{"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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Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"TinyFish Search API","url":"https://docs.tinyfish.ai/search-api","at":"2026-09-12T00:00:00Z"},{"kind":"docs","label":"TinyFish Fetch API","url":"https://docs.tinyfish.ai/fetch-api","at":"2026-09-12T00:00:00Z"},{"kind":"web","label":"TinyFish pricing","url":"https://www.tinyfish.ai/pricing","at":"2026-09-12T00:00:00Z"},{"kind":"tweet","label":"Keith Zhai on TinyFish search","url":"https://x.com/KeithZhai/status/2097716968845672561","at":"2026-09-12T00:00:00Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"createdAt":"2026-09-11T16:33:41.434Z","updatedAt":"2026-09-13T08:56:02.848Z","tags":["automation","agents"],"recordId":"cmp_tinyfish","claims":{"name":"TinyFish","summary":"Search, fetch, and browser automation for agents. Free Search and Fetch; metered browser runs. Leyline uses it as intake evidence crawl, not as a locked vendor.","kind":"app","publisher":"TinyFish","homepage":"https://www.tinyfish.ai","docsUrl":"https://docs.tinyfish.ai/search-api","license":"proprietary","costRange":"freemium","costNotes":"Search and Fetch are free. Browser/agent automation draws a wallet.","functions":["search","crawl","extract","browser","connect","observe"],"slices":[{"functionId":"search","label":"Web search","note":"Structured hits for agents","cost":"free"},{"functionId":"crawl","label":"Fetch","note":"URL to markdown/html/json","cost":"free"},{"functionId":"browser","label":"Web automation","note":"Click/fill/login workflows","cost":"metered wallet"},{"functionId":"extract","label":"Extract","note":"Search, fetch, and browser automation for agents. Free Search and Fetch; metered browser runs. Leyline uses it as intake evidence crawl, not as a locked vendor.","cost":"freemium"},{"functionId":"connect","label":"Connect","note":"Search, fetch, and browser automation for agents. Free Search and Fetch; metered browser runs. Leyline uses it as intake evidence crawl, not as a locked vendor.","cost":"freemium"},{"functionId":"observe","label":"Observe","note":"Search, fetch, and browser automation for agents. Free Search and Fetch; metered browser runs. Leyline uses it as intake evidence crawl, not as a locked vendor.","cost":"freemium"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"HTTP Search/Fetch plus MCP. Easy to plug as an evidence plane without owning the rest of a stack. Browser slice is optional and metered."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"tinyfish","to":"firecrawl","kind":"alternative-to","note":"Shared functions connect, crawl, extract, search. 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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. Use the browser slice without taking the whole test-runner product box.","kind":"kit","homepage":"https://playwright.dev","repoUrl":"https://github.com/microsoft/playwright","docsUrl":"https://playwright.dev/docs/intro","publisher":"Microsoft","license":"Apache-2.0","hasMcp":true,"hasApi":true,"costRange":"free","composabilityRationale":"Strong API and MCP. Heavy runtime (browsers) is the glue cost. Fine when the slice is 'drive a page', not 'own CI'.","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"}],"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. Pairs with Playwright as the local slice vs hosted slice.","functions":["browser","observe","connect"],"slices":[{"functionId":"browser","label":"Hosted session","note":"Remote Chromium for agents","cost":"usage"},{"functionId":"observe","label":"Observe","note":"Hosted browsers for agents. Browser slice without running Playwright locally.","cost":"usage"},{"functionId":"connect","label":"Connect","note":"Hosted browsers for agents. Browser slice without running Playwright locally.","cost":"usage"}],"tweets":[],"sources":[{"kind":"docs","label":"Browserbase docs","url":"https://docs.browserbase.com","at":"2026-09-12T00:00:00Z"}],"origin":"seed","sector":"browser-ops","notes":[],"score":18,"explain":{"score":18,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.3,"contribution":0.054,"why":"A licence is declared. Documentation is available.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"Browserbase docs","url":"https://docs.browserbase.com","at":"2026-09-12T00:00:00Z"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":1,"contribution":0.1,"why":"An MCP surface is declared. An API is declared. Cost is usage. 3 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Browserbase docs","url":"https://docs.browserbase.com","at":"2026-09-12T00:00:00Z"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-09-12. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"Browserbase docs","url":"https://docs.browserbase.com","at":"2026-09-12T00:00:00Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"createdAt":"2026-09-11T16:33:39.689Z","updatedAt":"2026-09-13T08:56:02.859Z","tags":["agents"],"recordId":"cmp_browserbase","claims":{"name":"Browserbase","summary":"Hosted browsers for agents. Browser slice without running Playwright locally.","kind":"app","publisher":"Browserbase","homepage":"https://www.browserbase.com","docsUrl":"https://docs.browserbase.com","license":"proprietary","costRange":"usage","functions":["browser","observe","connect"],"slices":[{"functionId":"browser","label":"Hosted session","note":"Remote Chromium for agents","cost":"usage"},{"functionId":"observe","label":"Observe","note":"Hosted browsers for agents. Browser slice without running Playwright locally.","cost":"usage"},{"functionId":"connect","label":"Connect","note":"Hosted browsers for agents. Browser slice without running Playwright locally.","cost":"usage"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"CDP/Playwright-compatible sessions. Pairs with Playwright as the local slice vs hosted slice."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"browserbase","to":"maple","kind":"alternative-to","note":"Shared functions browser, connect, observe. 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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. Freshness is omitted unless observed as a signal.","sources":[{"kind":"github","label":"agent-desktop official repository","url":"https://github.com/vercel-labs/agent-desktop","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":13},{"slug":"maple","name":"Maple","summary":"Maple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. 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Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","cost":"unknown"},{"functionId":"store","label":"Store","note":"Maple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-16-mapletechlabs-maple.md\nMaple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","at":"2026-08-16T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Maple — OTel-native observability backend with local mode and MCP access","at":"2026-08-16T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"ds, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","at":"2026-08-16T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"}],"origin":"seed","notes":[],"createdAt":"2026-08-16T00:00:00.000Z","updatedAt":"2026-08-16T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_maple","claims":{"name":"Maple","summary":"Maple is a general observability platform for traces, logs, and metrics. 