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Leyline uses it as intake evidence crawl, not as a locked vendor.","cost":"freemium"}],"tweets":[{"url":"https://x.com/Tiny_Fish/all?sort=popular","author":"x.com","text":"TinyFish brings live web Search, clean Fetch, and Web Agent to ChatGPT, so your agent can find it, read it, and act on it."},{"url":"https://x.com/Tiny_Fish/status/2087572349415768241","author":"x.com","text":"TinyFish brings live web Search, clean Fetch, and Web Agent to ChatGPT, so your agent can find it, read it, and act on it."},{"url":"https://x.com/Tiny_Fish/status/2084701160389415317","author":"x.com","text":"TinyFish brings live web Search, clean Fetch, and Web Agent to Claude and Cowork, so your agent can find it, read it, and act on it."}],"sources":[{"kind":"docs","label":"TinyFish Search API","url":"https://docs.tinyfish.ai/search-api","at":"2026-09-12T00:00:00Z"},{"kind":"docs","label":"TinyFish Fetch API","url":"https://docs.tinyfish.ai/fetch-api","at":"2026-09-12T00:00:00Z"},{"kind":"web","label":"TinyFish pricing","url":"https://www.tinyfish.ai/pricing","at":"2026-09-12T00:00:00Z"},{"kind":"tweet","label":"Keith Zhai on TinyFish search","url":"https://x.com/KeithZhai/status/2097716968845672561","at":"2026-09-12T00:00:00Z"}],"origin":"seed","sector":"search-crawl","notes":[{"authorKind":"human","body":"Named in Leyline concept as a crawl example beside Aside and Firecrawl — examples, not vendor lock.","at":"2026-09-12T00:00:00Z"}],"score":23,"explain":{"score":23,"formula":"100 × sum(weight × value) over observed factors only. 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Free Search and Fetch; metered browser runs. Leyline uses it as intake evidence crawl, not as a locked vendor.","kind":"app","publisher":"TinyFish","homepage":"https://www.tinyfish.ai","docsUrl":"https://docs.tinyfish.ai/search-api","license":"proprietary","costRange":"freemium","costNotes":"Search and Fetch are free. Browser/agent automation draws a wallet.","functions":["search","crawl","extract","browser","connect","observe"],"slices":[{"functionId":"search","label":"Web search","note":"Structured hits for agents","cost":"free"},{"functionId":"crawl","label":"Fetch","note":"URL to markdown/html/json","cost":"free"},{"functionId":"browser","label":"Web automation","note":"Click/fill/login workflows","cost":"metered wallet"},{"functionId":"extract","label":"Extract","note":"Search, fetch, and browser automation for agents. Free Search and Fetch; metered browser runs. 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Same kind and overlapping capability."},{"from":"tinyfish","to":"playwright","kind":"fills-same-slot-as","note":"Shared functions browser, extract, observe. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-13T08:56:02.848Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-09-13T08:56:02.848Z"},{"key":"human_note_count","value":1,"source":"component-record","method":"stored-notes","observedAt":"2026-09-13T08:56:02.848Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"playwright","name":"Playwright","summary":"Browser automation for tests and agents. 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Step ..."},{"url":"https://x.com/Stagehanddev/status/2086849338089857082","author":"x.com","text":"Playwright was built for testing, we built Stagehand for your agent: with improved context management, self-healing actions, and iframe support."},{"url":"https://x.com/DanielPrevoznik/status/2088598330414682325","author":"x.com","text":"it drives a real browser through agent-generated playwright code. the agent can execute arbitrary code directly in the browser vm, which helps minimize network ..."}],"sources":[{"kind":"github","label":"microsoft/playwright","url":"https://github.com/microsoft/playwright","at":"2026-09-12T00:00:00Z"},{"kind":"docs","label":"Playwright docs","url":"https://playwright.dev","at":"2026-09-12T00:00:00Z"}],"origin":"seed","sector":"browser-ops","notes":[],"score":20,"explain":{"score":20,"formula":"100 × sum(weight × value) over observed factors only. 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Cost is free. 3 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Playwright docs","url":"https://playwright.dev","at":"2026-09-12T00:00:00Z"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.3284952023094184,"contribution":0.04598932832331858,"why":"2 sources cover 2 evidence types. The latest dated evidence is 2026-09-12. 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Use the browser slice without taking the whole test-runner product box.","kind":"kit","publisher":"Microsoft","homepage":"https://playwright.dev","repoUrl":"https://github.com/microsoft/playwright","docsUrl":"https://playwright.dev/docs/intro","license":"Apache-2.0","costRange":"free","functions":["browser","test","observe","extract"],"slices":[{"functionId":"browser","label":"Drive Chromium","note":"Click, type, screenshot","cost":"free, local browsers"},{"functionId":"test","label":"E2E runner","note":"Assertion-heavy test suite","cost":"free"},{"functionId":"observe","label":"Observe","note":"Browser automation for tests and agents. Use the browser slice without taking the whole test-runner product box.","cost":"free"},{"functionId":"extract","label":"Extract","note":"Browser automation for tests and agents. 