{"components":[{"slug":"n8n","name":"n8n","summary":"Workflow automation. Compose and schedule slices that agents can call without owning the whole iPaaS.","kind":"app","homepage":"https://n8n.io","repoUrl":"https://github.com/n8n-io/n8n","docsUrl":"https://docs.n8n.io","publisher":"n8n","license":"Sustainable Use","hasMcp":true,"hasApi":true,"costRange":"freemium","composabilityRationale":"HTTP and MCP trigger/execute slices. License is not OSI MIT — Score must show that, not hide it.","functions":["compose","schedule","connect","notify","transform"],"slices":[{"functionId":"schedule","label":"Workflow cron","note":"Heartbeat-style jobs","cost":"self-host or cloud seat"},{"functionId":"compose","label":"Compose","note":"Workflow automation. Compose and schedule slices that agents can call without owning the whole iPaaS.","cost":"freemium"},{"functionId":"connect","label":"Connect","note":"Workflow automation. 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Cost is freemium. 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 2026-09-12. Freshness is omitted unless observed as a signal.","sources":[{"kind":"github","label":"n8n-io/n8n","url":"https://github.com/n8n-io/n8n","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":"2026-09-11T16:33:39.686Z","updatedAt":"2026-09-13T08:56:02.845Z","tags":["automation","agents"],"recordId":"cmp_n8n","claims":{"name":"n8n","summary":"Workflow automation. 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Compose and schedule slices that agents can call without owning the whole iPaaS.","cost":"freemium"},{"functionId":"transform","label":"Transform","note":"Workflow automation. Compose and schedule slices that agents can call without owning the whole iPaaS.","cost":"freemium"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"HTTP and MCP trigger/execute slices. License is not OSI MIT — Score must show that, not hide it."},"interfaces":[{"kind":"mcp"},{"kind":"http"}],"relations":[{"from":"n8n","to":"mobbin-mcp","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."},{"from":"n8n","to":"claude-code","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."},{"from":"n8n","to":"pulsemcp","kind":"fills-same-slot-as","note":"Shared functions connect, notify. Can fill the same function slot."},{"from":"n8n","to":"casdoor","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."},{"from":"n8n","to":"self","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."},{"from":"n8n","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions connect, notify. Can fill the same function slot."},{"from":"n8n","to":"awesome","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."},{"from":"n8n","to":"memini","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-13T08:56:02.845Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-09-13T08:56:02.845Z"}],"functionProbabilities":[],"claimVerification":[]},{"slug":"pulsemcp","name":"PulseMCP","summary":"Directory of MCP servers, clients, use cases, and tools plus an MCP newsletter, with listing ingestion currently paused for process rework.","kind":"resource","homepage":"https://www.pulsemcp.com","publisher":"Tadas Antanavicius, Mike Coughlin","hasMcp":false,"hasApi":false,"costRange":"free","composabilityRationale":"PulseMCP is a discovery and listing layer over the MCP ecosystem rather than an MCP server or API itself. Search, retrieve, and index compose well with other Leyline components; ingest is operationally gated and notify is a newsletter side-channel, so it is a useful catalog but not a runtime building block.","functions":["search","retrieve","index","ingest","notify","connect","tool-call"],"slices":[{"functionId":"search","label":"Explore MCP servers and clients","note":"Public catalog of 602 MCP clients and related MCP servers, use cases, and tools.","cost":"free"},{"functionId":"retrieve","label":"Official MCP resource links","note":"Surfaces docs, contribution, and official registry links for the Model Context Protocol.","cost":"free"},{"functionId":"index","label":"MCP listing catalog","note":"Maintains a browsable index of MCP ecosystem listings.","cost":"free"},{"functionId":"ingest","label":"Server listing submissions","note":"Ingestion and listing-management pipeline for new MCP server submissions; currently paused.","cost":"free"},{"functionId":"notify","label":"Agentic Loop newsletter","note":"Email subscription with confirmation and recaptcha-gated signup to stay current on MCP.","cost":"free"},{"functionId":"connect","label":"Connect","note":"Directory of MCP servers, clients, use cases, and tools plus an MCP newsletter, with listing ingestion currently paused for process rework.","cost":"free"},{"functionId":"tool-call","label":"Tool-call","note":"Directory of MCP servers, clients, use cases, and tools plus an MCP newsletter, with listing ingestion currently paused for process rework.","cost":"free"}],"tweets":[],"sources":[{"kind":"web","label":"web","url":"https://www.pulsemcp.com","excerpt":"An open source framework for building MCP agents - complete with reasoning, system prompts, tool orchestration, and rich MCP-UI support. 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Thanks for your patience!\nMore details\n\n# Explore the Model Context Protocol\n\nEverything ","at":"2026-09-11T16:39:53.704Z"}],"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":[{"kind":"crawl","label":"TinyFish fetch","url":"https://www.pulsemcp.com","excerpt":"Quick heads up! New server submissions and listing changes are paused until mid-August while we rework our ingestion and listing management processes. Thanks for your patience!\nMore details\n\n# Explore the Model Context Protocol\n\nEverything ","at":"2026-09-11T16:39:53.704Z"}],"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 2026-09-11. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"web","url":"https://www.pulsemcp.com","excerpt":"An open source framework for building MCP agents - complete with reasoning, system prompts, tool orchestration, and rich MCP-UI support. September 23, 2025.","at":"2026-09-11T16:39:53.703Z"},{"kind":"crawl","label":"TinyFish fetch","url":"https://www.pulsemcp.com","excerpt":"Quick heads up! New server submissions and listing changes are paused until mid-August while we rework our ingestion and listing management processes. Thanks for your patience!