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Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Maple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","cost":"unknown"},{"functionId":"observe","label":"Observe","note":"Maple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","cost":"unknown"},{"functionId":"store","label":"Store","note":"Maple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. Its product surfaces include distributed traces, correlated logs, metrics and dashboards, service maps, error tracking, alerts, infrastructure context, browser session replay, CLI queries, and an MCP server.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"}],"composabilityRationale":""},"relations":[{"from":"maple","to":"browserbase","kind":"alternative-to","note":"Shared functions browser, connect, observe. Same kind and overlapping capability."},{"from":"maple","to":"github","kind":"alternative-to","note":"Shared functions connect, observe, store. Same kind and overlapping capability."},{"from":"maple","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions browser, connect, observe. Can fill the same function slot."},{"from":"maple","to":"agent-desktop","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"maple","to":"atomic-agent","kind":"fills-same-slot-as","note":"Shared functions browser, connect. Can fill the same function slot."},{"from":"maple","to":"playwright","kind":"fills-same-slot-as","note":"Shared functions browser, observe. Can fill the same function slot."},{"from":"maple","to":"kogiqa-mcp-web-browser","kind":"fills-same-slot-as","note":"Shared functions browser, connect. Can fill the same function slot."},{"from":"maple","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":"2026-08-16T00:00:00.000Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-08-16T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":12,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.3,"contribution":0.054,"why":"A licence is declared. 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README framing: collaboration over “autonomy theater” — you guide, it executes. Automates repetitive web tasks, extraction, navigation, forms, research → docs/spreadsheets; BYO API key or subscription login (Anthropic, OpenAI/ChatGPT, GitHub Copilot, Gemini, etc.); claims local-only / no tracking.","kind":"agent","homepage":"https://sitegeist.ai","repoUrl":"https://github.com/0xSero/sitegeist","publisher":"","license":"AGPL-3.0","hasMcp":true,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["code","browser","extract"],"functionProbabilities":[{"functionId":"code","value":0.92,"source":"06 Knowledge Library/Resources/coding/2026-09-22-0xsero-sitegeist.md","method":"lexical","observedAt":"2026-09-22T00:00:00.000Z"},{"functionId":"browser","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-09-22-0xsero-sitegeist.md","method":"lexical","observedAt":"2026-09-22T00:00:00.000Z"},{"functionId":"extract","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-09-22-0xsero-sitegeist.md","method":"lexical","observedAt":"2026-09-22T00:00:00.000Z"}],"slices":[{"functionId":"code","label":"Code","note":"Sitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. 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README framing: collaboration over “autonomy theater” — you guide, it executes. Automates repetitive web tasks, extraction, navigation, forms, research → docs/spreadsheets; BYO API key or subscription login (Anthropic, OpenAI/ChatGPT, GitHub Copilot, Gemini, etc.); claims local-only / no tracking.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-22-0xsero-sitegeist.md\nSitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. README framing: collaboration over “autonomy theater” — you guide, it executes. 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Automates repetitive web tasks, extraction, navigation, forms, research → docs/spreadsheets; BYO API key or subscription login (Anthropic, OpenAI/ChatGPT, GitHub Copilot, Gemini, etc.); claims local-only / no tracking.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"}],"composabilityRationale":""},"relations":[{"from":"sitegeist","to":"playwright","kind":"fills-same-slot-as","note":"Shared functions browser, extract. Can fill the same function slot."},{"from":"sitegeist","to":"kogiqa-mcp-web-browser","kind":"fills-same-slot-as","note":"Shared functions browser, code. Can fill the same function slot."},{"from":"sitegeist","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions browser, extract. Can fill the same function slot."},{"from":"sitegeist","to":"camofox-browser-server","kind":"fills-same-slot-as","note":"Shared functions browser, extract. Can fill the same function slot."},{"from":"sitegeist","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions browser, code. Can fill the same function slot."},{"from":"sitegeist","to":"tinyfish-search-api","kind":"fills-same-slot-as","note":"Shared functions browser, code. Can fill the same function slot."},{"from":"sitegeist","to":"vuda-visual-ui-debug-agent","kind":"fills-same-slot-as","note":"Shared functions browser, extract. Can fill the same function slot."},{"from":"sitegeist","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions code, extract. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-22T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":10,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.15,"contribution":0.027,"why":"A licence is declared.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-22-0xsero-sitegeist.md\nSitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. README framing: collaboration over “autonomy theater” — you guide, it executes. 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Cost is unknown. 1 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.26214289265639185,"contribution":0.036700004971894865,"why":"3 sources cover 1 evidence types. The latest dated evidence is 2026-09-22. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-22-0xsero-sitegeist.md\nSitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. README framing: collaboration over “autonomy theater” — you guide, it executes. 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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":"search","name":"Search","summary":"Search is a macOS browser by Office Commun that deliberately ships without its own engine: it uses the system WebKit (same family as Safari), which is why the app footprint stays in the low-megabyte range.","kind":"app","homepage":"https://officecommun.com/search","repoUrl":"https://github.com/driceroland/Search","publisher":"Office Commun","license":"MIT","hasMcp":false,"hasApi":false,"costRange":"free","costNotes":"Search — free open-source WebKit Mac browser (Office Commun / @driceroland)","composabilityRationale":"","functions":["browser","search"],"functionProbabilities":[{"functionId":"browser","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-09-24-driceroland-search.md","method":"lexical","observedAt":"2026-09-24T00:00:00.000Z"},{"functionId":"search","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-09-24-driceroland-search.md","method":"lexical","observedAt":"2026-09-24T00:00:00.000Z"}],"slices":[{"functionId":"browser","label":"Browser","note":"Search is a macOS