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Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"},{"functionId":"tool-call","label":"Tool-call","note":"Neural web search API aimed at agents. Search slice with citations, distinct from crawl-the-page tools.","cost":"usage"}],"tweets":[],"sources":[{"kind":"docs","label":"Exa docs","url":"https://docs.exa.ai","at":"2026-09-12T00:00:00Z"}],"origin":"seed","sector":"search-crawl","notes":[],"score":18,"explain":{"score":18,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.3,"contribution":0.054,"why":"A licence is declared. 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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","publisher":"","homepage":"https://sitegeist.ai","repoUrl":"https://github.com/0xSero/sitegeist","license":"AGPL-3.0","costRange":"unknown","functions":["code","browser","extract"],"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. 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"},{"functionId":"browser","label":"Browser","note":"Sitegeist 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. 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"},{"functionId":"extract","label":"Extract","note":"Sitegeist 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. 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. 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.","at":"2026-09-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Sitegeist (0xSero fork) — browser sidebar AI + agent MCP bridge","at":"2026-09-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Agent path: build/link cli package sitegeist, then e.g.","at":"2026-09-22T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"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":0.26214289265639185,"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. 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.","at":"2026-09-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Sitegeist (0xSero fork) — browser sidebar AI + agent MCP bridge","at":"2026-09-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"Agent path: build/link cli package sitegeist, then e.g.","at":"2026-09-22T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":10,"tags":["agents"]},{"slug":"camofox-browser-server","name":"CamoFox Browser Server","summary":"A TypeScript browser-automation server for AI agents that exposes the Camoufox stealth browser engine through REST APIs, a CLI, OpenClaw-compatible endpoints, and stated MCP compatibility.","publisher":"redf0x1","homepage":"https://github.com/redf0x1/camofox-browser","kind":"runtime","hasApi":true,"hasMcp":true,"costRange":"unknown","costNotes":"Unknown: The retrieved page provides installation instructions but does not state pricing, hosted-service fees, or usage charges.","functions":["auth","browser","cache","extract","policy","route","search","compose"],"slices":[{"functionId":"browser","label":"Stealth browser automation","note":"Automates a Camoufox-based Firefox engine with engine-level fingerprint spoofing, isolated sessions, tabs, element references, and proxy or geo overrides.","cost":"Unknown"},{"functionId":"extract","label":"Structured page extraction","note":"Provides accessibility snapshots, image listing, snapshot pagination, and deterministic schema-driven JSON extraction without arbitrary JavaScript.","cost":"Unknown"},{"functionId":"search","label":"Search macros","note":"Includes 14 macros for named web services including Google, YouTube, Amazon, Reddit, and Wikipedia.","cost":"Unknown"},{"functionId":"auth","label":"Credential and API authentication","note":"Supports optional bearer authentication when an API key is configured and an AES-256-GCM encrypted credential vault.","cost":"Unknown"},{"functionId":"cache","label":"cache","note":"Inferred from executor","cost":"Unknown"},{"functionId":"policy","label":"policy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"route","label":"route","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The runtime is designed for composition through a language-agnostic REST API, a 50+ command CLI, OpenClaw-compatible endpoints, and an external MCP companion integration. It supports isolated sessions, persistent profiles, structured extraction, and search macros. The product is in Preview, so API behavior and request or response formats may change between minor versions. Hosted-service availability, pricing, and exact MCP companion setup are not stated in the retrieved