Schedule","note":"Extraction behavior, storage, scheduling and token charges depend on the chosen workflow.","cost":"unknown"}],"claims":{"name":"MrScraper","summary":"Extracts web data through scraping agents and programmable workflows.","kind":"app","publisher":"MrScraper","homepage":"https://mrscraper.com/","docsUrl":"https://docs.mrscraper.com/docs/getting-started/overview","costRange":"unknown","costNotes":"Extraction behavior, storage, scheduling and token charges depend on the chosen workflow.","functions":["crawl","extract","schedule"],"slices":[{"functionId":"crawl","label":"Crawl","note":"Extraction behavior, storage, scheduling and token charges depend on the chosen workflow.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Extraction behavior, storage, scheduling and token charges depend on the chosen workflow.","cost":"unknown"},{"functionId":"schedule","label":"Schedule","note":"Extraction behavior, storage, scheduling and token charges depend on the chosen workflow.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://docs.mrscraper.com/docs/getting-started/overview"},{"kind":"mcp","specUrl":"https://docs.mrscraper.com/docs/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":"mrscraper","to":"search1api","kind":"alternative-to","note":"Shared functions crawl, extract. Same kind and overlapping capability."},{"from":"mrscraper","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions crawl, extract. Can fill the same function slot."},{"from":"mrscraper","to":"firecrawl","kind":"fills-same-slot-as","note":"Shared functions crawl, extract. Can fill the same function slot."},{"from":"mrscraper","to":"exa","kind":"fills-same-slot-as","note":"Shared functions crawl, extract. Can fill the same function slot."},{"from":"mrscraper","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions crawl, extract. Can fill the same function slot."},{"from":"mrscraper","to":"vuda-visual-ui-debug-agent","kind":"fills-same-slot-as","note":"Shared functions crawl, extract. 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":"MrScraper official documentation","url":"https://docs.mrscraper.com/docs/getting-started/overview","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":"MrScraper official documentation","url":"https://docs.mrscraper.com/docs/getting-started/overview","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":"MrScraper official documentation","url":"https://docs.mrscraper.com/docs/getting-started/overview","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":"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":"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. 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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}]}