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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":"human-review","name":"Human Review","summary":"MIT-licensed Node CLI + agent skill by Peter Yang. 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The reviewer can directly change text/basic formatting, resize images, delete elements, and attach comments to selected text or blocks.","kind":"app","publisher":"","homepage":"https://github.com/petergyang/human-review/blob/main/package.json","repoUrl":"https://github.com/petergyang/human-review","license":"MIT","costRange":"unknown","functions":["browser","route"],"slices":[{"functionId":"browser","label":"Browser","note":"MIT-licensed Node CLI + agent skill by Peter Yang. It opens a target HTML/Markdown file or localhost route in a local browser review UI. The reviewer can directly change text/basic formatting, resize images, delete elements, and attach comments to selected text or blocks.","cost":"unknown"},{"functionId":"route","label":"Route","note":"MIT-licensed Node CLI + agent skill by Peter Yang. It opens a target HTML/Markdown file or localhost route in a local browser review UI. The reviewer can directly change text/basic formatting, resize images, delete elements, and attach comments to selected text or blocks.","cost":"unknown"}],"interfaces":[{"kind":"cli"},{"kind":"skill"}],"composabilityRationale":""},"relations":[{"from":"human-review","to":"agency","kind":"alternative-to","note":"Shared functions browser. Same kind and overlapping capability."},{"from":"human-review","to":"best-code-execution-sandbox-for-ai-agents-in-2026","kind":"fills-same-slot-as","note":"Shared functions browser, route. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-08-05T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":6,"formula":"100 × sum(weight × value) over observed factors only. 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No price, seat fee, or usage rate is stated.","functions":["browser","retrieve","search","generate","memory","summarize","tool-call"],"slices":[{"functionId":"search","label":"Single Slack search","note":"Search conversations, business tools, and connected app data from one search bar in Slack.","cost":"Unknown"},{"functionId":"retrieve","label":"Federated real-time retrieval","note":"Federated search returns information in real time based on the user's access at query time.","cost":"Unknown"},{"functionId":"summarize","label":"Conversational summary","note":"A natural-language question can return a conversational summary informed by the most relevant permissioned results.","cost":"Unknown"},{"functionId":"browser","label":"browser","note":"Inferred from executor","cost":"Unknown"},{"functionId":"generate","label":"generate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"memory","label":"memory","note":"Inferred from executor","cost":"Unknown"},{"functionId":"tool-call","label":"tool-call","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"http"}],"composabilityRationale":"The page states a custom connector API for home-grown systems, self-hosted software, and proprietary knowledge bases, and connectors for third-party apps such as Salesforce and Google Drive. 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No MCP server or Model Context Protocol support is stated.","signals":[],"functionProbabilities":[{"functionId":"browser","value":0.8,"source":"https://slack.com/features/enterprise-search","method":"lexical","observedAt":"2026-10-15T16:30:32.864Z"},{"functionId":"retrieve","value":0.8,"source":"https://slack.com/features/enterprise-search","method":"lexical","observedAt":"2026-10-15T16:30:32.864Z"},{"functionId":"search","value":0.8,"source":"https://slack.com/features/enterprise-search","method":"lexical","observedAt":"2026-10-15T16:30:32.864Z"},{"functionId":"generate","value":0.72,"source":"https://slack.com/features/enterprise-search","method":"lexical","observedAt":"2026-10-15T16:30:32.864Z"},{"functionId":"memory","value":0.72,"source":"https://slack.com/features/enterprise-search","method":"lexical","observedAt":"2026-10-15T16:30:32.864Z"},{"functionId":"summarize","value":0.72,"source":"https://slack.com/features/enterprise-search","method":"lexical","observedAt":"2026-10-15T16:30:32.864Z"},{"functionId":"tool-call","value":0.72,"source":"https://slack.com/features/enterprise-search","method":"lexical","observedAt":"2026-10-15T16:30:32.864Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"false","evidenceSource":"https://slack.com/features/enterprise-search","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://slack.com/features/enterprise-search","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://slack.com/features/enterprise-search","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://slack.com/features/enterprise-search","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-15T16:30:34.285Z","updatedAt":"2026-10-15T16:30:34.285Z","sources":[{"kind":"web","label":"executor","url":"https://slack.com/features/enterprise-search","excerpt":"Skip to main content\n\nWatch video\n\n## Search Slack, and every connected app.