{"components":[{"slug":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","name":"Comparing AI agent sandbox platforms: E2B, Modal, Daytona, and more","summary":"* Start Monitoring for Free","publisher":"blog.logrocket.com","homepage":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","kind":"harness","hasApi":true,"hasMcp":true,"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.","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":"openship","name":"OpenShip","summary":"Open-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.","kind":"app","homepage":"https://openship.io","repoUrl":"https://github.com/oblien/openship","publisher":"OpenShip","hasMcp":true,"hasApi":true,"costRange":"unknown","composabilityRationale":"","functions":["deploy","connect","tool-call"],"functionProbabilities":[{"functionId":"deploy","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-07-18-openship-self-hosted-app-platform.md","method":"lexical","observedAt":"2026-07-18T00:00:00.000Z"},{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-18-openship-self-hosted-app-platform.md","method":"lexical","observedAt":"2026-07-18T00:00:00.000Z"},{"functionId":"tool-call","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-18-openship-self-hosted-app-platform.md","method":"lexical","observedAt":"2026-07-18T00:00:00.000Z"}],"slices":[{"functionId":"deploy","label":"Deploy","note":"Open-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.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Open-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.","cost":"unknown"},{"functionId":"tool-call","label":"Tool-call","note":"Open-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.","cost":"unknown"}],"tweets":[],"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"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"http"}],"origin":"seed","notes":[],"createdAt":"2026-07-18T00:00:00.000Z","updatedAt":"2026-07-18T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_openship","claims":{"name":"OpenShip","summary":"Open-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.","kind":"app","publisher":"OpenShip","homepage":"https://openship.io","repoUrl":"https://github.com/oblien/openship","costRange":"unknown","functions":["deploy","connect","tool-call"],"slices":[{"functionId":"deploy","label":"Deploy","note":"Open-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.","cost":"unknown"},{"functionId":"connect","label":"Connect","note":"Open-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.","cost":"unknown"},{"functionId":"tool-call","label":"Tool-call","note":"Open-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.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"http"}],"composabilityRationale":""},"relations":[{"from":"openship","to":"monetization-gateway","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"openship","to":"railcode","kind":"fills-same-slot-as","note":"Shared functions deploy, tool-call. Can fill the same function slot."},{"from":"openship","to":"atomic-agent","kind":"fills-same-slot-as","note":"Shared functions connect, tool-call. Can fill the same function slot."},{"from":"openship","to":"agent-sandbox","kind":"fills-same-slot-as","note":"Shared functions deploy, tool-call. Can fill the same function slot."},{"from":"openship","to":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","kind":"fills-same-slot-as","note":"Shared functions connect, deploy. Can fill the same function slot."},{"from":"openship","to":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","kind":"fills-same-slot-as","note":"Shared functions connect, deploy. Can fill the same function slot."},{"from":"openship","to":"onyx","kind":"fills-same-slot-as","note":"Shared functions connect, deploy. Can fill the same function slot."}],"signals":[],"claimVerification":[],"explain":{"score":11,"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/2026-07-18-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":"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 2026-07-18. 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":"railcode","name":"Railcode","summary":"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.","kind":"resource","homepage":"https://railcode.dev/","repoUrl":"https://github.com/Railcode-HQ","publisher":"","hasMcp":true,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["auth","deploy","tool-call"],"functionProbabilities":[{"functionId":"auth","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-09-10-railcode-dev.md","method":"lexical","observedAt":"2026-09-10T00:00:00.000Z"},{"functionId":"deploy","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-09-10-railcode-dev.md","method":"lexical","observedAt":"2026-09-10T00:00:00.000Z"},{"functionId":"tool-call","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-09-10-railcode-dev.md","method":"lexical","observedAt":"2026-09-10T00:00:00.000Z"}],"slices":[{"functionId":"auth","label":"Auth","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":"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). Build with your own tools; deploy into a company-governed sandbox with auth, permissions, data, and connectors centralized.","kind":"resource","publisher":"","homepage":"https://railcode.dev/","repoUrl":"https://github.com/Railcode-HQ","costRange":"unknown","functions":["auth","deploy","tool-call"],"slices":[{"functionId":"auth","label":"Auth","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":"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"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"}],"composabilityRationale":""},"relations":[{"from":"railcode","to":"openship","kind":"fills-same-slot-as","note":"Shared functions deploy, tool-call. Can fill the same function slot."