{"components":[{"slug":"context-dev","name":"Context.dev","summary":"Context.dev (also @getcontextdev; YC S26 per founder/company bios) markets itself as a unified web-context API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","kind":"resource","homepage":"https://www.context.dev","repoUrl":"https://github.com/context-dot-dev/context-typescript-sdk","docsUrl":"https://docs.context.dev","publisher":"","hasMcp":true,"hasApi":true,"costRange":"unknown","composabilityRationale":"","functions":["crawl","search","connect","extract"],"functionProbabilities":[{"functionId":"crawl","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md","method":"lexical","observedAt":"2026-09-23T00:00:00.000Z"},{"functionId":"search","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md","method":"lexical","observedAt":"2026-09-23T00:00:00.000Z"},{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md","method":"lexical","observedAt":"2026-09-23T00:00:00.000Z"},{"functionId":"extract","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md","method":"lexical","observedAt":"2026-09-23T00:00:00.000Z"}],"slices":[{"functionId":"crawl","label":"Crawl","note":"Context.dev (also @getcontextdev; 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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. 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Grok pass was unavailable or incomplete. No usage metrics were observed.","signals":[],"functionProbabilities":[{"functionId":"code","value":0.8,"source":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"lexical","observedAt":"2026-10-17T08:35:32.651Z"},{"functionId":"memory","value":0.8,"source":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"lexical","observedAt":"2026-10-17T08:35:32.651Z"},{"functionId":"connect","value":0.72,"source":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"lexical","observedAt":"2026-10-17T08:35:32.651Z"},{"functionId":"deploy","value":0.72,"source":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"lexical","observedAt":"2026-10-17T08:35:32.651Z"},{"functionId":"evaluate","value":0.72,"source":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"lexical","observedAt":"2026-10-17T08:35:32.651Z"},{"functionId":"monitor","value":0.72,"source":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"lexical","observedAt":"2026-10-17T08:35:32.651Z"},{"functionId":"payment","value":0.72,"source":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"lexical","observedAt":"2026-10-17T08:35:32.651Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"fallback"},{"key":"cost","status":"unverified","asserted":"usage","evidenceSource":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-17T08:35:33.521Z","updatedAt":"2026-10-17T08:35:33.521Z","sources":[{"kind":"web","label":"executor","url":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","excerpt":"* Start Monitoring for Free\n* Sign In\n\n2026-08-04\n\n3071\n\n#ai\n\nIkeh Akinyemi\n\n214680\n\n116\n\n## See how LogRocket's Galileo AI surfaces the most severe issues for you\n\n### No signup required\n\nCheck it out\n\nFive dimensions separate AI agent san","at":"2026-10-17T08:35:33.521Z"}],"recordId":"cmp_comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","claims":{"name":"Comparing AI agent sandbox platforms: E2B, Modal, Daytona, and more","summary":"* Start Monitoring for Free","kind":"harness","publisher":"blog.logrocket.com","homepage":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","costRange":"usage","costNotes":"Cost range usage taken from intake evidence.","functions":["code","memory","connect","deploy","evaluate","monitor","payment"],"slices":[{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"memory","label":"memory","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"evaluate","label":"evaluate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"monitor","label":"monitor","note":"Inferred from executor","cost":"Unknown"},{"functionId":"payment","label":"payment","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":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","to":"agentmemory","kind":"fills-same-slot-as","note":"Shared functions code, connect, memory. Can fill the same function slot."},{"from":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","to":"ai-agent-sandbox-comparison-2026-seven-platforms","kind":"fills-same-slot-as","note":"Shared functions code, deploy, evaluate, memory. Can fill the same function slot."},{"from":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","to":"how-hopx-achieves-100ms-cold-starts","kind":"fills-same-slot-as","note":"Shared functions code, memory, monitor. Can fill the same function slot."},{"from":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","to":"executor","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","to":"paseo","kind":"fills-same-slot-as","note":"Shared functions code, monitor. Can fill the same function slot."},{"from":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","to":"world-monitor","kind":"fills-same-slot-as","note":"Shared functions connect, monitor. Can fill the same function slot."},{"from":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","to":"best-code-execution-sandbox-for-ai-agents-in-2026","kind":"fills-same-slot-as","note":"Shared functions code, deploy, memory. Can fill the same function slot."},{"from":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","to":"daytona-alternatives-4-ai-agent-sandbox-platforms-compared-2026","kind":"fills-same-slot-as","note":"Shared functions code, memory, payment. 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 usage. 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 2026-10-17. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","excerpt":"* Start Monitoring for Free\n* Sign In\n\n2026-08-04\n\n3071\n\n#ai\n\nIkeh Akinyemi\n\n214680\n\n116\n\n## See how LogRocket's Galileo AI surfaces the most severe issues for you\n\n### No signup required\n\nCheck it out\n\nFive dimensions separate AI agent san","at":"2026-10-17T08:35:33.521Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":13},{"slug":"monid-289f37","name":"Monid","summary":"Surfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","kind":"app","homepage":"https://monid.ai/","docsUrl":"https://monid.ai/docs","publisher":"","hasMcp":true,"hasApi":true,"costRange":"unknown","composabilityRationale":"","functions":["connect"],"functionProbabilities":[{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-24-monid-agent-tool-marketplace.md","method":"lexical","observedAt":"2026-07-24T00:00:00.000Z"}],"slices":[{"functionId":"connect","label":"Connect","note":"Surfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-24-monid-agent-tool-marketplace.md\nSurfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Remote MCP — https://mcp.monid.ai/v1","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"HTTP API — https://api.monid.ai/v1/ (Bearer key)","at":"2026-07-24T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"http"}],"origin":"seed","notes":[],"createdAt":"2026-07-24T00:00:00.000Z","updatedAt":"2026-07-24T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_monid-289f37","claims":{"name":"Monid","summary":"Surfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","kind":"app","publisher":"","homepage":"https://monid.ai/","docsUrl":"https://monid.ai/docs","costRange":"unknown","functions":["connect"],"slices":[{"functionId":"connect","label":"Connect","note":"Surfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"http"}],"composabilityRationale":""},"relations":[{"from":"monid-289f37","to":"dory","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"concentrate-ai","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"google-workspace-cli","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"mailcheap","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"refero","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"larasend","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"rare-ui","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"alex","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":"2026-07-24T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":13,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"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":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-24-monid-agent-tool-marketplace.md\nSurfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Remote MCP — https://mcp.monid.ai/v1","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"HTTP API — https://api.monid.ai/v1/ (Bearer key)","at":"2026-07-24T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"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":0.288242068922591,"contribution":0.04035388964916275,"why":"4 sources cover 1 evidence types. The latest dated evidence is 2026-07-24. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-24-monid-agent-tool-marketplace.md\nSurfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Remote MCP — https://mcp.monid.ai/v1","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"HTTP API — https://api.monid.ai/v1/ (Bearer key)","at":"2026-07-24T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":13},{"slug":"executor","name":"Executor","summary":"Landing hero: Connect any agent to everything. Tagline: The gateway to connect your agent to everything. Page: Executor is an MCP gateway. Anything that speaks MCP, like Claude Code, Cursor, or Codex, points at one endpoint and reaches every tool you connect.","kind":"mcp","homepage":"https://executor.sh/","repoUrl":"https://github.com/UsefulSoftwareCo/executor","docsUrl":"https://executor.sh/docs","publisher":"Rhys Sullivan","license":"MIT","hasMcp":true,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["code","connect"],"functionProbabilities":[{"functionId":"code","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-08-27-executor-sh.md","method":"lexical","observedAt":"2026-08-27T00:00:00.000Z"},{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-08-27-executor-sh.md","method":"lexical","observedAt":"2026-08-27T00:00:00.000Z"}],"slices":[{"functionId":"code","label":"Code","note":"Landing hero: Connect any agent to everything. Tagline: The gateway to connect your agent to everything. Page: Executor is an MCP gateway. Anything that speaks MCP, like Claude Code, Cursor, or Codex, points at one endpoint and reaches every tool you connect.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Landing hero: Connect any agent to everything. Tagline: The gateway to connect your agent to everything. Page: Executor is an MCP gateway. Anything that speaks MCP, like Claude Code, Cursor, or Codex, points at one endpoint and reaches every tool you connect.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-27-executor-sh.md\nLanding hero: Connect any agent to everything. Tagline: The gateway to connect your agent to everything. Page: Executor is an MCP gateway. Anything that speaks MCP, like Claude Code, Cursor, or Codex, points at one endpoint and reaches every tool you connect.","at":"2026-08-27T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Executor — MCP gateway for agent tools (Useful Software / Rhys Sullivan)","at":"2026-08-27T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"}],"origin":"seed","notes":[],"createdAt":"2026-08-27T00:00:00.000Z","updatedAt":"2026-08-27T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_executor","claims":{"name":"Executor","summary":"Landing hero: Connect any agent to everything. Tagline: The gateway to connect your agent to everything. Page: Executor is an MCP gateway. Anything that speaks MCP, like Claude Code, Cursor, or Codex, points at one endpoint and reaches every tool you connect.","kind":"mcp","publisher":"Rhys Sullivan","homepage":"https://executor.sh/","repoUrl":"https://github.com/UsefulSoftwareCo/executor","docsUrl":"https://executor.sh/docs","license":"MIT","costRange":"unknown","functions":["code","connect"],"slices":[{"functionId":"code","label":"Code","note":"Landing hero: Connect any agent to everything. Tagline: The gateway to connect your agent to everything. Page: Executor is an MCP gateway. Anything that speaks MCP, like Claude Code, Cursor, or Codex, points at one endpoint and reaches every tool you connect.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Landing hero: Connect any agent to everything. Tagline: The gateway to connect your agent to everything. Page: Executor is an MCP gateway. Anything that speaks MCP, like Claude Code, Cursor, or Codex, points at one endpoint and reaches every tool you connect.","cost":"unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":""},"relations":[{"from":"executor","to":"rea","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"executor","to":"agentmemory","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"executor","to":"shinzo-labs-gmail-mcp","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"executor","to":"pen-dev","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"executor","to":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"executor","to":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"executor","to":"onyx","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-08-27T00:00:00.000Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-08-27T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":12,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.3,"contribution":0.054,"why":"A licence is declared. 