browser by Office Commun that deliberately ships without its own engine: it uses the system WebKit (same family as Safari), which is why the app footprint stays in the low-megabyte range.","cost":"free"},{"functionId":"search","label":"Search","note":"Search is a macOS browser by Office Commun that deliberately ships without its own engine: it uses the system WebKit (same family as Safari), which is why the app footprint stays in the low-megabyte range.","cost":"free"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-24-driceroland-search.md\nSearch is a macOS browser by Office Commun that deliberately ships without its own engine: it uses the system WebKit (same family as Safari), which is why the app footprint stays in the low-megabyte range.","at":"2026-09-24T00:00:00.000Z"}],"interfaces":[],"origin":"seed","notes":[],"createdAt":"2026-09-24T00:00:00.000Z","updatedAt":"2026-09-24T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_search","claims":{"name":"Search","summary":"Search is a macOS browser by Office Commun that deliberately ships without its own engine: it uses the system WebKit (same family as Safari), which is why the app footprint stays in the low-megabyte range.","kind":"app","publisher":"Office Commun","homepage":"https://officecommun.com/search","repoUrl":"https://github.com/driceroland/Search","license":"MIT","costRange":"free","costNotes":"Search — free open-source WebKit Mac browser (Office Commun / @driceroland)","functions":["browser","search"],"slices":[{"functionId":"browser","label":"Browser","note":"Search is a macOS browser by Office Commun that deliberately ships without its own engine: it uses the system WebKit (same family as Safari), which is why the app footprint stays in the low-megabyte range.","cost":"free"},{"functionId":"search","label":"Search","note":"Search is a macOS browser by Office Commun that deliberately ships without its own engine: it uses the system WebKit (same family as Safari), which is why the app footprint stays in the low-megabyte range.","cost":"free"}],"interfaces":[],"composabilityRationale":""},"relations":[{"from":"search","to":"agency","kind":"alternative-to","note":"Shared functions browser. Same kind and overlapping capability."},{"from":"search","to":"kogiqa-mcp-web-browser","kind":"fills-same-slot-as","note":"Shared functions browser, search. Can fill the same function slot."},{"from":"search","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions browser, search. Can fill the same function slot."},{"from":"search","to":"camofox-browser-server","kind":"fills-same-slot-as","note":"Shared functions browser, search. Can fill the same function slot."},{"from":"search","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions browser, search. Can fill the same function slot."},{"from":"search","to":"tinyfish-search-api","kind":"fills-same-slot-as","note":"Shared functions browser, search. Can fill the same function slot."},{"from":"search","to":"vuda-visual-ui-debug-agent","kind":"fills-same-slot-as","note":"Shared functions browser, search. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-24T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.15,"contribution":0.027,"why":"A licence is declared.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-24-driceroland-search.md\nSearch is a macOS browser by Office Commun that deliberately ships without its own engine: it uses the system WebKit (same family as Safari), which is why the app footprint stays in the low-megabyte range.","at":"2026-09-24T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"No MCP surface is declared. No API is declared. Cost is free. 1 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-09-24. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-24-driceroland-search.md\nSearch is a macOS browser by Office Commun that deliberately ships without its own engine: it uses the system WebKit (same family as Safari), which is why the app footprint stays in the low-megabyte range.","at":"2026-09-24T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"human-review","name":"Human Review","summary":"MIT-licensed Node CLI + agent skill by Peter Yang. It opens a target HTML/Markdown file or localhost route in a local browser review UI. The reviewer can directly change text/basic formatting, resize images, delete elements, and attach comments to selected text or blocks.","kind":"app","homepage":"https://github.com/petergyang/human-review/blob/main/package.json","repoUrl":"https://github.com/petergyang/human-review","publisher":"","license":"MIT","hasMcp":false,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["browser","route"],"functionProbabilities":[{"functionId":"browser","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-08-05-petergyang-human-review.md","method":"lexical","observedAt":"2026-08-05T00:00:00.000Z"},{"functionId":"route","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-08-05-petergyang-human-review.md","method":"lexical","observedAt":"2026-08-05T00:00:00.000Z"}],"slices":[{"functionId":"browser","label":"Browser","note":"MIT-licensed Node CLI + agent skill by Peter Yang. It opens a target HTML/Markdown file or localhost route in a local browser review UI. The reviewer can directly change text/basic formatting, resize images, delete elements, and attach comments to selected text or blocks.","cost":"unknown"},{"functionId":"route","label":"Route","note":"MIT-licensed Node CLI + agent skill by Peter Yang. It opens a target HTML/Markdown file or localhost route in a local browser review UI. The reviewer can directly change text/basic formatting, resize images, delete elements, and attach comments to selected text or blocks.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-05-petergyang-human-review.md\nMIT-licensed Node CLI + agent skill by Peter Yang. It opens a target HTML/Markdown file or localhost route in a local browser review UI. The reviewer can directly change text/basic formatting, resize images, delete elements, and attach comments to selected text or blocks.","at":"2026-08-05T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"MIT-licensed Node CLI + agent skill by Peter Yang.","at":"2026-08-05T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"MIT-licensed Node CLI + agent skill by Peter Yang.","at":"2026-08-05T00:00:00.000Z"}],"interfaces":[{"kind":"cli"},{"kind":"skill"}],"origin":"seed","notes":[],"createdAt":"2026-08-05T00:00:00.000Z","updatedAt":"2026-08-05T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_human-review","claims":{"name":"Human Review","summary":"MIT-licensed Node CLI + agent skill by Peter Yang. It opens a target HTML/Markdown file or localhost route in a local browser review UI. The reviewer can directly change text/basic formatting, resize images, delete elements, and attach comments to selected text or blocks.","kind":"app","publisher":"","homepage":"https://github.com/petergyang/human-review/blob/main/package.json","repoUrl":"https://github.com/petergyang/human-review","license":"MIT","costRange":"unknown","functions":["browser","route"],"slices":[{"functionId":"browser","label":"Browser","note":"MIT-licensed Node CLI + agent skill by Peter Yang. It opens a target HTML/Markdown file or localhost route in a local browser review UI. The reviewer can directly change text/basic formatting, resize images, delete elements, and attach comments to selected text or blocks.","cost":"unknown"},{"functionId":"route","label":"Route","note":"MIT-licensed Node CLI + agent skill by Peter Yang. It opens a target HTML/Markdown file or localhost route in a local browser review UI. The reviewer can directly change text/basic formatting, resize images, delete elements, and attach comments to selected text or blocks.","cost":"unknown"}],"interfaces":[{"kind":"cli"},{"kind":"skill"}],"composabilityRationale":""},"relations":[{"from":"human-review","to":"agency","kind":"alternative-to","note":"Shared functions browser. Same kind and overlapping capability."