evidence.","signals":[],"functionProbabilities":[{"functionId":"auth","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"browser","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"cache","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"extract","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"policy","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"route","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"search","value":0.8,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"compose","value":0.72,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"connect","value":0.72,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"monitor","value":0.72,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"observe","value":0.72,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"},{"functionId":"store","value":0.72,"source":"https://github.com/redf0x1/camofox-browser","method":"lexical","observedAt":"2026-11-04T06:17:07.468Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/redf0x1/camofox-browser","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://github.com/redf0x1/camofox-browser","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/redf0x1/camofox-browser","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/redf0x1/camofox-browser","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-11-04T06:17:10.356Z","updatedAt":"2026-11-04T06:17:10.356Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/redf0x1/camofox-browser","excerpt":"BranchesTags\n\n## Repository files navigation\n\n# CamoFox Browser Server\n\n> Anti-detection browser server for AI agents — TypeScript REST API wrapping the Camoufox stealth browser engine\n\n## Table of Contents\n\n## Why CamoFox?\n\n**The Problem**","at":"2026-11-04T06:17:10.356Z"}],"recordId":"cmp_camofox-browser-server","claims":{"name":"CamoFox Browser Server","summary":"A TypeScript browser-automation server for AI agents that exposes the Camoufox stealth browser engine through REST APIs, a CLI, OpenClaw-compatible endpoints, and stated MCP compatibility.","kind":"runtime","publisher":"redf0x1","homepage":"https://github.com/redf0x1/camofox-browser","costRange":"unknown","costNotes":"Unknown: The retrieved page provides installation instructions but does not state pricing, hosted-service fees, or usage charges.","functions":["auth","browser","cache","extract","policy","route","search","compose"],"slices":[{"functionId":"browser","label":"Stealth browser automation","note":"Automates a Camoufox-based Firefox engine with engine-level fingerprint spoofing, isolated sessions, tabs, element references, and proxy or geo overrides.","cost":"Unknown"},{"functionId":"extract","label":"Structured page extraction","note":"Provides accessibility snapshots, image listing, snapshot pagination, and deterministic schema-driven JSON extraction without arbitrary JavaScript.","cost":"Unknown"},{"functionId":"search","label":"Search macros","note":"Includes 14 macros for named web services including Google, YouTube, Amazon, Reddit, and Wikipedia.","cost":"Unknown"},{"functionId":"auth","label":"Credential and API authentication","note":"Supports optional bearer authentication when an API key is configured and an AES-256-GCM encrypted credential vault.","cost":"Unknown"},{"functionId":"cache","label":"cache","note":"Inferred from executor","cost":"Unknown"},{"functionId":"policy","label":"policy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"route","label":"route","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The runtime is designed for composition through a language-agnostic REST API, a 50+ command CLI, OpenClaw-compatible endpoints, and an external MCP companion integration. It supports isolated sessions, persistent profiles, structured extraction, and search macros. The product is in Preview, so API behavior and request or response formats may change between minor versions. Hosted-service availability, pricing, and exact MCP companion setup are not stated in the retrieved evidence."},"relations":[{"from":"camofox-browser-server","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions auth, compose, policy, search. Can fill the same function slot."},{"from":"camofox-browser-server","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions auth, browser, policy, search. Can fill the same function slot."},{"from":"camofox-browser-server","to":"tinyfish-search-api","kind":"fills-same-slot-as","note":"Shared functions auth, browser, compose, search. Can fill the same function slot."},{"from":"camofox-browser-server","to":"anyapi","kind":"fills-same-slot-as","note":"Shared functions extract, route, search. Can fill the same function slot."},{"from":"camofox-browser-server","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions browser, extract, search. Can fill the same function slot."},{"from":"camofox-browser-server","to":"mcp-ai-gateway","kind":"fills-same-slot-as","note":"Shared functions auth, policy, route. Can fill the same function slot."},{"from":"camofox-browser-server","to":"search","kind":"fills-same-slot-as","note":"Shared functions browser, search. Can fill the same function slot."