},{"from":"railcode","to":"vellum-assistant","kind":"fills-same-slot-as","note":"Shared functions auth, tool-call. Can fill the same function slot."},{"from":"railcode","to":"agent-sandbox","kind":"fills-same-slot-as","note":"Shared functions deploy, tool-call. Can fill the same function slot."},{"from":"railcode","to":"ai-agent-sandbox-comparison-2026-seven-platforms","kind":"fills-same-slot-as","note":"Shared functions auth, deploy. Can fill the same function slot."}],"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/2026-09-10-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). 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":"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":"agent-sandbox","name":"Agent Sandbox","summary":"Kubernetes-native platform for isolated, stateful singleton workloads used as AI agent runtimes and development environments. Sandbox, SandboxTemplate, SandboxClaim, and SandboxWarmPool CRDs provide a declarative API for long-running containers with stable identity, optional pers","publisher":"Kubernetes SIGs","homepage":"https://agent-sandbox.sigs.k8s.io/docs","kind":"runtime","hasApi":true,"hasMcp":false,"costRange":"unknown","costNotes":"Pricing is not stated on the retrieved documentation page. Cost is unknown.","functions":["code","identity","schedule","deploy","store","tool-call"],"slices":[{"functionId":"deploy","label":"Sandbox CRD","note":"Declarative API for a single stateful pod, with SandboxTemplate and SandboxClaim for reusable provisioning","cost":"Unknown"},{"functionId":"deploy","label":"SandboxWarmPool","note":"Pre-warmed pod pools so a new sandbox can be assigned without waiting for a cold pod start","cost":"Unknown"},{"functionId":"identity","label":"Stable identity","note":"Each sandbox has a stable hostname so agents and tools can reconnect to the same environment","cost":"Unknown"},{"functionId":"store","label":"Persistent storage","note":"Optional persistent storage survives restarts and keeps installed packages, files, and in-progress work","cost":"Unknown"},{"functionId":"schedule","label":"Scheduled deletion","note":"Automatic cleanup after a configurable TTL, with controller support for pausing and resume","cost":"Unknown"},{"functionId":"code","label":"Isolated code execution","note":"Runtime-agnostic isolation, including gVisor or Kata Containers, for untrusted or LLM-generated code","cost":"Unknown"},{"functionId":"tool-call","label":"tool-call","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"http"}],"composabilityRationale":"The page states a declarative Kubernetes CRD API, Python and Go client SDKs, and compatibility with standard containers, gVisor, and Kata Containers. It also states that existing cluster RBAC, namespaces, network policies, and resource quotas apply. MCP support is not stated.","signals":[],"functionProbabilities":[{"functionId":"code","value":0.8,"source":"https://agent-sandbox.sigs.k8s.io/docs","method":"lexical","observedAt":"2026-10-17T08:21:36.614Z"},{"functionId":"identity","value":0.8,"source":"https://agent-sandbox.sigs.k8s.io/docs","method":"lexical","observedAt":"2026-10-17T08:21:36.614Z"},{"functionId":"schedule","value":0.8,"source":"https://agent-sandbox.sigs.k8s.io/docs","method":"lexical","observedAt":"2026-10-17T08:21:36.614Z"},{"functionId":"deploy","value":0.72,"source":"https://agent-sandbox.sigs.k8s.io/docs","method":"lexical","observedAt":"2026-10-17T08:21:36.614Z"},{"functionId":"store","value":0.72,"source":"https://agent-sandbox.sigs.k8s.io/docs","method":"lexical","observedAt":"2026-10-17T08:21:36.614Z"},{"functionId":"tool-call","value":0.72,"source":"https://agent-sandbox.sigs.k8s.io/docs","method":"lexical","observedAt":"2026-10-17T08:21:36.614Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"false","evidenceSource":"https://agent-sandbox.sigs.k8s.io/docs","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://agent-sandbox.sigs.k8s.io/docs","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://agent-sandbox.sigs.k8s.io/docs","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://agent-sandbox.sigs.k8s.io/docs","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-17T08:21:37.461Z","updatedAt":"2026-10-17T08:21:37.461Z","sources":[{"kind":"web","label":"executor","url":"https://agent-sandbox.sigs.k8s.io/docs","excerpt":"### Agent Sandbox\n\n# Documentation\n\n## What is Agent Sandbox?