{"components":[{"slug":"world-monitor","name":"World Monitor","summary":"Open-source real-time global intelligence / situational-awareness dashboard — AI-synthesized news, multi-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs). README one-liner: AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.","kind":"app","homepage":"https://www.worldmonitor.app","repoUrl":"https://github.com/koala73/worldmonitor","docsUrl":"https://www.worldmonitor.app/docs/documentation","publisher":"Elie Habib","hasMcp":true,"hasApi":true,"costRange":"unknown","composabilityRationale":"","functions":["connect","monitor"],"functionProbabilities":[{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-22-koala73-worldmonitor.md","method":"lexical","observedAt":"2026-07-22T00:00:00.000Z"},{"functionId":"monitor","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-22-koala73-worldmonitor.md","method":"lexical","observedAt":"2026-07-22T00:00:00.000Z"}],"slices":[{"functionId":"connect","label":"Connect","note":"Open-source real-time global intelligence / situational-awareness dashboard — AI-synthesized news, multi-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs). README one-liner: AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.","cost":"unknown"},{"functionId":"monitor","label":"Monitor","note":"Open-source real-time global intelligence / situational-awareness dashboard — AI-synthesized news, multi-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs). README one-liner: AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-22-koala73-worldmonitor.md\nOpen-source real-time global intelligence / situational-awareness dashboard — AI-synthesized news, multi-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs). README one-liner: AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"ulti-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"aps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"ayer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"http"},{"kind":"sdk"}],"origin":"seed","notes":[],"createdAt":"2026-07-22T00:00:00.000Z","updatedAt":"2026-07-22T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_world-monitor","claims":{"name":"World Monitor","summary":"Open-source real-time global intelligence / situational-awareness dashboard — AI-synthesized news, multi-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs). README one-liner: AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.","kind":"app","publisher":"Elie Habib","homepage":"https://www.worldmonitor.app","repoUrl":"https://github.com/koala73/worldmonitor","docsUrl":"https://www.worldmonitor.app/docs/documentation","costRange":"unknown","functions":["connect","monitor"],"slices":[{"functionId":"connect","label":"Connect","note":"Open-source real-time global intelligence / situational-awareness dashboard — AI-synthesized news, multi-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs). README one-liner: AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.","cost":"unknown"},{"functionId":"monitor","label":"Monitor","note":"Open-source real-time global intelligence / situational-awareness dashboard — AI-synthesized news, multi-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs). README one-liner: AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"http"},{"kind":"sdk"}],"composabilityRationale":""},"relations":[{"from":"world-monitor","to":"monid-289f37","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"world-monitor","to":"dory","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"world-monitor","to":"concentrate-ai","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"world-monitor","to":"google-workspace-cli","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"world-monitor","to":"mailcheap","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"world-monitor","to":"refero","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"world-monitor","to":"larasend","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"world-monitor","to":"rare-ui","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."}],"signals":[{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-07-22T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":14,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.15,"contribution":0.027,"why":"Documentation is available.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-22-koala73-worldmonitor.md\nOpen-source real-time global intelligence / situational-awareness dashboard — AI-synthesized news, multi-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs). README one-liner: AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"ulti-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"aps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"ayer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.3095666486376143,"contribution":0.043339330809266004,"why":"5 sources cover 1 evidence types. The latest dated evidence is 2026-07-22. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-22-koala73-worldmonitor.md\nOpen-source real-time global intelligence / situational-awareness dashboard — AI-synthesized news, multi-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs). README one-liner: AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"ulti-layer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"aps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"ayer maps, finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"},{"kind":"human","label":"Catalogue resource card","excerpt":"finance/infra/military/disaster signals, plus first-class agent surfaces (MCP, REST, CLI, SDKs).","at":"2026-07-22T00:00:00.000Z"}],"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":14},{"slug":"akta-pro","name":"akta.pro","publisher":"akta.pro","kind":"app","summary":"Company-data and signal APIs for searching, enriching and monitoring organizations.","homepage":"https://akta.pro/","docsUrl":"https://docs.akta.pro/getting-started/overview","functions":["search","enrich","monitor"],"costRange":"unknown","recordId":"cmp_akta-pro","hasMcp":true,"hasApi":true,"costNotes":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://docs.akta.pro/getting-started/overview"},{"kind":"mcp","specUrl":"https://docs.akta.pro/getting-started/overview"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"akta.pro official documentation","url":"https://docs.akta.pro/getting-started/overview","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","cost":"unknown"},{"functionId":"monitor","label":"Monitor","note":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","cost":"unknown"}],"claims":{"name":"akta.pro","summary":"Company-data and signal APIs for searching, enriching and monitoring organizations.","kind":"app","publisher":"akta.pro","homepage":"https://akta.pro/","docsUrl":"https://docs.akta.pro/getting-started/overview","costRange":"unknown","costNotes":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","functions":["search","enrich","monitor"],"slices":[{"functionId":"search","label":"Search","note":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","cost":"unknown"},{"functionId":"monitor","label":"Monitor","note":"Field coverage, signal freshness and credit prices are vendor supplied and were not measured.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://docs.akta.pro/getting-started/overview"},{"kind":"mcp","specUrl":"https://docs.akta.pro/getting-started/overview"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"akta-pro","to":"ploid","kind":"alternative-to","note":"Shared functions enrich, monitor, search. Same kind and overlapping capability."