},{"from":"camofox-browser-server","to":"human-review","kind":"fills-same-slot-as","note":"Shared functions browser, route. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-11-04. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/redf0x1/camofox-browser","excerpt":"BranchesTags\n\n## Repository files navigation\n\n# CamoFox Browser Server\n\n> Anti-detection browser server for AI agents — TypeScript REST API wrapping the Camoufox stealth browser engine\n\n## Table of Contents\n\n## Why CamoFox?\n\n**The Problem**","at":"2026-11-04T06:17:10.356Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"cloro","name":"cloro","publisher":"cloro","kind":"app","summary":"Returns structured search and AI-response results, including available source citations.","homepage":"https://cloro.dev/","docsUrl":"https://cloro.dev/docs","functions":["search","observe","extract"],"costRange":"unknown","recordId":"cmp_cloro","hasMcp":true,"hasApi":true,"costNotes":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://cloro.dev/docs"},{"kind":"mcp","specUrl":"https://cloro.dev/docs"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"cloro official documentation","url":"https://cloro.dev/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","cost":"unknown"},{"functionId":"observe","label":"Observe","note":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","cost":"unknown"}],"claims":{"name":"cloro","summary":"Returns structured search and AI-response results, including available source citations.","kind":"app","publisher":"cloro","homepage":"https://cloro.dev/","docsUrl":"https://cloro.dev/docs","costRange":"unknown","costNotes":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","functions":["search","observe","extract"],"slices":[{"functionId":"search","label":"Search","note":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","cost":"unknown"},{"functionId":"observe","label":"Observe","note":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"Provider, location and credit choices affect results; vendor output is not independent verification of an answer.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://cloro.dev/docs"},{"kind":"mcp","specUrl":"https://cloro.dev/docs"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"cloro","to":"tinyfish","kind":"alternative-to","note":"Shared functions extract, observe, search. Same kind and overlapping capability."},{"from":"cloro","to":"litescrape","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."},{"from":"cloro","to":"search1api","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."},{"from":"cloro","to":"dataforseo","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."},{"from":"cloro","to":"tikhub","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."},{"from":"cloro","to":"anyapi","kind":"fills-same-slot-as","note":"Shared functions extract, search. Can fill the same function slot."},{"from":"cloro","to":"playwright","kind":"fills-same-slot-as","note":"Shared functions extract, observe. Can fill the same function slot."},{"from":"cloro","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions extract, search. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"cloro official documentation","url":"https://cloro.dev/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"cloro official documentation","url":"https://cloro.dev/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"cloro official documentation","url":"https://cloro.dev/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"expand-fetch","name":"Expand Fetch","publisher":"Expand","kind":"app","summary":"Fetches rendered web pages as source-linked Markdown and structured page state for agents.","homepage":"https://expand.ai/","docsUrl":"https://expand.ai/docs","functions":["retrieve","extract"],"costRange":"unknown","recordId":"cmp_expand-fetch","hasMcp":true,"hasApi":true,"costNotes":"No extraction-accuracy or performance result was measured. Check the chosen Fetch contract and current usage limits.","composabilityRationale":"Use its declared http, cli, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://expand.ai/docs"},{"kind":"cli","specUrl":"https://expand.ai/docs"},{"kind":"mcp","specUrl":"https://expand.ai/docs"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"Expand Fetch official documentation","url":"https://expand.ai/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"retrieve","label":"Retrieve","note":"No extraction-accuracy or performance result was measured. Check the chosen Fetch contract and current usage limits.