\n\nAgent Sandbox is a Kubernetes-native platform for managing isolated, stateful, singleton workloads — purpose-built for AI agent runtimes, development environments, and any scena","at":"2026-10-17T08:21:37.461Z"}],"recordId":"cmp_agent-sandbox","claims":{"name":"Agent Sandbox","summary":"Kubernetes-native platform for isolated, stateful singleton workloads used as AI agent runtimes and development environments. Sandbox, SandboxTemplate, SandboxClaim, and SandboxWarmPool CRDs provide a declarative API for long-running containers with stable identity, optional pers","kind":"runtime","publisher":"Kubernetes SIGs","homepage":"https://agent-sandbox.sigs.k8s.io/docs","costRange":"unknown","costNotes":"Pricing is not stated on the retrieved documentation page. Cost is unknown.","functions":["code","identity","schedule","deploy","store","tool-call"],"slices":[{"functionId":"deploy","label":"Sandbox CRD","note":"Declarative API for a single stateful pod, with SandboxTemplate and SandboxClaim for reusable provisioning","cost":"Unknown"},{"functionId":"deploy","label":"SandboxWarmPool","note":"Pre-warmed pod pools so a new sandbox can be assigned without waiting for a cold pod start","cost":"Unknown"},{"functionId":"identity","label":"Stable identity","note":"Each sandbox has a stable hostname so agents and tools can reconnect to the same environment","cost":"Unknown"},{"functionId":"store","label":"Persistent storage","note":"Optional persistent storage survives restarts and keeps installed packages, files, and in-progress work","cost":"Unknown"},{"functionId":"schedule","label":"Scheduled deletion","note":"Automatic cleanup after a configurable TTL, with controller support for pausing and resume","cost":"Unknown"},{"functionId":"code","label":"Isolated code execution","note":"Runtime-agnostic isolation, including gVisor or Kata Containers, for untrusted or LLM-generated code","cost":"Unknown"},{"functionId":"tool-call","label":"tool-call","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"http"}],"composabilityRationale":"The page states a declarative Kubernetes CRD API, Python and Go client SDKs, and compatibility with standard containers, gVisor, and Kata Containers. It also states that existing cluster RBAC, namespaces, network policies, and resource quotas apply. MCP support is not stated."},"relations":[{"from":"agent-sandbox","to":"openship","kind":"fills-same-slot-as","note":"Shared functions deploy, tool-call. Can fill the same function slot."},{"from":"agent-sandbox","to":"railcode","kind":"fills-same-slot-as","note":"Shared functions deploy, tool-call. Can fill the same function slot."},{"from":"agent-sandbox","to":"daytona-alternatives-4-ai-agent-sandbox-platforms-compared-2026","kind":"fills-same-slot-as","note":"Shared functions code, store, tool-call. Can fill the same function slot."},{"from":"agent-sandbox","to":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","kind":"fills-same-slot-as","note":"Shared functions code, deploy, identity. Can fill the same function slot."},{"from":"agent-sandbox","to":"how-hopx-achieves-100ms-cold-starts","kind":"fills-same-slot-as","note":"Shared functions code, store. Can fill the same function slot."},{"from":"agent-sandbox","to":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","kind":"fills-same-slot-as","note":"Shared functions code, deploy. Can fill the same function slot."},{"from":"agent-sandbox","to":"ai-agent-sandbox-comparison-2026-seven-platforms","kind":"fills-same-slot-as","note":"Shared functions code, deploy. Can fill the same function slot."},{"from":"agent-sandbox","to":"best-code-execution-sandbox-for-ai-agents-in-2026","kind":"fills-same-slot-as","note":"Shared functions code, deploy. 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":"No MCP surface is declared. An 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 2026-10-17. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://agent-sandbox.sigs.k8s.io/docs","excerpt":"### Agent Sandbox\n\n# Documentation\n\n## What is Agent Sandbox?\n\nAgent Sandbox is a Kubernetes-native platform for managing isolated, stateful, singleton workloads — purpose-built for AI agent runtimes, development environments, and any scena","at":"2026-10-17T08:21:37.461Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":6},{"slug":"ai-agent-sandbox-comparison-2026-seven-platforms","name":"AI Agent Sandbox Comparison 2026: Seven Platforms","summary":"# The Ultimate AI Agent Sandboxes Comparison 2026","publisher":"nirvanalabs.io","homepage":"https://nirvanalabs.io/blog/agent-sandboxes-comparison-2026","kind":"eval","hasApi":true,"hasMcp":false,"costRange":"unknown","costNotes":"Unknown: pricing was not stated in the intake evidence.","functions":["code","evaluate","memory","policy","test","auth","compose","deploy"],"slices":[{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"evaluate","label":"evaluate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"memory","label":"memory","note":"Inferred