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":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-27-executor-sh.md\nLanding hero: Connect any agent to everything. Tagline: The gateway to connect your agent to everything. Page: Executor is an MCP gateway. Anything that speaks MCP, like Claude Code, Cursor, or Codex, points at one endpoint and reaches every tool you connect.","at":"2026-08-27T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Executor — MCP gateway for agent tools (Useful Software / Rhys Sullivan)","at":"2026-08-27T00:00:00.000Z"}],"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":0.22849520230941842,"contribution":0.031989328323318585,"why":"2 sources cover 1 evidence types. The latest dated evidence is 2026-08-27. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-27-executor-sh.md\nLanding hero: Connect any agent to everything. Tagline: The gateway to connect your agent to everything. Page: Executor is an MCP gateway. Anything that speaks MCP, like Claude Code, Cursor, or Codex, points at one endpoint and reaches every tool you connect.","at":"2026-08-27T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Executor — MCP gateway for agent tools (Useful Software / Rhys Sullivan)","at":"2026-08-27T00:00:00.000Z"}],"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":12},{"slug":"maple","name":"Maple","summary":"Maple is a general observability platform for traces, logs, and metrics. It accepts OTLP data and uses ClickHouse-family storage and query paths. 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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":0.288242068922591,"contribution":0.04035388964916275,"why":"4 sources cover 1 evidence types. The latest dated evidence is 2026-07-18. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-18-openship-self-hosted-app-platform.md\nOpen-source application platform to build, deploy, operate, and scale apps on infrastructure you own (VPS, dedicated, cloud VM, homelab). Pitch: replace a pile of deployment tools + managed services with one OSS control plane. Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Interfaces claimed: web dashboard, native desktop app, CLI, REST API, MCP for AI agents.","at":"2026-07-18T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":11},{"slug":"ditto","name":"Ditto","summary":"Ditto is an open-source deterministic website cloner from ion.design. Point it at a public URL and it returns a cloned implementation as componentized Next.js or Vite code (Tailwind styling), with marketing copy citing ~5 minutes end-to-end.","kind":"resource","homepage":"https://www.ditto.site/","publisher":"","hasMcp":true,"hasApi":true,"costRange":"unknown","composabilityRationale":"","functions":["code"],"functionProbabilities":[{"functionId":"code","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-07-07-ion-design-ditto-site.md","method":"lexical","observedAt":"2026-07-07T00:00:00.000Z"}],"slices":[{"functionId":"code","label":"Code","note":"Ditto is an open-source deterministic website cloner from ion.design. Point it at a public URL and it returns a cloned implementation as componentized Next.js or Vite code (Tailwind styling), with marketing copy citing ~5 minutes end-to-end.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-07-ion-design-ditto-site.md\nDitto is an open-source deterministic website cloner from ion.design. Point it at a public URL and it returns a cloned implementation as componentized Next.js or Vite code (Tailwind styling), with marketing copy citing ~5 minutes end-to-end.","at":"2026-07-07T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"MCP server — https://api.ditto.site/mcp with API key for Claude/Cursor/agent loops.","at":"2026-07-07T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Hosted REST API — POST https://api.ditto.site/v1/clones, poll job/events, download project (framework: ne","at":"2026-07-07T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"origin":"seed","notes":[],"createdAt":"2026-07-07T00:00:00.000Z","updatedAt":"2026-07-07T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_ditto","claims":{"name":"Ditto","summary":"Ditto is an open-source deterministic website cloner from ion.design. Point it at a public URL and it returns a cloned implementation as componentized Next.js or Vite code (Tailwind styling), with marketing copy citing ~5 minutes end-to-end.","kind":"resource","publisher":"","homepage":"https://www.ditto.site/","costRange":"unknown","functions":["code"],"slices":[{"functionId":"code","label":"Code","note":"Ditto is an open-source deterministic website cloner from ion.design. Point it at a public URL and it returns a cloned implementation as componentized Next.js or Vite code (Tailwind styling), with marketing copy citing ~5 minutes end-to-end.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":""},"relations":[{"from":"ditto","to":"emulators-dev","kind":"alternative-to","note":"Shared functions code. Same kind and overlapping capability."},{"from":"ditto","to":"firecrawl-pdf-inspector","kind":"alternative-to","note":"Shared functions code. Same kind and overlapping capability."},{"from":"ditto","to":"box","kind":"alternative-to","note":"Shared functions code. Same kind and overlapping capability."},{"from":"ditto","to":"sazabi","kind":"alternative-to","note":"Shared functions code. Same kind and overlapping capability."}],"signals":[],"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,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-07-ion-design-ditto-site.md\nDitto is an open-source deterministic website cloner from ion.design. Point it at a public URL and it returns a cloned implementation as componentized Next.js or Vite code (Tailwind styling), with marketing copy citing ~5 minutes end-to-end.","at":"2026-07-07T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"MCP server — https://api.ditto.site/mcp with API key for Claude/Cursor/agent loops.","at":"2026-07-07T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Hosted REST API — POST https://api.ditto.site/v1/clones, poll job/events, download project (framework: ne","at":"2026-07-07T00:00:00.000Z"}],"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":0.26214289265639185,"contribution":0.036700004971894865,"why":"3 sources cover 1 evidence types. The latest dated evidence is 2026-07-07. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-07-ion-design-ditto-site.md\nDitto is an open-source deterministic website cloner from ion.design. Point it at a public URL and it returns a cloned implementation as componentized Next.js or Vite code (Tailwind styling), with marketing copy citing ~5 minutes end-to-end.","at":"2026-07-07T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"MCP server — https://api.ditto.site/mcp with API key for Claude/Cursor/agent loops.","at":"2026-07-07T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Hosted REST API — POST https://api.ditto.site/v1/clones, poll job/events, download project (framework: ne","at":"2026-07-07T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":10},{"slug":"markitdown","name":"MarkItDown","summary":"MarkItDown (microsoft/markitdown) is a lightweight Python utility that converts many file types to Markdown for LLMs and text-analysis pipelines. README positions it near textract, but focused on preserving structure (headings, lists, tables, links) as Markdown for models rather than high-fidelity human publishing.","kind":"resource","homepage":"https://pypi.org/project/markitdown/","repoUrl":"https://github.com/microsoft/markitdown","docsUrl":"https://learn.microsoft.com/azure/ai-services/content-understanding/","publisher":"","hasMcp":true,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["connect"],"functionProbabilities":[],"slices":[{"functionId":"connect","label":"Connect","note":"MarkItDown (microsoft/markitdown) is a lightweight Python utility that converts many file types to Markdown for LLMs and text-analysis pipelines. README positions it near textract, but focused on preserving structure (headings, lists, tables, links) as Markdown for models rather than high-fidelity human publishing.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-07-microsoft-markitdown.md\nMarkItDown (microsoft/markitdown) is a lightweight Python utility that converts many file types to Markdown for LLMs and text-analysis pipelines. README positions it near textract, but focused on preserving structure (headings, lists, tables, links) as Markdown for models rather than high-fidelity human publishing.","at":"2026-09-07T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"for image descriptions, 3rd-party plugins (#markitdown-plugin), and an in-repo markitdown-mcp package (PyPI alpha 0.0.1a4 at capture).","at":"2026-09-07T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Surfaces: CLI (markitdown path > out.md), Python API (MarkItDown().convert(...)), Docker example, optio","at":"2026-09-07T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"}],"origin":"seed","notes":[],"createdAt":"2026-09-07T00:00:00.000Z","updatedAt":"2026-09-07T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_markitdown","claims":{"name":"MarkItDown","summary":"MarkItDown (microsoft/markitdown) is a lightweight Python utility that converts many file types to Markdown for LLMs and text-analysis pipelines. README positions it near textract, but focused on preserving structure (headings, lists, tables, links) as Markdown for models rather than high-fidelity human publishing.","kind":"resource","publisher":"","homepage":"https://pypi.org/project/markitdown/","repoUrl":"https://github.com/microsoft/markitdown","docsUrl":"https://learn.microsoft.com/azure/ai-services/content-understanding/","costRange":"unknown","functions":["connect"],"slices":[{"functionId":"connect","label":"Connect","note":"MarkItDown (microsoft/markitdown) is a lightweight Python utility that converts many file types to Markdown for LLMs and text-analysis pipelines. README positions it near textract, but focused on preserving structure (headings, lists, tables, links) as Markdown for models rather than high-fidelity human publishing.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"}],"composabilityRationale":""},"relations":[{"from":"markitdown","to":"agentation","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"markitdown","to":"is-agentic","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"markitdown","to":"clapper","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"markitdown","to":"codex-security-plugin","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"markitdown","to":"container","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"markitdown","to":"slackhq-nebula","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"markitdown","to":"cloudflare-quick-tunnels","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"markitdown","to":"company-brain","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":"2026-09-07T00:00:00.000Z"}],"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":"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":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-07-microsoft-markitdown.md\nMarkItDown (microsoft/markitdown) is a lightweight Python utility that converts many file types to Markdown for LLMs and text-analysis pipelines. README positions it near textract, but focused on preserving structure (headings, lists, tables, links) as Markdown for models rather than high-fidelity human publishing.","at":"2026-09-07T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"for image descriptions, 3rd-party plugins (#markitdown-plugin), and an in-repo markitdown-mcp package (PyPI alpha 0.0.1a4 at capture).","at":"2026-09-07T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Surfaces: CLI (markitdown path > out.md), Python API (MarkItDown().convert(...)), Docker example, optio","at":"2026-09-07T00:00:00.000Z"}],"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 2026-09-07. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-07-microsoft-markitdown.md\nMarkItDown (microsoft/markitdown) is a lightweight Python utility that converts many file types to Markdown for LLMs and text-analysis pipelines. README positions it near textract, but focused on preserving structure (headings, lists, tables, links) as Markdown for models rather than high-fidelity human publishing.","at":"2026-09-07T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"for image descriptions, 3rd-party plugins (#markitdown-plugin), and an in-repo markitdown-mcp package (PyPI alpha 0.0.1a4 at capture).","at":"2026-09-07T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Surfaces: CLI (markitdown path > out.md), Python API (MarkItDown().convert(...)), Docker example, optio","at":"2026-09-07T00:00:00.000Z"}],"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},{"slug":"sitegeist","name":"Sitegeist","summary":"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.","kind":"agent","homepage":"https://sitegeist.ai","repoUrl":"https://github.com/0xSero/sitegeist","publisher":"","license":"AGPL-3.0","hasMcp":true,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["code","browser","extract"],"functionProbabilities":[{"functionId":"code","value":0.92,"source":"06 Knowledge Library/Resources/coding/2026-09-22-0xsero-sitegeist.md","method":"lexical","observedAt":"2026-09-22T00:00:00.000Z"},{"functionId":"browser","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-09-22-0xsero-sitegeist.md","method":"lexical","observedAt":"2026-09-22T00:00:00.000Z"},{"functionId":"extract","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-09-22-0xsero-sitegeist.md","method":"lexical","observedAt":"2026-09-22T00:00:00.000Z"}],"slices":[{"functionId":"code","label":"Code","note":"Sitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. 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"}],"tweets":[],"sources":[{"kind":"human","label":"Compendium 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":"Compendium resource card","excerpt":"Sitegeist (0xSero fork) — browser sidebar AI + agent MCP bridge","at":"2026-09-22T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Agent path: build/link cli package sitegeist, then e.g.","at":"2026-09-22T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"}],"origin":"seed","notes":[],"createdAt":"2026-09-22T00:00:00.000Z","updatedAt":"2026-09-22T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_sitegeist","claims":{"name":"Sitegeist","summary":"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.","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. 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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":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-22-0xsero-sitegeist.md\nSitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. README framing: collaboration over “autonomy theater” — you guide, it executes. 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Cost is unknown. 1 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.26214289265639185,"contribution":0.036700004971894865,"why":"3 sources cover 1 evidence types. The latest dated evidence is 2026-09-22. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-22-0xsero-sitegeist.md\nSitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. README framing: collaboration over “autonomy theater” — you guide, it executes. 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Single control plane for payment policies and access controls; payment verification and enforcement at the edge so origins are not hammered by payment-volume traffic.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Cloudflare Monetization Gateway (announced 2026-07-01) is an engine for Cloudflare customers to charge for any asset protected by Cloudflare: web pages, datasets, APIs, or MCP tools. Single control plane for payment policies and access controls; payment verification and enforcement at the edge so origins are not hammered by payment-volume traffic.","cost":"unknown"},{"functionId":"tool-call","label":"Tool-call","note":"Cloudflare Monetization Gateway (announced 2026-07-01) is an engine for Cloudflare customers to charge for any asset protected by Cloudflare: web pages, datasets, APIs, or MCP tools. Single control plane for payment policies and access controls; payment verification and enforcement at the edge so origins are not hammered by payment-volume traffic.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-07-cloudflare-monetization-gateway-x402-mcp.md\nCloudflare Monetization Gateway (announced 2026-07-01) is an engine for Cloudflare customers to charge for any asset protected by Cloudflare: web pages, datasets, APIs, or MCP tools. Single control plane for payment policies and access controls; payment verification and enforcement at the edge so origins are not hammered by payment-volume traffic.","at":"2026-07-07T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Cloudflare, Monetization Gateway (x402 / MCP monetization)","at":"2026-07-07T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"}],"origin":"seed","notes":[],"createdAt":"2026-07-07T00:00:00.000Z","updatedAt":"2026-07-07T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_monetization-gateway","claims":{"name":"Monetization Gateway","summary":"Cloudflare Monetization Gateway (announced 2026-07-01) is an engine for Cloudflare customers to charge for any asset protected by Cloudflare: web pages, datasets, APIs, or MCP tools. 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Single control plane for payment policies and access controls; payment verification and enforcement at the edge so origins are not hammered by payment-volume traffic.","cost":"unknown"},{"functionId":"tool-call","label":"Tool-call","note":"Cloudflare Monetization Gateway (announced 2026-07-01) is an engine for Cloudflare customers to charge for any asset protected by Cloudflare: web pages, datasets, APIs, or MCP tools. Single control plane for payment policies and access controls; payment verification and enforcement at the edge so origins are not hammered by payment-volume traffic.","cost":"unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":""},"relations":[{"from":"monetization-gateway","to":"openship","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"monetization-gateway","to":"atomic-agent","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. 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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":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-07-cloudflare-monetization-gateway-x402-mcp.md\nCloudflare Monetization Gateway (announced 2026-07-01) is an engine for Cloudflare customers to charge for any asset protected by Cloudflare: web pages, datasets, APIs, or MCP tools. 