},{"from":"human-review","to":"camofox-browser-server","kind":"fills-same-slot-as","note":"Shared functions browser, route. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-08-05T00:00:00.000Z"}],"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,"value":0.15,"contribution":0.027,"why":"A licence is declared.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-05-petergyang-human-review.md\nMIT-licensed Node CLI + agent skill by Peter Yang. It opens a target HTML/Markdown file or localhost route in a local browser review UI. The reviewer can directly change text/basic formatting, resize images, delete elements, and attach comments to selected text or blocks.","at":"2026-08-05T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"MIT-licensed Node CLI + agent skill by Peter Yang.","at":"2026-08-05T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"MIT-licensed Node CLI + agent skill by Peter Yang.","at":"2026-08-05T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0,"contribution":0,"why":"No MCP surface is declared. No API is declared. Cost is unknown. 0 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.26214289265639185,"contribution":0.036700004971894865,"why":"3 sources cover 1 evidence types. The latest dated evidence is 2026-08-05. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-05-petergyang-human-review.md\nMIT-licensed Node CLI + agent skill by Peter Yang. It opens a target HTML/Markdown file or localhost route in a local browser review UI. The reviewer can directly change text/basic formatting, resize images, delete elements, and attach comments to selected text or blocks.","at":"2026-08-05T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"MIT-licensed Node CLI + agent skill by Peter Yang.","at":"2026-08-05T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"MIT-licensed Node CLI + agent skill by Peter Yang.","at":"2026-08-05T00:00:00.000Z"}],"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":6,"tags":["text"]},{"slug":"invisible-playwright-mcp","name":"Invisible Playwright MCP","summary":"A locally run MCP browser agent and optional web UI that automates a stealth Firefox browser for web browsing, scraping, and page interaction.","publisher":"feder-cr","homepage":"https://github.com/feder-cr/invisible_playwright_mcp","kind":"mcp","hasApi":false,"hasMcp":true,"costRange":"unknown","costNotes":"The repository states an MIT license but does not state product pricing. The standalone web UI requires the user to provide an OpenRouter key, so external model-provider costs may apply; exact costs are unknown.","functions":["browser","code","identity","policy","search","auth","connect","notify"],"slices":[{"functionId":"browser","label":"Interactive browser automation","note":"Drives web pages using pointer movement and key presses in a stealth Firefox browser.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"identity","label":"identity","note":"Inferred from executor","cost":"Unknown"},{"functionId":"policy","label":"policy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"},{"functionId":"auth","label":"auth","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"notify","label":"notify","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"The package explicitly provides an MCP server for assistant integration and a standalone local web UI. It supports browser automation through pointer and keyboard interaction, proxies, persistent profiles, deterministic seeds, and headed operation. A separate related Python library is described as exposing the Playwright API, but an API for this component itself is not explicitly stated.","signals":[],"functionProbabilities":[{"functionId":"browser","value":0.8,"source":"https://github.com/feder-cr/invisible_playwright_mcp","method":"lexical","observedAt":"2026-11-04T06:16:41.176Z"},{"functionId":"code","value":0.8,"source":"https://github.com/feder-cr/invisible_playwright_mcp","method":"lexical","observedAt":"2026-11-04T06:16:41.176Z"},{"functionId":"identity","value":0.8,"source":"https://github.com/feder-cr/invisible_playwright_mcp","method":"lexical","observedAt":"2026-11-04T06:16:41.176Z"},{"functionId":"policy","value":0.8,"source":"https://github.com/feder-cr/invisible_playwright_mcp","method":"lexical","observedAt":"2026-11-04T06:16:41.176Z"},{"functionId":"search","value":0.8,"source":"https://github.com/feder-cr/invisible_playwright_mcp","method":"lexical","observedAt":"2026-11-04T06:16:41.176Z"},{"functionId":"auth","value":0.72,"source":"https://github.com/feder-cr/invisible_playwright_mcp","method":"lexical","observedAt":"2026-11-04T06:16:41.176Z"},{"functionId":"connect","value":0.72,"source":"https://github.com/feder-cr/invisible_playwright_mcp","method":"lexical","observedAt":"2026-11-04T06:16:41.176Z"},{"functionId":"notify","value":0.72,"source":"https://github.com/feder-cr/invisible_playwright_mcp","method":"lexical","observedAt":"2026-11-04T06:16:41.176Z"},{"functionId":"tool-call","value":0.72,"source":"https://github.com/feder-cr/invisible_playwright_mcp","method":"lexical","observedAt":"2026-11-04T06:16:41.176Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/feder-cr/invisible_playwright_mcp","method":"fallback"},{"key":"api","status":"unverified","asserted":"false","evidenceSource":"https://github.com/feder-cr/invisible_playwright_mcp","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/feder-cr/invisible_playwright_mcp","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/feder-cr/invisible_playwright_mcp","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-11-04T06:16:44.035Z","updatedAt":"2026-11-04T06:16:44.035Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/feder-cr/invisible_playwright_mcp","excerpt":"feder-cr\n \n/\n**invisible\\_playwright\\_mcp**\nPublic\n\n* Notifications\n   You must be signed in to change notification settings\n* Fork\n  4.7k\n* Star\n   31.7k\n\nBranchesTags\n\n## Latest commit\n\n## History\n\n353 Commits\n\n## Folders and files\n\n## Re","at":"2026-11-04T06:16:44.035Z"}],"recordId":"cmp_invisible-playwright-mcp","claims":{"name":"Invisible Playwright MCP","summary":"A locally run MCP browser agent and optional web UI that automates a stealth Firefox browser for web browsing, scraping, and page interaction.","kind":"mcp","publisher":"feder-cr","homepage":"https://github.com/feder-cr/invisible_playwright_mcp","costRange":"unknown","costNotes":"The repository states an MIT license but does not state product pricing. The standalone web UI requires the user to provide an OpenRouter key, so external model-provider costs may apply; exact costs are unknown.","functions":["browser","code","identity","policy","search","auth","connect","notify"],"slices":[{"functionId":"browser","label":"Interactive browser automation","note":"Drives web pages using pointer movement and key presses in a stealth Firefox browser.