from executor","cost":"Unknown"},{"functionId":"policy","label":"policy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"test","label":"test","note":"Inferred from executor","cost":"Unknown"},{"functionId":"auth","label":"auth","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"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://nirvanalabs.io/blog/agent-sandboxes-comparison-2026","method":"lexical","observedAt":"2026-10-17T08:22:02.056Z"},{"functionId":"evaluate","value":0.8,"source":"https://nirvanalabs.io/blog/agent-sandboxes-comparison-2026","method":"lexical","observedAt":"2026-10-17T08:22:02.056Z"},{"functionId":"memory","value":0.8,"source":"https://nirvanalabs.io/blog/agent-sandboxes-comparison-2026","method":"lexical","observedAt":"2026-10-17T08:22:02.056Z"},{"functionId":"policy","value":0.8,"source":"https://nirvanalabs.io/blog/agent-sandboxes-comparison-2026","method":"lexical","observedAt":"2026-10-17T08:22:02.056Z"},{"functionId":"test","value":0.8,"source":"https://nirvanalabs.io/blog/agent-sandboxes-comparison-2026","method":"lexical","observedAt":"2026-10-17T08:22:02.056Z"},{"functionId":"auth","value":0.72,"source":"https://nirvanalabs.io/blog/agent-sandboxes-comparison-2026","method":"lexical","observedAt":"2026-10-17T08:22:02.056Z"},{"functionId":"compose","value":0.72,"source":"https://nirvanalabs.io/blog/agent-sandboxes-comparison-2026","method":"lexical","observedAt":"2026-10-17T08:22:02.056Z"},{"functionId":"deploy","value":0.72,"source":"https://nirvanalabs.io/blog/agent-sandboxes-comparison-2026","method":"lexical","observedAt":"2026-10-17T08:22:02.056Z"},{"functionId":"route","value":0.72,"source":"https://nirvanalabs.io/blog/agent-sandboxes-comparison-2026","method":"lexical","observedAt":"2026-10-17T08:22:02.056Z"},{"functionId":"store","value":0.72,"source":"https://nirvanalabs.io/blog/agent-sandboxes-comparison-2026","method":"lexical","observedAt":"2026-10-17T08:22:02.056Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"false","evidenceSource":"https://nirvanalabs.io/blog/agent-sandboxes-comparison-2026","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://nirvanalabs.io/blog/agent-sandboxes-comparison-2026","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://nirvanalabs.io/blog/agent-sandboxes-comparison-2026","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://nirvanalabs.io/blog/agent-sandboxes-comparison-2026","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-17T08:22:03.298Z","updatedAt":"2026-10-17T08:22:03.298Z","sources":[{"kind":"web","label":"executor","url":"https://nirvanalabs.io/blog/agent-sandboxes-comparison-2026","excerpt":"# The Ultimate AI Agent Sandboxes Comparison 2026\n\n## TL;DR\n\n* Choose an agent sandbox by the state that must survive: workspace files, committed workflow progress, or running process memory.\n* Compare Nirvana, E2B, Daytona, Modal, Cloudfla","at":"2026-10-17T08:22:03.298Z"}],"recordId":"cmp_ai-agent-sandbox-comparison-2026-seven-platforms","claims":{"name":"AI Agent Sandbox Comparison 2026: Seven Platforms","summary":"# The Ultimate AI Agent Sandboxes Comparison 2026","kind":"eval","publisher":"nirvanalabs.io","homepage":"https://nirvanalabs.io/blog/agent-sandboxes-comparison-2026","costRange":"unknown","costNotes":"Unknown: pricing was not stated in the intake evidence.","functions":["code","evaluate","memory","policy","test","auth","compose","deploy"],"slices":[{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"evaluate","label":"evaluate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"memory","label":"memory","note":"Inferred from executor","cost":"Unknown"},{"functionId":"policy","label":"policy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"test","label":"test","note":"Inferred from executor","cost":"Unknown"},{"functionId":"auth","label":"auth","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"http"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed."},"relations":[{"from":"ai-agent-sandbox-comparison-2026-seven-platforms","to":"best-code-execution-sandbox-for-ai-agents-in-2026","kind":"fills-same-slot-as","note":"Shared functions code, compose, deploy, memory, test. Can fill the same function slot."},{"from":"ai-agent-sandbox-comparison-2026-seven-platforms","to":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","kind":"fills-same-slot-as","note":"Shared functions code, deploy, evaluate, memory. Can fill the same function slot."},{"from":"ai-agent-sandbox-comparison-2026-seven-platforms","to":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","kind":"fills-same-slot-as","note":"Shared functions code, compose, deploy, policy. Can fill the same function slot."},{"from":"ai-agent-sandbox-comparison-2026-seven-platforms","to":"fix-cold-start-latency-in-ai-sandboxes-techniques","kind":"fills-same-slot-as","note":"Shared functions code, compose, evaluate, test. Can fill the same function slot."