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"No extraction-accuracy or performance result was measured. Check the chosen Fetch contract and current usage limits.","cost":"unknown"}],"claims":{"name":"Expand Fetch","summary":"Fetches rendered web pages as source-linked Markdown and structured page state for agents.","kind":"app","publisher":"Expand","homepage":"https://expand.ai/","docsUrl":"https://expand.ai/docs","costRange":"unknown","costNotes":"No extraction-accuracy or performance result was measured. Check the chosen Fetch contract and current usage limits.","functions":["retrieve","extract"],"slices":[{"functionId":"retrieve","label":"Retrieve","note":"No extraction-accuracy or performance result was measured. Check the chosen Fetch contract and current usage limits.","cost":"unknown"},{"functionId":"extract","label":"Extract","note":"No extraction-accuracy or performance result was measured. Check the chosen Fetch contract and current usage limits.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://expand.ai/docs"},{"kind":"cli","specUrl":"https://expand.ai/docs"},{"kind":"mcp","specUrl":"https://expand.ai/docs"}],"composabilityRationale":"Use its declared http, cli, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"expand-fetch","to":"litescrape","kind":"alternative-to","note":"Shared functions extract, retrieve. Same kind and overlapping capability."},{"from":"expand-fetch","to":"dataforseo","kind":"alternative-to","note":"Shared functions extract, retrieve. Same kind and overlapping capability."},{"from":"expand-fetch","to":"tikhub","kind":"alternative-to","note":"Shared functions extract, retrieve. Same kind and overlapping capability."},{"from":"expand-fetch","to":"exa","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve. Can fill the same function slot."},{"from":"expand-fetch","to":"lore","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve. Can fill the same function slot."},{"from":"expand-fetch","to":"vuda-visual-ui-debug-agent","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve. Can fill the same function slot."},{"from":"expand-fetch","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"Expand Fetch official documentation","url":"https://expand.ai/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Expand Fetch official documentation","url":"https://expand.ai/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"Expand Fetch official documentation","url":"https://expand.ai/docs","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"litescrape","name":"Litescrape","publisher":"Litescrape","kind":"app","summary":"Search and data-extraction APIs for supported web services, with an MCP integration.","homepage":"https://litescrape.com/","docsUrl":"https://litescrape.com/docs","functions":["search","extract","retrieve"],"costRange":"unknown","recordId":"cmp_litescrape","hasMcp":true,"hasApi":true,"costNotes":"Check the specific endpoint contract, availability, concurrency and price before use.","composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. 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Same kind and overlapping capability."},{"from":"litescrape","to":"crunchbase","kind":"alternative-to","note":"Shared functions retrieve, search. Same kind and overlapping capability."},{"from":"litescrape","to":"search1api","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. 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Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"MrScraper official documentation","url":"https://docs.mrscraper.com/docs/getting-started/overview","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. 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Source review does not establish integration success or observed usage."},"relations":[{"from":"search1api","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions crawl, extract, search. Can fill the same function slot."},{"from":"search1api","to":"firecrawl","kind":"alternative-to","note":"Shared functions crawl, extract, search. Same kind and overlapping capability."},{"from":"search1api","to":"exa","kind":"alternative-to","note":"Shared functions crawl, extract, search. Same kind and overlapping capability."},{"from":"search1api","to":"tinyfish","kind":"alternative-to","note":"Shared functions crawl, extract, search. Same kind and overlapping capability."},{"from":"search1api","to":"cloro","kind":"alternative-to","note":"Shared functions extract, search. Same kind and overlapping capability."},{"from":"search1api","to":"litescrape","kind":"alternative-to","note":"Shared functions extract, search. 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Can fill the same function slot."},{"from":"local-faiss-mcp-server","to":"cognee","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed, memory, retrieve. Can fill the same function slot."},{"from":"local-faiss-mcp-server","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions code, connect, index, memory, search, store. Can fill the same function slot."},{"from":"local-faiss-mcp-server","to":"llamaindex","kind":"fills-same-slot-as","note":"Shared functions embed, index, ingest, memory, retrieve. Can fill the same function slot."},{"from":"local-faiss-mcp-server","to":"pulsemcp","kind":"fills-same-slot-as","note":"Shared functions connect, index, ingest, retrieve, search. Can fill the same function slot."