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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":"vellum-assistant","name":"Vellum Assistant","summary":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","kind":"agent","homepage":"https://www.vellum.ai/docs/key-concepts/oauth-integrations","repoUrl":"https://github.com/vellum-ai/vellum-assistant","publisher":"","hasMcp":false,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["browser","memory","auth","tool-call"],"functionProbabilities":[{"functionId":"browser","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-07-28-vellum-assistant-oauth-integrations.md","method":"lexical","observedAt":"2026-07-28T00:00:00.000Z"},{"functionId":"memory","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-07-28-vellum-assistant-oauth-integrations.md","method":"lexical","observedAt":"2026-07-28T00:00:00.000Z"},{"functionId":"auth","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-28-vellum-assistant-oauth-integrations.md","method":"lexical","observedAt":"2026-07-28T00:00:00.000Z"},{"functionId":"tool-call","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-28-vellum-assistant-oauth-integrations.md","method":"lexical","observedAt":"2026-07-28T00:00:00.000Z"}],"slices":[{"functionId":"browser","label":"Browser","note":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","cost":"unknown"},{"functionId":"memory","label":"Memory","note":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","cost":"unknown"},{"functionId":"auth","label":"Auth","note":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","cost":"unknown"},{"functionId":"tool-call","label":"Tool-call","note":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-28-vellum-assistant-oauth-integrations.md\nVellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","at":"2026-07-28T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"ntegrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","at":"2026-07-28T00:00:00.000Z"}],"interfaces":[{"kind":"skill"}],"origin":"seed","notes":[],"createdAt":"2026-07-28T00:00:00.000Z","updatedAt":"2026-07-28T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_vellum-assistant","claims":{"name":"Vellum Assistant","summary":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","kind":"agent","publisher":"","homepage":"https://www.vellum.ai/docs/key-concepts/oauth-integrations","repoUrl":"https://github.com/vellum-ai/vellum-assistant","costRange":"unknown","functions":["browser","memory","auth","tool-call"],"slices":[{"functionId":"browser","label":"Browser","note":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","cost":"unknown"},{"functionId":"memory","label":"Memory","note":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","cost":"unknown"},{"functionId":"auth","label":"Auth","note":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","cost":"unknown"},{"functionId":"tool-call","label":"Tool-call","note":"Vellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","cost":"unknown"}],"interfaces":[{"kind":"skill"}],"composabilityRationale":""},"relations":[{"from":"vellum-assistant","to":"atomic-agent","kind":"alternative-to","note":"Shared functions browser, memory, tool-call. Same kind and overlapping capability."},{"from":"vellum-assistant","to":"railcode","kind":"fills-same-slot-as","note":"Shared functions auth, tool-call. Can fill the same function slot."},{"from":"vellum-assistant","to":"slack-enterprise-search","kind":"fills-same-slot-as","note":"Shared functions browser, memory, tool-call. Can fill the same function slot."},{"from":"vellum-assistant","to":"how-hopx-achieves-100ms-cold-starts","kind":"fills-same-slot-as","note":"Shared functions auth, memory. Can fill the same function slot."},{"from":"vellum-assistant","to":"ai-agent-sandbox-comparison-2026-seven-platforms","kind":"fills-same-slot-as","note":"Shared functions auth, memory. Can fill the same function slot."},{"from":"vellum-assistant","to":"best-code-execution-sandbox-for-ai-agents-in-2026","kind":"fills-same-slot-as","note":"Shared functions browser, memory. Can fill the same function slot."},{"from":"vellum-assistant","to":"daytona-alternatives-4-ai-agent-sandbox-platforms-compared-2026","kind":"fills-same-slot-as","note":"Shared functions memory, tool-call. Can fill the same function slot."}],"signals":[],"claimVerification":[],"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":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-28-vellum-assistant-oauth-integrations.md\nVellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","at":"2026-07-28T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"ntegrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","at":"2026-07-28T00:00:00.000Z"}],"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":0.22849520230941842,"contribution":0.031989328323318585,"why":"2 sources cover 1 evidence types. The latest dated evidence is 2026-07-28. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-28-vellum-assistant-oauth-integrations.md\nVellum Assistant is a personal AI assistant product (OSS + managed cloud) in the same broad class as Hermes / OpenClaw / NanoClaw: multi-channel agent, skills, memory, computer use, OAuth-connected tools, managed or self-hosted runtime. Entry capture was the OAuth Integrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","at":"2026-07-28T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"ntegrations key-concept doc: browser OAuth2 instead of pasting API keys; each integration is a bundled skill with tools (e.g.","at":"2026-07-28T00:00:00.000Z"}],"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":3}]}