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"identity","label":"identity","note":"Inferred from executor","cost":"Unknown"},{"functionId":"policy","label":"policy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"},{"functionId":"auth","label":"auth","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"notify","label":"notify","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"The package explicitly provides an MCP server for assistant integration and a standalone local web UI. It supports browser automation through pointer and keyboard interaction, proxies, persistent profiles, deterministic seeds, and headed operation. A separate related Python library is described as exposing the Playwright API, but an API for this component itself is not explicitly stated."},"relations":[{"from":"invisible-playwright-mcp","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions auth, code, connect, identity, policy, search. Can fill the same function slot."},{"from":"invisible-playwright-mcp","to":"kogiqa-mcp-web-browser","kind":"fills-same-slot-as","note":"Shared functions browser, code, connect, search. Can fill the same function slot."},{"from":"invisible-playwright-mcp","to":"mcp-ai-gateway","kind":"fills-same-slot-as","note":"Shared functions auth, connect, identity, policy. Can fill the same function slot."},{"from":"invisible-playwright-mcp","to":"camofox-browser-server","kind":"fills-same-slot-as","note":"Shared functions auth, browser, policy, search. Can fill the same function slot."},{"from":"invisible-playwright-mcp","to":"tinyfish-search-api","kind":"fills-same-slot-as","note":"Shared functions auth, browser, code, search. Can fill the same function slot."},{"from":"invisible-playwright-mcp","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions code, connect, policy, search. Can fill the same function slot."},{"from":"invisible-playwright-mcp","to":"grok-xai","kind":"fills-same-slot-as","note":"Shared functions code, connect, search. Can fill the same function slot."},{"from":"invisible-playwright-mcp","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions browser, connect, search. 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":"An MCP surface is declared. No 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 2026-11-04. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/feder-cr/invisible_playwright_mcp","excerpt":"feder-cr\n \n/\n**invisible\\_playwright\\_mcp**\nPublic\n\n* Notifications\n   You must be signed in to change notification settings\n* Fork\n  4.7k\n* Star\n   31.7k\n\nBranchesTags\n\n## Latest commit\n\n## History\n\n353 Commits\n\n## Folders and files\n\n## Re","at":"2026-11-04T06:16:44.035Z"}],"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":"kogiqa-mcp-web-browser","name":"kogiQA MCP Web Browser","summary":"A Model Context Protocol server that gives LLM agents selector-free browser automation for debugging, documenting, and testing web applications through natural-language instructions.","publisher":"atagon-GmbH","homepage":"https://github.com/atagon-GmbH/kogiqa-mcp","kind":"mcp","hasApi":false,"hasMcp":true,"costRange":"unknown","costNotes":"Pricing is not stated on the retrieved page; cost is unknown. The repository lists an MIT license, but no service or usage pricing is provided.","functions":["connect","browser","code","generate","search","test"],"slices":[{"functionId":"browser","label":"Selector-free browser automation","note":"Enables agents to interact with web pages through natural-language instructions without selectors or screenshots.","cost":"Unknown"},{"functionId":"test","label":"Web application testing","note":"Supports smoke tests, exploratory testing, and generation of end-to-end tests.","cost":"Unknown"},{"functionId":"code","label":"Application issue remediation","note":"The page states that agents can automatically fix console errors and suggest CSS fixes.","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"generate","label":"generate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"The page documents an MCP server installable with npx and configurable in Claude Code, VS Code, Cursor, and other MCP clients. This supports composition with MCP-capable agents for browser interaction. No separate API is stated, and operational limits or hosted-service terms are unknown.","signals":[],"functionProbabilities":[{"functionId":"connect","value":0.92,"source":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"lexical","observedAt":"2026-11-04T06:17:27.468Z"},{"functionId":"browser","value":0.8,"source":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"lexical","observedAt":"2026-11-04T06:17:27.468Z"},{"functionId":"code","value":0.8,"source":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"lexical","observedAt":"2026-11-04T06:17:27.468Z"},{"functionId":"generate","value":0.8,"source":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"lexical","observedAt":"2026-11-04T06:17:27.468Z"},{"functionId":"search","value":0.8,"source":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"lexical","observedAt":"2026-11-04T06:17:27.468Z"},{"functionId":"test","value":0.8,"source":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"lexical","observedAt":"2026-11-04T06:17:27.468Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"fallback"},{"key":"api","status":"unverified","asserted":"false","evidenceSource":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-11-04T06:17:30.671Z","updatedAt":"2026-11-04T06:17:30.671Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/atagon-GmbH/kogiqa-mcp","excerpt":"BranchesTags\n\n## Latest commit\n\n## History\n\n20 Commits\n\n## Folders and files\n\n## Repository files navigation\n\n## kogiQA MCP Web Browser\n\nA Model Context Protocol (MCP) server that provides browser automation capabilities using kogiQA. This ","at":"2026-11-04T06:17:30.671Z"}],"recordId":"cmp_kogiqa-mcp-web-browser","claims":{"name":"kogiQA MCP Web Browser","summary":"A Model Context Protocol server that gives LLM agents selector-free browser automation for debugging, documenting, and testing web applications through natural-language instructions.","kind":"mcp","publisher":"atagon-GmbH","homepage":"https://github.com/atagon-GmbH/kogiqa-mcp","costRange":"unknown","costNotes":"Pricing is not stated on the retrieved page; cost is unknown. The repository lists an MIT license, but no service or usage pricing is provided.","functions":["connect","browser","code","generate","search","test"],"slices":[{"functionId":"browser","label":"Selector-free browser automation","note":"Enables agents to interact with web pages through natural-language instructions without selectors or screenshots.","cost":"Unknown"},{"functionId":"test","label":"Web application testing","note":"Supports smoke tests, exploratory testing, and generation of end-to-end tests.","cost":"Unknown"},{"functionId":"code","label":"Application issue remediation","note":"The page states that agents can automatically fix console errors and suggest CSS fixes.","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"generate","label":"generate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"The page documents an MCP server installable with npx and configurable in Claude Code, VS Code, Cursor, and other MCP clients. This supports composition with MCP-capable agents for browser interaction. No separate API is stated, and operational limits or hosted-service terms are unknown."