}],"explain":{"score":6,"formula":"100 × sum(weight × value) over observed factors only. 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The latest dated evidence is 2026-10-16. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/nonatofabio/local_faiss_mcp","excerpt":"BranchesTags\n\n## Latest commit\n\n## History\n\n37 Commits\n\n## Folders and files\n\n## Repository files navigation\n\n# Local FAISS MCP Server\n\nA Model Context Protocol (MCP) server that provides local vector database functionality using FAISS for ","at":"2026-10-16T06:16:49.468Z"}],"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":"lore","name":"Lore","summary":"Open-source shared persistent memory for AI agents, backed by Notion. 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It does not state a price, usage fee, seat cost, or whether a paid Notion plan is required.","functions":["memory","extract","search","store","connect","evaluate","retrieve","tool-call"],"slices":[{"functionId":"memory","label":"Shared agent memory vault","note":"Persistent shared memory for experiential knowledge, follow-up tasks, decision records, and procedures, stored as related Notion pages.","cost":"Unknown"},{"functionId":"store","label":"Background memory write","note":"Hooks prompt agents to store information and save it in the background. Facts expire unless reinforced and can be linked with supersedes, scoped, or conflicts_with.","cost":"Unknown"},{"functionId":"retrieve","label":"Session context retrieval","note":"Sessions can start with relevant vault context, and agents can fetch and expand stored memories through Lore tools.","cost":"Unknown"},{"functionId":"search","label":"Structured vault search","note":"Projects, Topics, Memories, Entities, and Facts are related so agents have a predictable search structure, including fuzzy search across those relations.","cost":"Unknown"},{"functionId":"extract","label":"extract","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"evaluate","label":"evaluate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"tool-call","label":"tool-call","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"The page states any MCP-compatible agent harness can reference the vault through lore-* MCP tools, while humans can use the same Notion pages or a Lore CLI. It contrasts this with harness-local, model-provider, and single-machine file memory. Exact tool schemas, authentication, and any non-MCP HTTP API are not specified in the retrieved text.","signals":[],"functionProbabilities":[{"functionId":"memory","value":0.92,"source":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"lexical","observedAt":"2026-10-16T00:14:10.454Z"},{"functionId":"extract","value":0.8,"source":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"lexical","observedAt":"2026-10-16T00:14:10.454Z"},{"functionId":"search","value":0.8,"source":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"lexical","observedAt":"2026-10-16T00:14:10.454Z"},{"functionId":"store","value":0.8,"source":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"lexical","observedAt":"2026-10-16T00:14:10.454Z"},{"functionId":"connect","value":0.72,"source":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"lexical","observedAt":"2026-10-16T00:14:10.454Z"},{"functionId":"evaluate","value":0.72,"source":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"lexical","observedAt":"2026-10-16T00:14:10.454Z"},{"functionId":"retrieve","value":0.72,"source":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"lexical","observedAt":"2026-10-16T00:14:10.454Z"},{"functionId":"tool-call","value":0.72,"source":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"lexical","observedAt":"2026-10-16T00:14:10.454Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"fallback"},{"key":"api","status":"unverified","asserted":"false","evidenceSource":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-16T00:14:11.348Z","updatedAt":"2026-10-16T00:14:11.348Z","sources":[{"kind":"web","label":"executor","url":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","excerpt":"All posts\n\nAll posts\n\nPublished August 18, 2026 in Tech\n\n# Building Shared Memory for AI Agents in Notion\n\nBy Hesham Salman\n\nEngineering, Notion\n\nAs software engineering changes, tribal knowledge is increasingly concentrated not only in a s","at":"2026-10-16T00:14:11.348Z"}],"recordId":"cmp_lore","claims":{"name":"Lore","summary":"Open-source shared persistent memory for AI agents, backed by Notion. A Lore vault is a Notion page with Projects, Topics, Memories, Entities, and Facts databases so later sessions and people can reuse experiential knowledge, follow-up tasks, decision records, and procedures. Age","kind":"mcp","publisher":"Notion","homepage":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","costRange":"unknown","costNotes":"Unknown: The page states Lore is open source under the MIT license and stored in Notion. It does not state a price, usage fee, seat cost, or whether a