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Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-07-cloudflare-monetization-gateway-x402-mcp.md\nCloudflare Monetization Gateway (announced 2026-07-01) is an engine for Cloudflare customers to charge for any asset protected by Cloudflare: web pages, datasets, APIs, or MCP tools. 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Build with your own tools; deploy into a company-governed sandbox with auth, permissions, data, and connectors centralized.","cost":"unknown"},{"functionId":"deploy","label":"Deploy","note":"Railcode is Yakko Majuri’s secure / governed cloud for internal software — apps and agents (“internal Vercel” framing on the launch post). Build with your own tools; deploy into a company-governed sandbox with auth, permissions, data, and connectors centralized.","cost":"unknown"},{"functionId":"tool-call","label":"Tool-call","note":"Railcode is Yakko Majuri’s secure / governed cloud for internal software — apps and agents (“internal Vercel” framing on the launch post). Build with your own tools; deploy into a company-governed sandbox with auth, permissions, data, and connectors centralized.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-10-railcode-dev.md\nRailcode is Yakko Majuri’s secure / governed cloud for internal software — apps and agents (“internal Vercel” framing on the launch post). Build with your own tools; deploy into a company-governed sandbox with auth, permissions, data, and connectors centralized.","at":"2026-09-10T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"v blog, 2026-09-01): no in-product agent on purpose — “best harness is your own harness”; MCP/CLI over embedded chat.","at":"2026-09-10T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"v blog, 2026-09-01): no in-product agent on purpose — “best harness is your own harness”; MCP/CLI over embedded chat.","at":"2026-09-10T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"}],"origin":"seed","notes":[],"createdAt":"2026-09-10T00:00:00.000Z","updatedAt":"2026-09-10T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_railcode","claims":{"name":"Railcode","summary":"Railcode is Yakko Majuri’s secure / governed cloud for internal software — apps and agents (“internal Vercel” framing on the launch post). 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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":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-10-railcode-dev.md\nRailcode is Yakko Majuri’s secure / governed cloud for internal software — apps and agents (“internal Vercel” framing on the launch post). Build with your own tools; deploy into a company-governed sandbox with auth, permissions, data, and connectors centralized.","at":"2026-09-10T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"v blog, 2026-09-01): no in-product agent on purpose — “best harness is your own harness”; MCP/CLI over embedded chat.","at":"2026-09-10T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"v blog, 2026-09-01): no in-product agent on purpose — “best harness is your own harness”; MCP/CLI over embedded chat.","at":"2026-09-10T00:00:00.000Z"}],"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 2026-09-10. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-10-railcode-dev.md\nRailcode is Yakko Majuri’s secure / governed cloud for internal software — apps and agents (“internal Vercel” framing on the launch post). 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REA returns findings with their evidence, and the agent uses them to explain the behavior or write and test an implementation.","cost":"unknown"},{"functionId":"test","label":"Test","note":"README tagline: \"One MCP for reverse engineering across binaries, applications, and runtime behavior.\" The agent calls REA through MCP to inspect a local target and trace relevant code; REA returns findings with their evidence, and the agent uses them to explain the behavior or write and test an implementation.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"README tagline: \"One MCP for reverse engineering across binaries, applications, and runtime behavior.\" The agent calls REA through MCP to inspect a local target and trace relevant code; REA returns findings with their evidence, and the agent uses them to explain the behavior or write and test an implementation.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-10-10-morluto-rea.md\nREADME tagline: \"One MCP for reverse engineering across binaries, applications, and runtime behavior.\" The agent calls REA through MCP to inspect a local target and trace relevant code; REA returns findings with their evidence, and the agent uses them to explain the behavior or write and test an implementation.","at":"2026-10-10T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"README tagline: \"One MCP for reverse engineering across binaries, applications, and runtime behavior.\" The agent calls","at":"2026-10-10T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"The CLI uses the same workflows.","at":"2026-10-10T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"}],"origin":"seed","notes":[],"createdAt":"2026-10-10T00:00:00.000Z","updatedAt":"2026-10-10T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_rea","claims":{"name":"REA","summary":"README tagline: \"One MCP for reverse engineering across binaries, applications, and runtime behavior.\" The agent calls REA through MCP to inspect a local target and trace relevant code; REA returns findings with their evidence, and the agent uses them to explain the behavior or write and test an implementation.","kind":"resource","publisher":"","homepage":"https://rea.tools/","repoUrl":"https://github.com/morluto/rea","costRange":"unknown","functions":["code","test","connect"],"slices":[{"functionId":"code","label":"Code","note":"README tagline: \"One MCP for reverse engineering across binaries, applications, and runtime behavior.\" The agent calls REA through MCP to inspect a local target and trace relevant code; 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Positioning: \"skip the design work\" — no design skills, no asset hunting, one design language across everything that follows.