},"relations":[{"from":"kogiqa-mcp-web-browser","to":"grok-xai","kind":"fills-same-slot-as","note":"Shared functions code, connect, generate, search. Can fill the same function slot."},{"from":"kogiqa-mcp-web-browser","to":"rtk","kind":"fills-same-slot-as","note":"Shared functions code, search, test. Can fill the same function slot."},{"from":"kogiqa-mcp-web-browser","to":"rea","kind":"fills-same-slot-as","note":"Shared functions code, connect, test. Can fill the same function slot."},{"from":"kogiqa-mcp-web-browser","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions browser, code, connect, search. Can fill the same function slot."},{"from":"kogiqa-mcp-web-browser","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions browser, connect, search. Can fill the same function slot."},{"from":"kogiqa-mcp-web-browser","to":"executor","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"kogiqa-mcp-web-browser","to":"search","kind":"fills-same-slot-as","note":"Shared functions browser, search. Can fill the same function slot."},{"from":"kogiqa-mcp-web-browser","to":"soar","kind":"fills-same-slot-as","note":"Shared functions connect, search. 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":"An MCP surface is declared. No 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 2026-11-04. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/atagon-GmbH/kogiqa-mcp","excerpt":"BranchesTags\n\n## Latest commit\n\n## History\n\n20 Commits\n\n## Folders and files\n\n## Repository files navigation\n\n## kogiQA MCP Web Browser\n\nA Model Context Protocol (MCP) server that provides browser automation capabilities using kogiQA. This ","at":"2026-11-04T06:17:30.671Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":6},{"slug":"tinyfish-search-api","name":"TinyFish Search API","summary":"Web search API that returns structured titles, snippets, URLs, and ranked results for LLM or programmatic use.","publisher":"TinyFish","homepage":"https://docs.tinyfish.ai/search-api","kind":"resource","hasApi":true,"hasMcp":false,"costRange":"unknown","costNotes":"Search is free up to 12,000 requests per day; beyond that, a positive wallet balance is required. Exact pricing is not stated.","functions":["code","search","browser","store","auth","compose","parse","payment"],"slices":[{"functionId":"search","label":"Structured web search","note":"Returns titles, snippets, URLs, positions, and related result metadata.","cost":"Free up to 12,000 requests per day; exact pricing beyond that is unknown."},{"functionId":"search","label":"Filtered search","note":"Supports location, language, recency, date, domain-type, publication-year, and purpose parameters subject to documented constraints.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"browser","label":"browser","note":"Inferred from executor","cost":"Unknown"},{"functionId":"store","label":"store","note":"Inferred from executor","cost":"Unknown"},{"functionId":"auth","label":"auth","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"parse","label":"parse","note":"Inferred from executor","cost":"Unknown"},{"functionId":"payment","label":"payment","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"http"}],"composabilityRationale":"Provides a public GET API endpoint with API-key authentication, structured results, and Python and JavaScript SDK examples. It supports geo targeting, freshness and date filters, domain types, and optional search intent. MCP support is not stated.","signals":[],"functionProbabilities":[{"functionId":"code","value":0.92,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"},{"functionId":"search","value":0.92,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"},{"functionId":"browser","value":0.8,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"},{"functionId":"store","value":0.8,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"},{"functionId":"auth","value":0.72,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"},{"functionId":"compose","value":0.72,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"},{"functionId":"parse","value":0.72,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"},{"functionId":"payment","value":0.72,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"},{"functionId":"route","value":0.72,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"},{"functionId":"tool-call","value":0.72,"source":"https://docs.tinyfish.ai/search-api","method":"lexical","observedAt":"2026-11-01T04:18:15.836Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"false","evidenceSource":"https://docs.tinyfish.ai/search-api","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://docs.tinyfish.ai/search-api","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://docs.tinyfish.ai/search-api","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://docs.tinyfish.ai/search-api","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-11-01T04:18:16.909Z","updatedAt":"2026-11-01T04:18:16.909Z","sources":[{"kind":"web","label":"executor","url":"https://docs.tinyfish.ai/search-api","excerpt":"Search is free up to 12,000 requests per day. Beyond that, requests need a positive wallet balance.\n\nThe TinyFish Search API lets you run web searches and get back structured results — titles, snippets, and URLs — ready for LLM consumption ","at":"2026-11-01T04:18:16.909Z"}],"recordId":"cmp_tinyfish-search-api","claims":{"name":"TinyFish Search API","summary":"Web search API that returns structured titles, snippets, URLs, and ranked results for LLM or programmatic use.","kind":"resource","publisher":"TinyFish","homepage":"https://docs.tinyfish.ai/search-api","costRange":"unknown","costNotes":"Search is free up to 12,000 requests per day; beyond that, a positive wallet balance is required. Exact pricing is not stated.","functions":["code","search","browser","store","auth","compose","parse","payment"],"slices":[{"functionId":"search","label":"Structured web search","note":"Returns titles, snippets, URLs, positions, and related result metadata.","cost":"Free up to 12,000 requests per day; exact pricing beyond that is unknown."},{"functionId":"search","label":"Filtered search","note":"Supports location, language, recency, date, domain-type, publication-year, and purpose parameters subject to documented constraints.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"browser","label":"browser","note":"Inferred from executor","cost":"Unknown"},{"functionId":"store","label":"store","note":"Inferred from executor","cost":"Unknown"},{"functionId":"auth","label":"auth","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"parse","label":"parse","note":"Inferred from executor","cost":"Unknown"},{"functionId":"payment","label":"payment","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"http"}],"composabilityRationale":"Provides a public GET API endpoint with API-key authentication, structured results, and Python and JavaScript SDK examples. It supports geo targeting, freshness and date filters, domain types, and optional search intent. MCP support is not stated."