},{"from":"ai-agent-sandbox-comparison-2026-seven-platforms","to":"how-hopx-achieves-100ms-cold-starts","kind":"fills-same-slot-as","note":"Shared functions auth, code, memory. Can fill the same function slot."},{"from":"ai-agent-sandbox-comparison-2026-seven-platforms","to":"betterwright","kind":"fills-same-slot-as","note":"Shared functions code, policy. Can fill the same function slot."},{"from":"ai-agent-sandbox-comparison-2026-seven-platforms","to":"shadcn-ui","kind":"fills-same-slot-as","note":"Shared functions code, compose. Can fill the same function slot."},{"from":"ai-agent-sandbox-comparison-2026-seven-platforms","to":"daytona-alternatives-4-ai-agent-sandbox-platforms-compared-2026","kind":"fills-same-slot-as","note":"Shared functions code, compose, memory. 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":"No MCP surface is declared. An 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 2026-10-17. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://nirvanalabs.io/blog/agent-sandboxes-comparison-2026","excerpt":"# The Ultimate AI Agent Sandboxes Comparison 2026\n\n## TL;DR\n\n* Choose an agent sandbox by the state that must survive: workspace files, committed workflow progress, or running process memory.\n* Compare Nirvana, E2B, Daytona, Modal, Cloudfla","at":"2026-10-17T08:22:03.298Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":6},{"slug":"best-code-execution-sandbox-for-ai-agents-in-2026","name":"Best code execution sandbox for AI agents in 2026","summary":"Published 17th January 2026","publisher":"northflank.com","homepage":"https://northflank.com/blog/best-code-execution-sandbox-for-ai-agents","kind":"eval","hasApi":true,"hasMcp":false,"costRange":"unknown","costNotes":"Unknown: pricing was not stated in the intake evidence.","functions":["code","browser","memory","stream","test","compose","deploy","route"],"slices":[{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"browser","label":"browser","note":"Inferred from executor","cost":"Unknown"},{"functionId":"memory","label":"memory","note":"Inferred from executor","cost":"Unknown"},{"functionId":"stream","label":"stream","note":"Inferred from executor","cost":"Unknown"},{"functionId":"test","label":"test","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"route","label":"route","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"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://northflank.com/blog/best-code-execution-sandbox-for-ai-agents","method":"lexical","observedAt":"2026-10-17T08:21:49.118Z"},{"functionId":"browser","value":0.8,"source":"https://northflank.com/blog/best-code-execution-sandbox-for-ai-agents","method":"lexical","observedAt":"2026-10-17T08:21:49.118Z"},{"functionId":"memory","value":0.8,"source":"https://northflank.com/blog/best-code-execution-sandbox-for-ai-agents","method":"lexical","observedAt":"2026-10-17T08:21:49.118Z"},{"functionId":"stream","value":0.8,"source":"https://northflank.com/blog/best-code-execution-sandbox-for-ai-agents","method":"lexical","observedAt":"2026-10-17T08:21:49.118Z"},{"functionId":"test","value":0.8,"source":"https://northflank.com/blog/best-code-execution-sandbox-for-ai-agents","method":"lexical","observedAt":"2026-10-17T08:21:49.118Z"},{"functionId":"compose","value":0.72,"source":"https://northflank.com/blog/best-code-execution-sandbox-for-ai-agents","method":"lexical","observedAt":"2026-10-17T08:21:49.118Z"},{"functionId":"deploy","value":0.72,"source":"https://northflank.com/blog/best-code-execution-sandbox-for-ai-agents","method":"lexical","observedAt":"2026-10-17T08:21:49.118Z"},{"functionId":"route","value":0.72,"source":"https://northflank.com/blog/best-code-execution-sandbox-for-ai-agents","method":"lexical","observedAt":"2026-10-17T08:21:49.118Z"},{"functionId":"store","value":0.72,"source":"https://northflank.com/blog/best-code-execution-sandbox-for-ai-agents","method":"lexical","observedAt":"2026-10-17T08:21:49.118Z"},{"functionId":"tool-call","value":0.72,"source":"https://northflank.com/blog/best-code-execution-sandbox-for-ai-agents","method":"lexical","observedAt":"2026-10-17T08:21:49.118Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"false","evidenceSource":"https://northflank.com/blog/best-code-execution-sandbox-for-ai-agents","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://northflank.com/blog/best-code-execution-sandbox-for-ai-agents","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://northflank.com/blog/best-code-execution-sandbox-for-ai-agents","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://northflank.com/blog/best-code-execution-sandbox-for-ai-agents","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-17T08:21:49.965Z","updatedAt":"2026-10-17T08:21:49.965Z","sources":[{"kind":"web","label":"executor","url":"https://northflank.com/blog/best-code-execution-sandbox-for-ai-agents","excerpt":"← Back to Blog\n\nBy Cristina Bunea\n\nPublished 17th January 2026\n\n# Best code execution sandbox for AI agents in 2026\n\nAI\n\n## TL;DR: Best code execution sandbox for AI agents in 2026\n\nThe best code execution sandbox for AI agents