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/design/2026-08-11-rikyu-ai.md\nRikyū (named for the tea master) is an AI design SaaS: describe what you need in a sentence and it generates a coherent brand/asset set — logo, web, social, print — carried across one visual identity. Positioning: \"skip the design work\" — no design skills, no asset hunting, one design language across everything that follows.","at":"2026-08-11T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"- MCP integration: connect Claude, Codex, etc.","at":"2026-08-11T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"}],"origin":"seed","notes":[],"createdAt":"2026-08-11T00:00:00.000Z","updatedAt":"2026-08-11T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_rikyu","claims":{"name":"Rikyū","summary":"Rikyū (named for the tea master) is an AI design SaaS: describe what you need in a sentence and it generates a coherent brand/asset set — logo, web, social, print — carried across one visual identity. Positioning: \"skip the design work\" — no design skills, no asset hunting, one design language across everything that follows.","kind":"resource","publisher":"","homepage":"https://rikyu.ai/","costRange":"unknown","functions":["identity"],"slices":[{"functionId":"identity","label":"Identity","note":"Rikyū (named for the tea master) is an AI design SaaS: describe what you need in a sentence and it generates a coherent brand/asset set — logo, web, social, print — carried across one visual identity. Positioning: \"skip the design work\" — no design skills, no asset hunting, one design language across everything that follows.","cost":"unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":""},"relations":[],"signals":[],"claimVerification":[],"explain":{"score":7,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/design/2026-08-11-rikyu-ai.md\nRikyū (named for the tea master) is an AI design SaaS: describe what you need in a sentence and it generates a coherent brand/asset set — logo, web, social, print — carried across one visual identity. Positioning: \"skip the design work\" — no design skills, no asset hunting, one design language across everything that follows.","at":"2026-08-11T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"- MCP integration: connect Claude, Codex, etc.","at":"2026-08-11T00:00:00.000Z"}],"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":0.22849520230941842,"contribution":0.031989328323318585,"why":"2 sources cover 1 evidence types. The latest dated evidence is 2026-08-11. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/design/2026-08-11-rikyu-ai.md\nRikyū (named for the tea master) is an AI design SaaS: describe what you need in a sentence and it generates a coherent brand/asset set — logo, web, social, print — carried across one visual identity. Positioning: \"skip the design work\" — no design skills, no asset hunting, one design language across everything that follows.","at":"2026-08-11T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"- MCP integration: connect Claude, Codex, etc.","at":"2026-08-11T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":7},{"slug":"shinzo-labs-gmail-mcp","name":"Shinzo Labs Gmail MCP","summary":"@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials). It ships anonymous product telemetry on by default via env TELEMETRY_ENABLED (default true). Opt out by setting TELEMETRY_ENABLED=false in the MCP client env block, then restart the client/server.","kind":"mcp","homepage":"https://www.npmjs.com/package/@shinzolabs/gmail-mcp","repoUrl":"https://github.com/shinzo-labs/gmail-mcp","publisher":"","hasMcp":true,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["connect"],"functionProbabilities":[{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-08-05-shinzolabs-gmail-mcp-disable-telemetry.md","method":"lexical","observedAt":"2026-08-05T00:00:00.000Z"}],"slices":[{"functionId":"connect","label":"Connect","note":"@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials). It ships anonymous product telemetry on by default via env TELEMETRY_ENABLED (default true). Opt out by setting TELEMETRY_ENABLED=false in the MCP client env block, then restart the client/server.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-05-shinzolabs-gmail-mcp-disable-telemetry.md\n@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials). It ships anonymous product telemetry on by default via env TELEMETRY_ENABLED (default true). Opt out by setting TELEMETRY_ENABLED=false in the MCP client env block, then restart the client/server.","at":"2026-08-05T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials).","at":"2026-08-05T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"}],"origin":"seed","notes":[],"createdAt":"2026-08-05T00:00:00.000Z","updatedAt":"2026-08-05T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_shinzo-labs-gmail-mcp","claims":{"name":"Shinzo Labs Gmail MCP","summary":"@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials). It ships anonymous product telemetry on by default via env TELEMETRY_ENABLED (default true). Opt out by setting TELEMETRY_ENABLED=false in the MCP client env block, then restart the client/server.","kind":"mcp","publisher":"","homepage":"https://www.npmjs.com/package/@shinzolabs/gmail-mcp","repoUrl":"https://github.com/shinzo-labs/gmail-mcp","costRange":"unknown","functions":["connect"],"slices":[{"functionId":"connect","label":"Connect","note":"@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials). It ships anonymous product telemetry on by default via env TELEMETRY_ENABLED (default true). Opt out by setting TELEMETRY_ENABLED=false in the MCP client env block, then restart the client/server.","cost":"unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":""},"relations":[{"from":"shinzo-labs-gmail-mcp","to":"executor","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"shinzo-labs-gmail-mcp","to":"mobbin-mcp","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"shinzo-labs-gmail-mcp","to":"soar","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."}],"signals":[],"claimVerification":[],"explain":{"score":7,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-05-shinzolabs-gmail-mcp-disable-telemetry.md\n@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials). It ships anonymous product telemetry on by default via env TELEMETRY_ENABLED (default true). Opt out by setting TELEMETRY_ENABLED=false in the MCP client env block, then restart the client/server.","at":"2026-08-05T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials).","at":"2026-08-05T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"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":0.22849520230941842,"contribution":0.031989328323318585,"why":"2 sources cover 1 evidence types. The latest dated evidence is 2026-08-05. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-08-05-shinzolabs-gmail-mcp-disable-telemetry.md\n@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials). It ships anonymous product telemetry on by default via env TELEMETRY_ENABLED (default true). Opt out by setting TELEMETRY_ENABLED=false in the MCP client env block, then restart the client/server.","at":"2026-08-05T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"@shinzolabs/gmail-mcp is Shinzo Labs’ local MCP server for Gmail API access (OAuth2, file-based credentials).","at":"2026-08-05T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":7},{"slug":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","name":"GoSearch for Slack: Agentic Enterprise Search, Custom AI Agents, and Workflow Au","summary":"# GoSearch for Slack: Agentic Enterprise Search, Custom AI Agents, and Workflow Automation","publisher":"gosearch.ai","homepage":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","kind":"mcp","hasApi":false,"hasMcp":true,"costRange":"unknown","costNotes":"Unknown: pricing was not stated in the intake evidence.","functions":["code","deploy","identity","policy","search","compose","connect","summarize"],"slices":[{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","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":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"summarize","label":"summarize","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed.","signals":[],"functionProbabilities":[{"functionId":"code","value":0.8,"source":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"lexical","observedAt":"2026-10-15T16:31:43.954Z"},{"functionId":"deploy","value":0.8,"source":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"lexical","observedAt":"2026-10-15T16:31:43.954Z"},{"functionId":"identity","value":0.8,"source":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"lexical","observedAt":"2026-10-15T16:31:43.954Z"},{"functionId":"policy","value":0.8,"source":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"lexical","observedAt":"2026-10-15T16:31:43.954Z"},{"functionId":"search","value":0.8,"source":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"lexical","observedAt":"2026-10-15T16:31:43.954Z"},{"functionId":"compose","value":0.72,"source":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"lexical","observedAt":"2026-10-15T16:31:43.954Z"},{"functionId":"connect","value":0.72,"source":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"lexical","observedAt":"2026-10-15T16:31:43.954Z"},{"functionId":"summarize","value":0.72,"source":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"lexical","observedAt":"2026-10-15T16:31:43.954Z"},{"functionId":"tool-call","value":0.72,"source":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"lexical","observedAt":"2026-10-15T16:31:43.954Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"fallback"},{"key":"api","status":"unverified","asserted":"false","evidenceSource":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-15T16:31:45.341Z","updatedAt":"2026-10-15T16:31:45.341Z","sources":[{"kind":"web","label":"executor","url":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","excerpt":"Home »\n\n# GoSearch for Slack: Agentic Enterprise Search, Custom AI Agents, and Workflow Automation\n\n###### Jun 2, 2026   /   Product & Updates\n\nMany enterprise teams live in Slack. The problem is that the knowledge they need to do their job","at":"2026-10-15T16:31:45.341Z"}],"recordId":"cmp_gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","claims":{"name":"GoSearch for Slack: Agentic Enterprise Search, Custom AI Agents, and Workflow Au","summary":"# GoSearch for Slack: Agentic Enterprise Search, Custom AI Agents, and Workflow Automation","kind":"mcp","publisher":"gosearch.ai","homepage":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","costRange":"unknown","costNotes":"Unknown: pricing was not stated in the intake evidence.","functions":["code","deploy","identity","policy","search","compose","connect","summarize"],"slices":[{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","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":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"summarize","label":"summarize","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed."},"relations":[{"from":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","to":"ai-agent-sandbox-comparison-2026-seven-platforms","kind":"fills-same-slot-as","note":"Shared functions code, compose, deploy, policy. Can fill the same function slot."},{"from":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","to":"onyx","kind":"fills-same-slot-as","note":"Shared functions code, connect, deploy, search. Can fill the same function slot."},{"from":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","to":"agent-sandbox","kind":"fills-same-slot-as","note":"Shared functions code, deploy, identity. Can fill the same function slot."},{"from":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","to":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","kind":"fills-same-slot-as","note":"Shared functions code, connect, deploy. Can fill the same function slot."},{"from":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","to":"executor","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","to":"betterwright","kind":"fills-same-slot-as","note":"Shared functions code, policy. Can fill the same function slot."},{"from":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","to":"mobbin-mcp","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."},{"from":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","to":"shadcn-ui","kind":"fills-same-slot-as","note":"Shared functions code, compose. Can fill the same function slot."}],"explain":{"score":6,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"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 2026-10-15. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","excerpt":"Home »\n\n# GoSearch for Slack: Agentic Enterprise Search, Custom AI Agents, and Workflow Automation\n\n###### Jun 2, 2026   /   Product & Updates\n\nMany enterprise teams live in Slack. The problem is that the knowledge they need to do their job","at":"2026-10-15T16:31:45.341Z"}],"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}]}