},"relations":[{"from":"tinyfish-search-api","to":"camofox-browser-server","kind":"fills-same-slot-as","note":"Shared functions auth, browser, compose, search. Can fill the same function slot."},{"from":"tinyfish-search-api","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions auth, code, compose, search. Can fill the same function slot."},{"from":"tinyfish-search-api","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions auth, browser, code, search. Can fill the same function slot."},{"from":"tinyfish-search-api","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions code, compose, search, store. Can fill the same function slot."},{"from":"tinyfish-search-api","to":"kogiqa-mcp-web-browser","kind":"fills-same-slot-as","note":"Shared functions browser, code, search. Can fill the same function slot."},{"from":"tinyfish-search-api","to":"memini","kind":"fills-same-slot-as","note":"Shared functions code, compose, search, store. Can fill the same function slot."},{"from":"tinyfish-search-api","to":"search","kind":"fills-same-slot-as","note":"Shared functions browser, search. Can fill the same function slot."},{"from":"tinyfish-search-api","to":"shadcn-ui","kind":"fills-same-slot-as","note":"Shared functions code, compose. Can fill the same function slot."}],"explain":{"score":6,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"No MCP surface is declared. An API is declared. Cost is unknown. 1 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-11-01. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://docs.tinyfish.ai/search-api","excerpt":"Search is free up to 12,000 requests per day. Beyond that, requests need a positive wallet balance.\n\nThe TinyFish Search API lets you run web searches and get back structured results — titles, snippets, and URLs — ready for LLM consumption ","at":"2026-11-01T04:18:16.909Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":6},{"slug":"vuda-visual-ui-debug-agent","name":"VUDA (Visual UI Debug Agent)","summary":"An MCP server using Playwright to let AI models visually analyze, automate, test, and debug web interfaces.","publisher":"samihalawa","homepage":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","kind":"mcp","hasApi":false,"hasMcp":true,"costRange":"unknown","costNotes":"Unknown: The page states npm/npx installation and an ISC license but provides no pricing or usage-cost information.","functions":["connect","browser","crawl","extract","index","monitor","retrieve","search"],"slices":[{"functionId":"browser","label":"Playwright browser control","note":"Navigate pages and interact through clicks, form filling, selection, hovering, keyboard input, drag-and-drop, and browser history controls.","cost":"Unknown"},{"functionId":"extract","label":"Page and DOM inspection","note":"Extract visible text or rendered HTML and inspect DOM elements, styles, and properties.","cost":"Unknown"},{"functionId":"crawl","label":"Sitemap crawling","note":"Crawl sitemaps and analyze page structure.","cost":"Unknown"},{"functionId":"monitor","label":"Performance and console monitoring","note":"Measure page performance and Core Web Vitals while capturing console errors, warnings, and logs.","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"index","label":"index","note":"Inferred from executor","cost":"Unknown"},{"functionId":"retrieve","label":"retrieve","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"The page declares an MCP server configurable with Claude Desktop and other MCP clients, plus programmatic MCP SDK usage. It requires Node.js 18 or later. API endpoint testing is a tool capability, but no standalone VUDA API interface is 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\n/\n**visual-ui-debug-agent-mcp**\nPublic\n\n* Notifications\n   You must be signed in to change notification settings\n* Fork\n  7\n* Star\n   79\n\nBranchesTags\n\n## Repository files navigation\n\n**Autonomous MCP Server for AI-Powered Visu","at":"2026-11-04T06:17:58.295Z"}],"recordId":"cmp_vuda-visual-ui-debug-agent","claims":{"name":"VUDA (Visual UI Debug Agent)","summary":"An MCP server using Playwright to let AI models visually analyze, automate, test, and debug web interfaces.","kind":"mcp","publisher":"samihalawa","homepage":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","costRange":"unknown","costNotes":"Unknown: The page states npm/npx installation and an ISC license but provides no pricing or usage-cost information.","functions":["connect","browser","crawl","extract","index","monitor","retrieve","search"],"slices":[{"functionId":"browser","label":"Playwright browser control","note":"Navigate pages and interact through clicks, form filling, selection, hovering, 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Default path is llama.cpp (their TurboQuant fork) so small quantized models stay useful for long multi-step work on consumer hardware.","at":"2026-07-23T00:00:00.000Z"}],"interfaces":[],"origin":"seed","notes":[],"createdAt":"2026-07-23T00:00:00.000Z","updatedAt":"2026-07-23T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_atomic-agent","claims":{"name":"Atomic Agent","summary":"Local-first AI agent whose control loop and all state run on the machine. Drives browser, files, approved shell, documents, memory across sessions, scheduled tasks, and MCP tools. 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README pitch: Like a dragon hoarding treasure, Smaug collects the valuable things you bookmark and like. Pipeline (README): 1. Fetch bookmarks/likes via bird CLI (Peter Steinberger) using browser session cookies 2.","at":"2026-09-26T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0,"contribution":0,"why":"No MCP surface is declared. No API is declared. Cost is unknown. 0 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-09-26. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-26-alexknowshtml-smaug.md\nSmaug (MIT, JavaScript) archives Twitter/X bookmarks and optionally likes to markdown. README pitch: Like a dragon hoarding treasure, Smaug collects the valuable things you bookmark and like. Pipeline (README): 1. Fetch bookmarks/likes via bird CLI (Peter Steinberger) using browser session cookies 2.","at":"2026-09-26T00:00:00.000Z"}],"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":5},{"slug":"agency","name":"Agency","summary":"Agency is a local card-feed app from Browser Use: a coding-agent coordinator prepares suggestion cards; the human approves with one click (Send / Apply / Merge). Thesis (X + README): agents find useful work; you decide — “Never prompt again.","kind":"app","repoUrl":"https://github.com/browser-use/agency","publisher":"","hasMcp":false,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["browser"],"functionProbabilities":[{"functionId":"browser","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-09-13-browser-use-agency.md","method":"lexical","observedAt":"2026-09-13T00:00:00.000Z"}],"slices":[{"functionId":"browser","label":"Browser","note":"Agency is a local card-feed app from Browser Use: a coding-agent coordinator prepares suggestion cards; the human approves with one click (Send / Apply / Merge). Thesis (X + README): agents find useful work; you decide — “Never prompt again.