depends on w","at":"2026-10-17T08:21:49.965Z"}],"recordId":"cmp_best-code-execution-sandbox-for-ai-agents-in-2026","claims":{"name":"Best code execution sandbox for AI agents in 2026","summary":"Published 17th January 2026","kind":"eval","publisher":"northflank.com","homepage":"https://northflank.com/blog/best-code-execution-sandbox-for-ai-agents","costRange":"unknown","costNotes":"Unknown: pricing was not stated in the intake evidence.","functions":["code","browser","memory","stream","test","compose","deploy","route"],"slices":[{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"browser","label":"browser","note":"Inferred from executor","cost":"Unknown"},{"functionId":"memory","label":"memory","note":"Inferred from executor","cost":"Unknown"},{"functionId":"stream","label":"stream","note":"Inferred from executor","cost":"Unknown"},{"functionId":"test","label":"test","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"route","label":"route","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"http"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed."},"relations":[{"from":"best-code-execution-sandbox-for-ai-agents-in-2026","to":"ai-agent-sandbox-comparison-2026-seven-platforms","kind":"fills-same-slot-as","note":"Shared functions code, compose, deploy, memory, test. Can fill the same function slot."},{"from":"best-code-execution-sandbox-for-ai-agents-in-2026","to":"onyx","kind":"fills-same-slot-as","note":"Shared functions code, deploy, route, test. Can fill the same function slot."},{"from":"best-code-execution-sandbox-for-ai-agents-in-2026","to":"fix-cold-start-latency-in-ai-sandboxes-techniques","kind":"fills-same-slot-as","note":"Shared functions code, compose, route, test. Can fill the same function slot."},{"from":"best-code-execution-sandbox-for-ai-agents-in-2026","to":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","kind":"fills-same-slot-as","note":"Shared functions code, deploy, memory. Can fill the same function slot."},{"from":"best-code-execution-sandbox-for-ai-agents-in-2026","to":"human-review","kind":"fills-same-slot-as","note":"Shared functions browser, route. Can fill the same function slot."},{"from":"best-code-execution-sandbox-for-ai-agents-in-2026","to":"box","kind":"fills-same-slot-as","note":"Shared functions code, stream. Can fill the same function slot."},{"from":"best-code-execution-sandbox-for-ai-agents-in-2026","to":"magika","kind":"fills-same-slot-as","note":"Shared functions route, test. Can fill the same function slot."},{"from":"best-code-execution-sandbox-for-ai-agents-in-2026","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":"No MCP surface is declared. An 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 2026-10-17. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://northflank.com/blog/best-code-execution-sandbox-for-ai-agents","excerpt":"← Back to Blog\n\nBy Cristina Bunea\n\nPublished 17th January 2026\n\n# Best code execution sandbox for AI agents in 2026\n\nAI\n\n## TL;DR: Best code execution sandbox for AI agents in 2026\n\nThe best code execution sandbox for AI agents depends on w","at":"2026-10-17T08:21:49.965Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":6},{"slug":"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},{"slug":"open-notebook","name":"Open Notebook","summary":"Open Notebook is an open-source implementation of Google NotebookLM-style workflows with more model choice and deployment flexibility. The project positions itself as a private, multi-model, local/self-hostable notebook for ingesting sources, searching them, chatting with grounded context, and generating podcasts from research material.","kind":"resource","homepage":"https://www.open-notebook.ai","repoUrl":"https://github.com/lfnovo/open-notebook","publisher":"","license":"MIT","hasMcp":false,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["deploy"],"functionProbabilities":[{"functionId":"deploy","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-06-23-lfnovo-open-notebook.md","method":"lexical","observedAt":"2026-06-23T00:00:00.000Z"}],"slices":[{"functionId":"deploy","label":"Deploy","note":"Open Notebook is an open-source implementation of Google NotebookLM-style workflows with more model choice and deployment flexibility. The project positions itself as a private, multi-model, local/self-hostable notebook for ingesting sources, searching them, chatting with grounded context, and generating podcasts from research material.