{"components":[{"slug":"tinyfish","name":"TinyFish","summary":"Search, fetch, and browser automation for agents. Free Search and Fetch; metered browser runs. Leyline uses it as intake evidence crawl, not as a locked vendor.","kind":"app","homepage":"https://www.tinyfish.ai","docsUrl":"https://docs.tinyfish.ai/search-api","publisher":"TinyFish","license":"proprietary","hasMcp":true,"hasApi":true,"costRange":"freemium","costNotes":"Search and Fetch are free. Browser/agent automation draws a wallet.","composabilityRationale":"HTTP Search/Fetch plus MCP. Easy to plug as an evidence plane without owning the rest of a stack. 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Free Search and Fetch; metered browser runs. Leyline uses it as intake evidence crawl, not as a locked vendor.","cost":"freemium"}],"tweets":[{"url":"https://x.com/Tiny_Fish/all?sort=popular","author":"x.com","text":"TinyFish brings live web Search, clean Fetch, and Web Agent to ChatGPT, so your agent can find it, read it, and act on it."},{"url":"https://x.com/Tiny_Fish/status/2087572349415768241","author":"x.com","text":"TinyFish brings live web Search, clean Fetch, and Web Agent to ChatGPT, so your agent can find it, read it, and act on it."},{"url":"https://x.com/Tiny_Fish/status/2084701160389415317","author":"x.com","text":"TinyFish brings live web Search, clean Fetch, and Web Agent to Claude and Cowork, so your agent can find it, read it, and act on it."}],"sources":[{"kind":"docs","label":"TinyFish Search API","url":"https://docs.tinyfish.ai/search-api","at":"2026-09-12T00:00:00Z"},{"kind":"docs","label":"TinyFish Fetch API","url":"https://docs.tinyfish.ai/fetch-api","at":"2026-09-12T00:00:00Z"},{"kind":"web","label":"TinyFish pricing","url":"https://www.tinyfish.ai/pricing","at":"2026-09-12T00:00:00Z"},{"kind":"tweet","label":"Keith Zhai on TinyFish search","url":"https://x.com/KeithZhai/status/2097716968845672561","at":"2026-09-12T00:00:00Z"}],"origin":"seed","sector":"search-crawl","notes":[{"authorKind":"human","body":"Named in Leyline concept as a crawl example beside Aside and Firecrawl — examples, not vendor lock.","at":"2026-09-12T00:00:00Z"}],"score":23,"explain":{"score":23,"formula":"100 × sum(weight × value) over observed factors only. 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Free Search and Fetch; metered browser runs. Leyline uses it as intake evidence crawl, not as a locked vendor.","kind":"app","publisher":"TinyFish","homepage":"https://www.tinyfish.ai","docsUrl":"https://docs.tinyfish.ai/search-api","license":"proprietary","costRange":"freemium","costNotes":"Search and Fetch are free. Browser/agent automation draws a wallet.","functions":["search","crawl","extract","browser","connect","observe"],"slices":[{"functionId":"search","label":"Web search","note":"Structured hits for agents","cost":"free"},{"functionId":"crawl","label":"Fetch","note":"URL to markdown/html/json","cost":"free"},{"functionId":"browser","label":"Web automation","note":"Click/fill/login workflows","cost":"metered wallet"},{"functionId":"extract","label":"Extract","note":"Search, fetch, and browser automation for agents. Free Search and Fetch; metered browser runs. Leyline uses it as intake evidence crawl, not as a locked vendor.","cost":"freemium"},{"functionId":"connect","label":"Connect","note":"Search, fetch, and browser automation for agents. Free Search and Fetch; metered browser runs. Leyline uses it as intake evidence crawl, not as a locked vendor.","cost":"freemium"},{"functionId":"observe","label":"Observe","note":"Search, fetch, and browser automation for agents. Free Search and Fetch; metered browser runs. Leyline uses it as intake evidence crawl, not as a locked vendor.","cost":"freemium"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"HTTP Search/Fetch plus MCP. Easy to plug as an evidence plane without owning the rest of a stack. Browser slice is optional and metered."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"tinyfish","to":"firecrawl","kind":"alternative-to","note":"Shared functions connect, crawl, extract, search. 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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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Use the browser slice without taking the whole test-runner product box.","cost":"free"}],"tweets":[{"url":"https://x.com/blackgirlbytes/article/2089512941187911879","author":"x.com","text":"Specifically, I used context from the agent session that built the app to find and fix the most important gap in its Playwright tests. Here's how I did it. 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. 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 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. Freshness is omitted unless observed as a signal.","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"}],"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":"2026-09-11T16:33:45.165Z","updatedAt":"2026-09-13T08:56:02.843Z","tags":["automation","agents"],"recordId":"cmp_playwright","claims":{"name":"Playwright","summary":"Browser automation for tests and agents. 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. Use the browser slice without taking the whole test-runner product box.","cost":"free"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Strong API and MCP. Heavy runtime (browsers) is the glue cost. Fine when the slice is 'drive a page', not 'own CI'."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"playwright","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions browser, extract, observe. Can fill the same function slot."},{"from":"playwright","to":"browserbase","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"playwright","to":"agent-desktop","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"playwright","to":"sitegeist","kind":"fills-same-slot-as","note":"Shared functions browser, extract. Can fill the same function slot."},{"from":"playwright","to":"cloro","kind":"fills-same-slot-as","note":"Shared functions extract, observe. Can fill the same function slot."},{"from":"playwright","to":"maple","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"playwright","to":"kogiqa-mcp-web-browser","kind":"fills-same-slot-as","note":"Shared functions browser, test. Can fill the same function slot."},{"from":"playwright","to":"camofox-browser-server","kind":"fills-same-slot-as","note":"Shared functions browser, extract. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-13T08:56:02.843Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-09-13T08:56:02.843Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"browserbase","name":"Browserbase","summary":"Hosted browsers for agents. Browser slice without running Playwright locally.","kind":"app","homepage":"https://www.browserbase.com","docsUrl":"https://docs.browserbase.com","publisher":"Browserbase","license":"proprietary","hasMcp":true,"hasApi":true,"costRange":"usage","composabilityRationale":"CDP/Playwright-compatible sessions. 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Cost is usage. 3 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Browserbase docs","url":"https://docs.browserbase.com","at":"2026-09-12T00:00:00Z"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-09-12. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"Browserbase docs","url":"https://docs.browserbase.com","at":"2026-09-12T00:00:00Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"createdAt":"2026-09-11T16:33:39.689Z","updatedAt":"2026-09-13T08:56:02.859Z","tags":["agents"],"recordId":"cmp_browserbase","claims":{"name":"Browserbase","summary":"Hosted browsers for agents. Browser slice without running Playwright locally.","kind":"app","publisher":"Browserbase","homepage":"https://www.browserbase.com","docsUrl":"https://docs.browserbase.com","license":"proprietary","costRange":"usage","functions":["browser","observe","connect"],"slices":[{"functionId":"browser","label":"Hosted session","note":"Remote Chromium for agents","cost":"usage"},{"functionId":"observe","label":"Observe","note":"Hosted browsers for agents. Browser slice without running Playwright locally.","cost":"usage"},{"functionId":"connect","label":"Connect","note":"Hosted browsers for agents. Browser slice without running Playwright locally.","cost":"usage"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"CDP/Playwright-compatible sessions. Pairs with Playwright as the local slice vs hosted slice."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"browserbase","to":"maple","kind":"alternative-to","note":"Shared functions browser, connect, observe. 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Can fill the same function slot."},{"from":"browserbase","to":"mcp-ai-gateway","kind":"fills-same-slot-as","note":"Shared functions connect, observe. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-13T08:56:02.859Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-09-13T08:56:02.859Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"agent-desktop","name":"agent-desktop","publisher":"Vercel Labs","kind":"kit","summary":"Gives agents structured desktop accessibility reads and actions through a CLI, C library and MCP server.","homepage":"https://github.com/vercel-labs/agent-desktop","docsUrl":"https://github.com/vercel-labs/agent-desktop","functions":["observe","tool-call","browser"],"costRange":"free","recordId":"cmp_agent-desktop","hasMcp":true,"hasApi":true,"costNotes":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","composabilityRationale":"Use its declared cli, sdk, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"cli","specUrl":"https://github.com/vercel-labs/agent-desktop"},{"kind":"sdk","specUrl":"https://github.com/vercel-labs/agent-desktop"},{"kind":"mcp","specUrl":"https://github.com/vercel-labs/agent-desktop"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"github","label":"agent-desktop official repository","url":"https://github.com/vercel-labs/agent-desktop","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"observe","label":"Observe","note":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","cost":"free"},{"functionId":"tool-call","label":"Tool-call","note":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","cost":"free"},{"functionId":"browser","label":"Browser","note":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","cost":"free"}],"license":"Apache-2.0","repoUrl":"https://github.com/vercel-labs/agent-desktop","claims":{"name":"agent-desktop","summary":"Gives agents structured desktop accessibility reads and actions through a CLI, C library and MCP server.","kind":"kit","publisher":"Vercel Labs","homepage":"https://github.com/vercel-labs/agent-desktop","repoUrl":"https://github.com/vercel-labs/agent-desktop","docsUrl":"https://github.com/vercel-labs/agent-desktop","license":"Apache-2.0","costRange":"free","costNotes":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","functions":["observe","tool-call","browser"],"slices":[{"functionId":"observe","label":"Observe","note":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","cost":"free"},{"functionId":"tool-call","label":"Tool-call","note":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","cost":"free"},{"functionId":"browser","label":"Browser","note":"Requires supported operating-system accessibility permissions. It supplies desktop tools; an external agent supplies reasoning and authorization.","cost":"free"}],"interfaces":[{"kind":"cli","specUrl":"https://github.com/vercel-labs/agent-desktop"},{"kind":"sdk","specUrl":"https://github.com/vercel-labs/agent-desktop"},{"kind":"mcp","specUrl":"https://github.com/vercel-labs/agent-desktop"}],"composabilityRationale":"Use its declared cli, sdk, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"agent-desktop","to":"browserbase","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"agent-desktop","to":"maple","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"agent-desktop","to":"atomic-agent","kind":"fills-same-slot-as","note":"Shared functions browser, tool-call. Can fill the same function slot."},{"from":"agent-desktop","to":"vellum-assistant","kind":"fills-same-slot-as","note":"Shared functions browser, tool-call. Can fill the same function slot."},{"from":"agent-desktop","to":"playwright","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"agent-desktop","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"agent-desktop","to":"mcp-ai-gateway","kind":"fills-same-slot-as","note":"Shared functions observe, tool-call. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":13,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[{"kind":"github","label":"agent-desktop official repository","url":"https://github.com/vercel-labs/agent-desktop","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"github","label":"agent-desktop official repository","url":"https://github.com/vercel-labs/agent-desktop","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":1,"contribution":0.1,"why":"An MCP surface is declared. An API is declared. Cost is free. 3 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. 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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":"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}]}