paid Notion plan is required.","functions":["memory","extract","search","store","connect","evaluate","retrieve","tool-call"],"slices":[{"functionId":"memory","label":"Shared agent memory vault","note":"Persistent shared memory for experiential knowledge, follow-up tasks, decision records, and procedures, stored as related Notion pages.","cost":"Unknown"},{"functionId":"store","label":"Background memory write","note":"Hooks prompt agents to store information and save it in the background. Facts expire unless reinforced and can be linked with supersedes, scoped, or conflicts_with.","cost":"Unknown"},{"functionId":"retrieve","label":"Session context retrieval","note":"Sessions can start with relevant vault context, and agents can fetch and expand stored memories through Lore tools.","cost":"Unknown"},{"functionId":"search","label":"Structured vault search","note":"Projects, Topics, Memories, Entities, and Facts are related so agents have a predictable search structure, including fuzzy search across those relations.","cost":"Unknown"},{"functionId":"extract","label":"extract","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"evaluate","label":"evaluate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"tool-call","label":"tool-call","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"The page states any MCP-compatible agent harness can reference the vault through lore-* MCP tools, while humans can use the same Notion pages or a Lore CLI. It contrasts this with harness-local, model-provider, and single-machine file memory. Exact tool schemas, authentication, and any non-MCP HTTP API are not specified in the retrieved text."},"relations":[{"from":"lore","to":"exa","kind":"fills-same-slot-as","note":"Shared functions connect, extract, retrieve, search, tool-call. Can fill the same function slot."},{"from":"lore","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions connect, extract, memory, retrieve, search, store. Can fill the same function slot."},{"from":"lore","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions connect, evaluate, memory, search, store. Can fill the same function slot."},{"from":"lore","to":"dataforseo","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve, search. Can fill the same function slot."},{"from":"lore","to":"litescrape","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve, search. Can fill the same function slot."},{"from":"lore","to":"tikhub","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve, search. Can fill the same function slot."},{"from":"lore","to":"pulsemcp","kind":"fills-same-slot-as","note":"Shared functions connect, retrieve, search, tool-call. Can fill the same function slot."},{"from":"lore","to":"memini","kind":"fills-same-slot-as","note":"Shared functions connect, memory, retrieve, search, store. 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 2026-10-16. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://www.notion.com/blog/building-shared-memory-for-ai-agents-in-notion","excerpt":"All posts\n\nAll posts\n\nPublished August 18, 2026 in Tech\n\n# Building Shared Memory for AI Agents in Notion\n\nBy Hesham Salman\n\nEngineering, Notion\n\nAs software engineering changes, tribal knowledge is increasingly concentrated not only in a s","at":"2026-10-16T00:14:11.348Z"}],"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,"tags":["agents"]},{"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, 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 declared."},"relations":[{"from":"vuda-visual-ui-debug-agent","to":"exa","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, retrieve, search. Can fill the same function slot."},{"from":"vuda-visual-ui-debug-agent","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions browser, connect, crawl, extract, search. Can fill the same function slot."},{"from":"vuda-visual-ui-debug-agent","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, search. Can fill the same function slot."},{"from":"vuda-visual-ui-debug-agent","to":"firecrawl","kind":"fills-same-slot-as","note":"Shared functions connect, crawl, extract, search. Can fill the same function slot."},{"from":"vuda-visual-ui-debug-agent","to":"dataforseo","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve, search. Can fill the same function slot."},{"from":"vuda-visual-ui-debug-agent","to":"litescrape","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve, search. Can fill the same function slot."},{"from":"vuda-visual-ui-debug-agent","to":"search1api","kind":"fills-same-slot-as","note":"Shared functions crawl, extract, search. Can fill the same function slot."},{"from":"vuda-visual-ui-debug-agent","to":"tikhub","kind":"fills-same-slot-as","note":"Shared functions extract, retrieve, 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/samihalawa/visual-ui-debug-agent-mcp","excerpt":"samihalawa\n \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"}],"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}]}