},{"from":"akta-pro","to":"contactout","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"akta-pro","to":"apollo","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"akta-pro","to":"crunchbase","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"akta-pro","to":"hunter","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"akta-pro","to":"tendata","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"akta-pro","to":"anyapi","kind":"fills-same-slot-as","note":"Shared functions enrich, search. Can fill the same function slot."},{"from":"akta-pro","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions enrich, search. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"akta.pro official documentation","url":"https://docs.akta.pro/getting-started/overview","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"akta.pro official documentation","url":"https://docs.akta.pro/getting-started/overview","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"akta.pro official documentation","url":"https://docs.akta.pro/getting-started/overview","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"ploid","name":"Ploid","publisher":"Ploid","kind":"app","summary":"People and company research APIs for search, enrichment and public-profile monitoring.","homepage":"https://ploid.com/","docsUrl":"https://ploid.com/documentation/api","functions":["search","enrich","monitor"],"costRange":"unknown","recordId":"cmp_ploid","hasMcp":true,"hasApi":true,"costNotes":"Some endpoints are beta, preview or plan restricted. Confirm the chosen operation in its OpenAPI contract.","composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://ploid.com/documentation/api"},{"kind":"mcp","specUrl":"https://ploid.com/documentation/api"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"Ploid official documentation","url":"https://ploid.com/documentation/api","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"search","label":"Search","note":"Some endpoints are beta, preview or plan restricted. Confirm the chosen operation in its OpenAPI contract.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Some endpoints are beta, preview or plan restricted. Confirm the chosen operation in its OpenAPI contract.","cost":"unknown"},{"functionId":"monitor","label":"Monitor","note":"Some endpoints are beta, preview or plan restricted. Confirm the chosen operation in its OpenAPI contract.","cost":"unknown"}],"claims":{"name":"Ploid","summary":"People and company research APIs for search, enrichment and public-profile monitoring.","kind":"app","publisher":"Ploid","homepage":"https://ploid.com/","docsUrl":"https://ploid.com/documentation/api","costRange":"unknown","costNotes":"Some endpoints are beta, preview or plan restricted. Confirm the chosen operation in its OpenAPI contract.","functions":["search","enrich","monitor"],"slices":[{"functionId":"search","label":"Search","note":"Some endpoints are beta, preview or plan restricted. Confirm the chosen operation in its OpenAPI contract.","cost":"unknown"},{"functionId":"enrich","label":"Enrich","note":"Some endpoints are beta, preview or plan restricted. Confirm the chosen operation in its OpenAPI contract.","cost":"unknown"},{"functionId":"monitor","label":"Monitor","note":"Some endpoints are beta, preview or plan restricted. Confirm the chosen operation in its OpenAPI contract.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://ploid.com/documentation/api"},{"kind":"mcp","specUrl":"https://ploid.com/documentation/api"}],"composabilityRationale":"Use its declared http, mcp surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"ploid","to":"akta-pro","kind":"alternative-to","note":"Shared functions enrich, monitor, search. Same kind and overlapping capability."},{"from":"ploid","to":"contactout","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"ploid","to":"apollo","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"ploid","to":"crunchbase","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"ploid","to":"hunter","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"ploid","to":"tendata","kind":"alternative-to","note":"Shared functions enrich, search. Same kind and overlapping capability."},{"from":"ploid","to":"anyapi","kind":"fills-same-slot-as","note":"Shared functions enrich, search. Can fill the same function slot."},{"from":"ploid","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions enrich, search. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"Ploid official documentation","url":"https://ploid.com/documentation/api","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Ploid official documentation","url":"https://ploid.com/documentation/api","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"Ploid official documentation","url":"https://ploid.com/documentation/api","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9},{"slug":"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 declared.","signals":[],"functionProbabilities":[{"functionId":"connect","value":0.92,"source":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","method":"lexical","observedAt":"2026-11-04T06:17:55.456Z"},{"functionId":"browser","value":0.8,"source":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","method":"lexical","observedAt":"2026-11-04T06:17:55.456Z"},{"functionId":"crawl","value":0.8,"source":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","method":"lexical","observedAt":"2026-11-04T06:17:55.456Z"},{"functionId":"extract","value":0.8,"source":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","method":"lexical","observedAt":"2026-11-04T06:17:55.456Z"},{"functionId":"index","value":0.8,"source":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","method":"lexical","observedAt":"2026-11-04T06:17:55.456Z"},{"functionId":"monitor","value":0.8,"source":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","method":"lexical","observedAt":"2026-11-04T06:17:55.456Z"},{"functionId":"retrieve","value":0.8,"source":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","method":"lexical","observedAt":"2026-11-04T06:17:55.456Z"},{"functionId":"search","value":0.8,"source":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","method":"lexical","observedAt":"2026-11-04T06:17:55.456Z"},{"functionId":"test","value":0.8,"source":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","method":"lexical","observedAt":"2026-11-04T06:17:55.456Z"},{"functionId":"auth","value":0.72,"source":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","method":"lexical","observedAt":"2026-11-04T06:17:55.456Z"},{"functionId":"compose","value":0.72,"source":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","method":"lexical","observedAt":"2026-11-04T06:17:55.456Z"},{"functionId":"notify","value":0.72,"source":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","method":"lexical","observedAt":"2026-11-04T06:17:55.456Z"},{"functionId":"tool-call","value":0.72,"source":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","method":"lexical","observedAt":"2026-11-04T06:17:55.456Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","method":"fallback"},{"key":"api","status":"unverified","asserted":"false","evidenceSource":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/samihalawa/visual-ui-debug-agent-mcp","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-11-04T06:17:58.295Z","updatedAt":"2026-11-04T06:17:58.295Z","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"}],"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}]}