\nMore details\n\n# Explore the Model Context Protocol\n\nEverything ","at":"2026-09-11T16:39:53.704Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"createdAt":"2026-09-11T16:39:53.704Z","updatedAt":"2026-09-13T08:56:02.864Z","recordId":"cmp_pulsemcp","claims":{"name":"PulseMCP","summary":"Directory of MCP servers, clients, use cases, and tools plus an MCP newsletter, with listing ingestion currently paused for process rework.","kind":"resource","publisher":"Tadas Antanavicius, Mike Coughlin","homepage":"https://www.pulsemcp.com","costRange":"free","costNotes":"Public website and newsletter; no paid product or API is evidenced on the page.","functions":["search","retrieve","index","ingest","notify","connect","tool-call"],"slices":[{"functionId":"search","label":"Explore MCP servers and clients","note":"Public catalog of 602 MCP clients and related MCP servers, use cases, and tools.","cost":"free"},{"functionId":"retrieve","label":"Official MCP resource links","note":"Surfaces docs, contribution, and official registry links for the Model Context Protocol.","cost":"free"},{"functionId":"index","label":"MCP listing catalog","note":"Maintains a browsable index of MCP ecosystem listings.","cost":"free"},{"functionId":"ingest","label":"Server listing submissions","note":"Ingestion and listing-management pipeline for new MCP server submissions; currently paused.","cost":"free"},{"functionId":"notify","label":"Agentic Loop newsletter","note":"Email subscription with confirmation and recaptcha-gated signup to stay current on MCP.","cost":"free"},{"functionId":"connect","label":"Connect","note":"Directory of MCP servers, clients, use cases, and tools plus an MCP newsletter, with listing ingestion currently paused for process rework.","cost":"free"},{"functionId":"tool-call","label":"Tool-call","note":"Directory of MCP servers, clients, use cases, and tools plus an MCP newsletter, with listing ingestion currently paused for process rework.","cost":"free"}],"interfaces":[],"composabilityRationale":"PulseMCP is a discovery and listing layer over the MCP ecosystem rather than an MCP server or API itself. Search, retrieve, and index compose well with other Leyline components; ingest is operationally gated and notify is a newsletter side-channel, so it is a useful catalog but not a runtime building block."},"interfaces":[],"relations":[{"from":"pulsemcp","to":"build-software-better-together","kind":"fills-same-slot-as","note":"Shared functions connect, index, ingest, retrieve, tool-call. Can fill the same function slot."},{"from":"pulsemcp","to":"exa","kind":"fills-same-slot-as","note":"Shared functions connect, retrieve, search, tool-call. Can fill the same function slot."},{"from":"pulsemcp","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions connect, index, ingest, retrieve, search. Can fill the same function slot."},{"from":"pulsemcp","to":"lore","kind":"fills-same-slot-as","note":"Shared functions connect, retrieve, search, tool-call. Can fill the same function slot."},{"from":"pulsemcp","to":"vuda-visual-ui-debug-agent","kind":"fills-same-slot-as","note":"Shared functions connect, index, retrieve, search. Can fill the same function slot."},{"from":"pulsemcp","to":"cursor","kind":"fills-same-slot-as","note":"Shared functions connect, retrieve, tool-call. Can fill the same function slot."},{"from":"pulsemcp","to":"firecrawl","kind":"fills-same-slot-as","note":"Shared functions connect, ingest, search. Can fill the same function slot."},{"from":"pulsemcp","to":"monid","kind":"fills-same-slot-as","note":"Shared functions connect, search, tool-call. Can fill the same function slot."}],"signals":[{"key":"human_note_count","value":1,"source":"component-record","method":"stored-notes","observedAt":"2026-09-13T08:56:02.864Z"}],"functionProbabilities":[],"claimVerification":[]},{"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. 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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":"saperly","name":"Saperly","publisher":"Saperly","kind":"app","summary":"Telephony APIs that provision agent phone numbers and support voice calls and SMS.","homepage":"https://saperly.com/","docsUrl":"https://saperly.com/docs/","functions":["telephony","notify"],"costRange":"unknown","recordId":"cmp_saperly","hasMcp":false,"hasApi":true,"costNotes":"Number availability, identity/compliance requirements and usage charges need confirmation before activation.","composabilityRationale":"Use its declared http surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://saperly.com/docs/"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"Saperly official documentation","url":"https://saperly.com/docs/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"telephony","label":"Telephony","note":"Number availability, identity/compliance requirements and usage charges need confirmation before activation.","cost":"unknown"},{"functionId":"notify","label":"Notify","note":"Number availability, identity/compliance requirements and usage charges need confirmation before activation.","cost":"unknown"}],"claims":{"name":"Saperly","summary":"Telephony APIs that provision agent phone numbers and support voice calls and SMS.","kind":"app","publisher":"Saperly","homepage":"https://saperly.com/","docsUrl":"https://saperly.com/docs/","costRange":"unknown","costNotes":"Number availability, identity/compliance requirements and usage charges need confirmation before activation.","functions":["telephony","notify"],"slices":[{"functionId":"telephony","label":"Telephony","note":"Number availability, identity/compliance requirements and usage charges need confirmation before activation.","cost":"unknown"},{"functionId":"notify","label":"Notify","note":"Number availability, identity/compliance requirements and usage charges need confirmation before activation.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://saperly.com/docs/"}],"composabilityRationale":"Use its declared http surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":6,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"Saperly official documentation","url":"https://saperly.com/docs/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"No MCP surface is declared. An API is declared. Cost is unknown. 1 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"Saperly official documentation","url":"https://saperly.com/docs/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is undated. Freshness is omitted unless observed as a signal.","sources":[{"kind":"docs","label":"Saperly official documentation","url":"https://saperly.com/docs/","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":6}]}