{"slug":"github","name":"Github","summary":"108 lines (105 loc) · 25.3 KB","publisher":"github.com","homepage":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","kind":"mcp","hasApi":true,"hasMcp":true,"costRange":"free","costNotes":"Cost range free taken from intake evidence.","functions":["code","browser","deploy","memory","monitor","search","connect","crawl"],"slices":[{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"browser","label":"browser","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"memory","label":"memory","note":"Inferred from executor","cost":"Unknown"},{"functionId":"monitor","label":"monitor","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"crawl","label":"crawl","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed.","signals":[],"functionProbabilities":[{"functionId":"code","value":0.92,"source":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","method":"lexical","observedAt":"2026-10-19T01:30:38.262Z"},{"functionId":"browser","value":0.8,"source":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","method":"lexical","observedAt":"2026-10-19T01:30:38.262Z"},{"functionId":"deploy","value":0.8,"source":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","method":"lexical","observedAt":"2026-10-19T01:30:38.262Z"},{"functionId":"memory","value":0.8,"source":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","method":"lexical","observedAt":"2026-10-19T01:30:38.262Z"},{"functionId":"monitor","value":0.8,"source":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","method":"lexical","observedAt":"2026-10-19T01:30:38.262Z"},{"functionId":"search","value":0.8,"source":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","method":"lexical","observedAt":"2026-10-19T01:30:38.262Z"},{"functionId":"connect","value":0.72,"source":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","method":"lexical","observedAt":"2026-10-19T01:30:38.262Z"},{"functionId":"crawl","value":0.72,"source":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","method":"lexical","observedAt":"2026-10-19T01:30:38.262Z"},{"functionId":"embed","value":0.72,"source":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","method":"lexical","observedAt":"2026-10-19T01:30:38.262Z"},{"functionId":"generate","value":0.72,"source":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","method":"lexical","observedAt":"2026-10-19T01:30:38.262Z"},{"functionId":"rank","value":0.72,"source":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","method":"lexical","observedAt":"2026-10-19T01:30:38.262Z"},{"functionId":"retrieve","value":0.72,"source":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","method":"lexical","observedAt":"2026-10-19T01:30:38.262Z"},{"functionId":"test","value":0.72,"source":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","method":"lexical","observedAt":"2026-10-19T01:30:38.262Z"},{"functionId":"tool-call","value":0.72,"source":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","method":"lexical","observedAt":"2026-10-19T01:30:38.262Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","method":"fallback"},{"key":"cost","status":"unverified","asserted":"free","evidenceSource":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-19T01:30:39.056Z","updatedAt":"2026-10-19T01:35:34.091Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","excerpt":"##\n\n# AI Agents.md\n\n## Latest commit\n\n## History\n\nHistory\n\n108 lines (105 loc) · 25.3 KB\n\n# AI Agents.md\n\n## File metadata and controls\n\n108 lines (105 loc) · 25.3 KB\n\nRaw\n\n# Github Ranking\n\n## Top 100 Stars in AI\\_Agents\n\n| Ranking | Proje","at":"2026-10-19T01:30:39.056Z"},{"kind":"web","label":"executor","url":"https://github.com/unclecode/crawl4AI","excerpt":"BranchesTags\n\n## Repository files navigation\n\n# 🚀🤖 Crawl4AI: the open-source web crawler for LLMs and AI agents\n\n**Latest: v0.9.5 (14 Oct 2026)** · all releases →\n\nCrawl4AI turns any website into clean, LLM-ready Markdown for RAG, AI agen","at":"2026-10-19T01:35:34.091Z"}],"recordId":"cmp_github","claims":{"name":"Github","summary":"108 lines (105 loc) · 25.3 KB","kind":"mcp","publisher":"github.com","homepage":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","costRange":"free","costNotes":"Cost range free taken from intake evidence.","functions":["code","browser","deploy","memory","monitor","search","connect","crawl"],"slices":[{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"browser","label":"browser","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"memory","label":"memory","note":"Inferred from executor","cost":"Unknown"},{"functionId":"monitor","label":"monitor","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"crawl","label":"crawl","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed."},"relations":[{"from":"github","to":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","kind":"fills-same-slot-as","note":"Shared functions code, connect, deploy, memory, monitor. Can fill the same function slot."},{"from":"github","to":"spider","kind":"fills-same-slot-as","note":"Shared functions browser, code, connect, crawl, search. Can fill the same function slot."},{"from":"github","to":"agentmemory","kind":"fills-same-slot-as","note":"Shared functions code, connect, memory. Can fill the same function slot."},{"from":"github","to":"best-code-execution-sandboxes-for-ai-agents-in-2026","kind":"fills-same-slot-as","note":"Shared functions code, connect, deploy, memory. Can fill the same function slot."},{"from":"github","to":"the-agent","kind":"fills-same-slot-as","note":"Shared functions browser, code, crawl, monitor. Can fill the same function slot."},{"from":"github","to":"agent-readability-glossary-llms-txt-mcp-a2a-more","kind":"fills-same-slot-as","note":"Shared functions browser, code, connect, crawl. Can fill the same function slot."},{"from":"github","to":"airbnb-price-monitor","kind":"fills-same-slot-as","note":"Shared functions code, memory, monitor, search. Can fill the same function slot."},{"from":"github","to":"e2b-vs-modal-vs-daytona-ai-sandbox-pricing-2026","kind":"fills-same-slot-as","note":"Shared functions code, deploy, memory, search. Can fill the same function slot."}],"explain":{"score":13,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"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":1,"contribution":0.1,"why":"An MCP surface is declared. An API is declared. Cost is free. 3 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.22849520230941842,"contribution":0.031989328323318585,"why":"2 sources cover 1 evidence types. The latest dated evidence is 2026-10-19. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/yuxiaopeng/Github-Ranking-AI/blob/main/Top100/AI%20Agents.md","excerpt":"##\n\n# AI Agents.md\n\n## Latest commit\n\n## History\n\nHistory\n\n108 lines (105 loc) · 25.3 KB\n\n# AI Agents.md\n\n## File metadata and controls\n\n108 lines (105 loc) · 25.3 KB\n\nRaw\n\n# Github Ranking\n\n## Top 100 Stars in AI\\_Agents\n\n| Ranking | Proje","at":"2026-10-19T01:30:39.056Z"},{"kind":"web","label":"executor","url":"https://github.com/unclecode/crawl4AI","excerpt":"BranchesTags\n\n## Repository files navigation\n\n# 🚀🤖 Crawl4AI: the open-source web crawler for LLMs and AI agents\n\n**Latest: v0.9.5 (14 Oct 2026)** · all releases →\n\nCrawl4AI turns any website into clean, LLM-ready Markdown for RAG, AI agen","at":"2026-10-19T01:35:34.091Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":13}