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-13-browser-use-agency.md\nAgency is a local card-feed app from Browser Use: a coding-agent coordinator prepares suggestion cards; the human approves with one click (Send / Apply / Merge). Thesis (X + README): agents find useful work; you decide — “Never prompt again.","at":"2026-09-13T00:00:00.000Z"}],"interfaces":[],"origin":"seed","notes":[],"createdAt":"2026-09-13T00:00:00.000Z","updatedAt":"2026-09-13T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_agency","claims":{"name":"Agency","summary":"Agency is a local card-feed app from Browser Use: a coding-agent coordinator prepares suggestion cards; the human approves with one click (Send / Apply / Merge). Thesis (X + README): agents find useful work; you decide — “Never prompt again.","kind":"app","publisher":"","repoUrl":"https://github.com/browser-use/agency","costRange":"unknown","functions":["browser"],"slices":[{"functionId":"browser","label":"Browser","note":"Agency is a local card-feed app from Browser Use: a coding-agent coordinator prepares suggestion cards; the human approves with one click (Send / Apply / Merge). Thesis (X + README): agents find useful work; you decide — “Never prompt again.","cost":"unknown"}],"interfaces":[],"composabilityRationale":""},"relations":[{"from":"agency","to":"human-review","kind":"alternative-to","note":"Shared functions browser. Same kind and overlapping capability."},{"from":"agency","to":"search","kind":"alternative-to","note":"Shared functions browser. Same kind and overlapping capability."}],"signals":[],"claimVerification":[],"explain":{"score":3,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-13-browser-use-agency.md\nAgency is a local card-feed app from Browser Use: a coding-agent coordinator prepares suggestion cards; the human approves with one click (Send / Apply / Merge). Thesis (X + README): agents find useful work; you decide — “Never prompt again.","at":"2026-09-13T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0,"contribution":0,"why":"No MCP surface is declared. No API is declared. Cost is unknown. 0 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-09-13. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-13-browser-use-agency.md\nAgency is a local card-feed app from Browser Use: a coding-agent coordinator prepares suggestion cards; the human approves with one click (Send / Apply / Merge). Thesis (X + README): agents find useful work; you decide — “Never prompt again.","at":"2026-09-13T00:00:00.000Z"}],"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":3,"tags":["agents"]},{"slug":"vellum-assistant","name":"Vellum Assistant","summary":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","kind":"agent","homepage":"https://www.vellum.ai/docs/key-concepts/oauth-integrations","repoUrl":"https://github.com/vellum-ai/vellum-assistant","publisher":"","hasMcp":false,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["browser","memory","auth","tool-call"],"functionProbabilities":[{"functionId":"browser","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-07-28-vellum-assistant-oauth-integrations.md","method":"lexical","observedAt":"2026-07-28T00:00:00.000Z"},{"functionId":"memory","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-07-28-vellum-assistant-oauth-integrations.md","method":"lexical","observedAt":"2026-07-28T00:00:00.000Z"},{"functionId":"auth","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-28-vellum-assistant-oauth-integrations.md","method":"lexical","observedAt":"2026-07-28T00:00:00.000Z"},{"functionId":"tool-call","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-28-vellum-assistant-oauth-integrations.md","method":"lexical","observedAt":"2026-07-28T00:00:00.000Z"}],"slices":[{"functionId":"browser","label":"Browser","note":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","cost":"unknown"},{"functionId":"memory","label":"Memory","note":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","cost":"unknown"},{"functionId":"auth","label":"Auth","note":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","cost":"unknown"},{"functionId":"tool-call","label":"Tool-call","note":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-28-vellum-assistant-oauth-integrations.md\nVellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","at":"2026-07-28T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"ntegrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","at":"2026-07-28T00:00:00.000Z"}],"interfaces":[{"kind":"skill"}],"origin":"seed","notes":[],"createdAt":"2026-07-28T00:00:00.000Z","updatedAt":"2026-07-28T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_vellum-assistant","claims":{"name":"Vellum Assistant","summary":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","kind":"agent","publisher":"","homepage":"https://www.vellum.ai/docs/key-concepts/oauth-integrations","repoUrl":"https://github.com/vellum-ai/vellum-assistant","costRange":"unknown","functions":["browser","memory","auth","tool-call"],"slices":[{"functionId":"browser","label":"Browser","note":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","cost":"unknown"},{"functionId":"memory","label":"Memory","note":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","cost":"unknown"},{"functionId":"auth","label":"Auth","note":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","cost":"unknown"},{"functionId":"tool-call","label":"Tool-call","note":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","cost":"unknown"}],"interfaces":[{"kind":"skill"}],"composabilityRationale":""},"relations":[{"from":"vellum-assistant","to":"atomic-agent","kind":"alternative-to","note":"Shared functions browser, memory, tool-call. Same kind and overlapping capability."},{"from":"vellum-assistant","to":"agent-desktop","kind":"fills-same-slot-as","note":"Shared functions browser, tool-call. Can fill the same function slot."},{"from":"vellum-assistant","to":"asp-net-core","kind":"fills-same-slot-as","note":"Shared functions auth, tool-call. Can fill the same function slot."},{"from":"vellum-assistant","to":"railcode","kind":"fills-same-slot-as","note":"Shared functions auth, tool-call. Can fill the same function slot."},{"from":"vellum-assistant","to":"model-context-protocol","kind":"fills-same-slot-as","note":"Shared functions auth, tool-call. Can fill the same function slot."},{"from":"vellum-assistant","to":"mcp-ai-gateway","kind":"fills-same-slot-as","note":"Shared functions auth, tool-call. Can fill the same function slot."},{"from":"vellum-assistant","to":"build-software-better-together","kind":"fills-same-slot-as","note":"Shared functions memory, tool-call. Can fill the same function slot."},{"from":"vellum-assistant","to":"camofox-browser-server","kind":"fills-same-slot-as","note":"Shared functions auth, browser. Can fill the same function slot."}],"signals":[],"claimVerification":[],"explain":{"score":3,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-28-vellum-assistant-oauth-integrations.md\nVellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. 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The latest dated evidence is 2026-07-28. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-28-vellum-assistant-oauth-integrations.md\nVellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","at":"2026-07-28T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"ntegrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","at":"2026-07-28T00:00:00.000Z"}],"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":3}]}