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-06-23-lfnovo-open-notebook.md\nOpen Notebook is an open-source implementation of Google NotebookLM-style workflows with more model choice and deployment flexibility. The project positions itself as a private, multi-model, local/self-hostable notebook for ingesting sources, searching them, chatting with grounded context, and generating podcasts from research material.","at":"2026-06-23T00:00:00.000Z"}],"interfaces":[],"origin":"seed","notes":[],"createdAt":"2026-06-23T00:00:00.000Z","updatedAt":"2026-06-23T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_open-notebook","claims":{"name":"Open Notebook","summary":"Open Notebook is an open-source implementation of Google NotebookLM-style workflows with more model choice and deployment flexibility. The project positions itself as a private, multi-model, local/self-hostable notebook for ingesting sources, searching them, chatting with grounded context, and generating podcasts from research material.","kind":"resource","publisher":"","homepage":"https://www.open-notebook.ai","repoUrl":"https://github.com/lfnovo/open-notebook","license":"MIT","costRange":"unknown","functions":["deploy"],"slices":[{"functionId":"deploy","label":"Deploy","note":"Open Notebook is an open-source implementation of Google NotebookLM-style workflows with more model choice and deployment flexibility. The project positions itself as a private, multi-model, local/self-hostable notebook for ingesting sources, searching them, chatting with grounded context, and generating podcasts from research material.","cost":"unknown"}],"interfaces":[],"composabilityRationale":""},"relations":[],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-06-23T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":5,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.15,"contribution":0.027,"why":"A licence is declared.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-06-23-lfnovo-open-notebook.md\nOpen Notebook is an open-source implementation of Google NotebookLM-style workflows with more model choice and deployment flexibility. The project positions itself as a private, multi-model, local/self-hostable notebook for ingesting sources, searching them, chatting with grounded context, and generating podcasts from research material.","at":"2026-06-23T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0,"contribution":0,"why":"No MCP surface is declared. No API is declared. Cost is unknown. 0 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 2026-06-23. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-06-23-lfnovo-open-notebook.md\nOpen Notebook is an open-source implementation of Google NotebookLM-style workflows with more model choice and deployment flexibility. The project positions itself as a private, multi-model, local/self-hostable notebook for ingesting sources, searching them, chatting with grounded context, and generating podcasts from research material.","at":"2026-06-23T00:00:00.000Z"}],"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":5},{"slug":"onyx","name":"Onyx","summary":"Open-source enterprise search and AI assistant that connects to internal knowledge sources, indexes them with source permissions, and supplies humans and agents with answers and context. It is described as self-hosted in the customer's cloud, VPC, Kubernetes, or air-gapped enviro","publisher":"Onyx","homepage":"https://onyx.app","kind":"app","hasApi":false,"hasMcp":false,"costRange":"unknown","costNotes":"Unknown: The page offers Book a Demo and Try for Free but does not state a price, seat fee, or usage rate. An in-page example compares one answer's time and dollar cost with another search method and is not a price list.","functions":["code","index","route","search","test","connect","deploy","embed"],"slices":[{"functionId":"connect","label":"Source connectors","note":"Continuously syncs company tools, with 50+ connectors named as a class and GitHub, Drive, Slack, and Confluence shown as indexed sources.","cost":"Unknown"},{"functionId":"index","label":"Permissioned index","note":"Indexes synced sources and keeps the index inside the customer's infrastructure.","cost":"Unknown"},{"functionId":"embed","label":"Embeddings","note":"States that embeddings stay in the customer's infrastructure.","cost":"Unknown"},{"functionId":"search","label":"Parallel enterprise search","note":"Searches indexed sources in parallel rather than one source at a time.","cost":"Unknown"},{"functionId":"route","label":"Model routing","note":"Swap model providers, route teams to different models, or run open weights on the customer's GPUs. Anthropic is named as a routing target.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"test","label":"test","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[],"composabilityRationale":"No public HTTP API or MCP server is declared. The page says Onyx syncs 50+ connectors, enforces source permissions at query time, routes teams to different models or self-hosted open weights, and provides context to humans and agents. How an external agent invokes Onyx is not specified. A contrast with one-source-at-a-time MCP search does not state that Onyx itself exposes