\n\nEnterprise search includes your company's third-party apps, too. No context switching required.\n\nFully Connected\n\n## One search to rule them all.\n\nWith enterprise","at":"2026-10-15T16:30:34.285Z"}],"recordId":"cmp_slack-enterprise-search","claims":{"name":"Slack Enterprise Search","summary":"Slack feature that searches conversations, files, connected third-party apps, and custom or self-hosted sources from one Slack search bar. It uses real-time federated retrieval, permission-aware results, and natural-language answers with conversational summaries. Slackbot is desc","kind":"app","publisher":"Slack","homepage":"https://slack.com/features/enterprise-search","costRange":"unknown","costNotes":"Unknown: The page says customers on the Enterprise+ plan can use enterprise search by enabling connectors at the admin and user levels and tells readers to contact sales. No price, seat fee, or usage rate is stated.","functions":["browser","retrieve","search","generate","memory","summarize","tool-call"],"slices":[{"functionId":"search","label":"Single Slack search","note":"Search conversations, business tools, and connected app data from one search bar in Slack.","cost":"Unknown"},{"functionId":"retrieve","label":"Federated real-time retrieval","note":"Federated search returns information in real time based on the user's access at query time.","cost":"Unknown"},{"functionId":"summarize","label":"Conversational summary","note":"A natural-language question can return a conversational summary informed by the most relevant permissioned results.","cost":"Unknown"},{"functionId":"browser","label":"browser","note":"Inferred from executor","cost":"Unknown"},{"functionId":"generate","label":"generate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"memory","label":"memory","note":"Inferred from executor","cost":"Unknown"},{"functionId":"tool-call","label":"tool-call","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"http"}],"composabilityRationale":"The page states a custom connector API for home-grown systems, self-hosted software, and proprietary knowledge bases, and connectors for third-party apps such as Salesforce and Google Drive. Retrieval is federated and permission-aware in real time. No MCP server or Model Context Protocol support is stated."},"relations":[{"from":"slack-enterprise-search","to":"atomic-agent","kind":"fills-same-slot-as","note":"Shared functions browser, memory, tool-call. Can fill the same function slot."},{"from":"slack-enterprise-search","to":"vellum-assistant","kind":"fills-same-slot-as","note":"Shared functions browser, memory, tool-call. Can fill the same function slot."},{"from":"slack-enterprise-search","to":"deep-agents","kind":"fills-same-slot-as","note":"Shared functions memory, summarize. Can fill the same function slot."},{"from":"slack-enterprise-search","to":"search","kind":"fills-same-slot-as","note":"Shared functions browser, search. Can fill the same function slot."},{"from":"slack-enterprise-search","to":"daytona-alternatives-4-ai-agent-sandbox-platforms-compared-2026","kind":"fills-same-slot-as","note":"Shared functions generate, memory, tool-call. Can fill the same function slot."},{"from":"slack-enterprise-search","to":"turbopuffer","kind":"fills-same-slot-as","note":"Shared functions memory, search. Can fill the same function slot."},{"from":"slack-enterprise-search","to":"pageindex","kind":"fills-same-slot-as","note":"Shared functions memory, retrieve. Can fill the same function slot."},{"from":"slack-enterprise-search","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."}],"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 2026-10-15. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://slack.com/features/enterprise-search","excerpt":"Skip to main content\n\nWatch video\n\n## Search Slack, and every connected app.\n\nEnterprise search includes your company's third-party apps, too. No context switching required.\n\nFully Connected\n\n## One search to rule them all.\n\nWith enterprise","at":"2026-10-15T16:30:34.285Z"}],"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":"atomic-agent","name":"Atomic Agent","summary":"Local-first AI agent whose control loop and all state run on the machine. 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Default path is llama.cpp (their TurboQuant fork) so small quantized models stay useful for long multi-step work on consumer hardware.","at":"2026-07-23T00:00:00.000Z"}],"interfaces":[],"origin":"seed","notes":[],"createdAt":"2026-07-23T00:00:00.000Z","updatedAt":"2026-07-23T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_atomic-agent","claims":{"name":"Atomic Agent","summary":"Local-first AI agent whose control loop and all state run on the machine. Drives browser, files, approved shell, documents, memory across sessions, scheduled tasks, and MCP tools. 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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}]}