MCP.","signals":[],"functionProbabilities":[{"functionId":"code","value":0.8,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"index","value":0.8,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"route","value":0.8,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"search","value":0.8,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"test","value":0.8,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"connect","value":0.72,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"deploy","value":0.72,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"embed","value":0.72,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"evaluate","value":0.72,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"retrieve","value":0.72,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"tool-call","value":0.72,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"false","evidenceSource":"https://onyx.app","method":"fallback"},{"key":"api","status":"unverified","asserted":"false","evidenceSource":"https://onyx.app","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://onyx.app","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://onyx.app","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-15T07:03:37.498Z","updatedAt":"2026-10-15T07:03:37.498Z","sources":[{"kind":"web","label":"executor","url":"https://onyx.app","excerpt":"# Complete Context for Your Humans and Agents\n\nOnyx connects to your enterprise knowledge and gives humans and agents accurate, fast, and token-efficient context.\n\nBook a Demo\n\nTry for Free\n\nThe world's top teams trust Onyx to be their prim","at":"2026-10-15T07:03:37.498Z"}],"recordId":"cmp_onyx","claims":{"name":"Onyx","summary":"Open-source enterprise search and AI assistant that connects to internal knowledge sources, indexes them with source permissions, and supplies humans and agents with answers and context. It is described as self-hosted in the customer's cloud, VPC, Kubernetes, or air-gapped enviro","kind":"app","publisher":"Onyx","homepage":"https://onyx.app","costRange":"unknown","costNotes":"Unknown: The page offers Book a Demo and Try for Free but does not state a price, seat fee, or usage rate. An in-page example compares one answer's time and dollar cost with another search method and is not a price list.","functions":["code","index","route","search","test","connect","deploy","embed"],"slices":[{"functionId":"connect","label":"Source connectors","note":"Continuously syncs company tools, with 50+ connectors named as a class and GitHub, Drive, Slack, and Confluence shown as indexed sources.","cost":"Unknown"},{"functionId":"index","label":"Permissioned index","note":"Indexes synced sources and keeps the index inside the customer's infrastructure.","cost":"Unknown"},{"functionId":"embed","label":"Embeddings","note":"States that embeddings stay in the customer's infrastructure.","cost":"Unknown"},{"functionId":"search","label":"Parallel enterprise search","note":"Searches indexed sources in parallel rather than one source at a time.","cost":"Unknown"},{"functionId":"route","label":"Model routing","note":"Swap model providers, route teams to different models, or run open weights on the customer's GPUs. Anthropic is named as a routing target.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"test","label":"test","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[],"composabilityRationale":"No public HTTP API or MCP server is declared. The page says Onyx syncs 50+ connectors, enforces source permissions at query time, routes teams to different models or self-hosted open weights, and provides context to humans and agents. How an external agent invokes Onyx is not specified. A contrast with one-source-at-a-time MCP search does not state that Onyx itself exposes MCP."},"relations":[{"from":"onyx","to":"rtk","kind":"fills-same-slot-as","note":"Shared functions code, search, test. Can fill the same function slot."},{"from":"onyx","to":"rea","kind":"fills-same-slot-as","note":"Shared functions code, connect, test. Can fill the same function slot."},{"from":"onyx","to":"best-code-execution-sandbox-for-ai-agents-in-2026","kind":"fills-same-slot-as","note":"Shared functions code, deploy, route, test. Can fill the same function slot."},{"from":"onyx","to":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","kind":"fills-same-slot-as","note":"Shared functions code, connect, deploy, search. Can fill the same function slot."},{"from":"onyx","to":"pen-dev","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed. Can fill the same function slot."},{"from":"onyx","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":"onyx","to":"executor","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"onyx","to":"magika","kind":"fills-same-slot-as","note":"Shared functions route, test. Can fill the same function slot."}],"explain":{"score":3,"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,"contribution":0,"why":"No MCP surface is declared. No API is declared. Cost is unknown. 0 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://onyx.app","excerpt":"# Complete Context for Your Humans and Agents\n\nOnyx connects to your enterprise knowledge and gives humans and agents accurate, fast, and token-efficient context.\n\nBook a Demo\n\nTry for Free\n\nThe world's top teams trust Onyx to be their prim","at":"2026-10-15T07:03:37.498Z"}],"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":3}]}