{"components":[{"slug":"context-dev","name":"Context.dev","summary":"Context.dev (also @getcontextdev; YC S26 per founder/company bios) markets itself as a unified web-context API for software and agents: scrape, crawl, search, brand/people enrichment, monitors, MCP, and SDKs — one API key.","kind":"resource","homepage":"https://www.context.dev","repoUrl":"https://github.com/context-dot-dev/context-typescript-sdk","docsUrl":"https://docs.context.dev","publisher":"","hasMcp":true,"hasApi":true,"costRange":"unknown","composabilityRationale":"","functions":["crawl","search","connect","extract"],"functionProbabilities":[{"functionId":"crawl","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md","method":"lexical","observedAt":"2026-09-23T00:00:00.000Z"},{"functionId":"search","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md","method":"lexical","observedAt":"2026-09-23T00:00:00.000Z"},{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md","method":"lexical","observedAt":"2026-09-23T00:00:00.000Z"},{"functionId":"extract","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-09-23-context-dev-scrape-anything.md","method":"lexical","observedAt":"2026-09-23T00:00:00.000Z"}],"slices":[{"functionId":"crawl","label":"Crawl","note":"Context.dev (also @getcontextdev; 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Same kind and overlapping capability."},{"from":"world-monitor","to":"concentrate-ai","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"world-monitor","to":"google-workspace-cli","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"world-monitor","to":"mailcheap","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"world-monitor","to":"refero","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"world-monitor","to":"larasend","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"world-monitor","to":"rare-ui","kind":"alternative-to","note":"Shared functions connect. 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Grok pass was unavailable or incomplete. No usage metrics were observed.","signals":[],"functionProbabilities":[{"functionId":"code","value":0.8,"source":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"lexical","observedAt":"2026-10-17T08:35:32.651Z"},{"functionId":"memory","value":0.8,"source":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"lexical","observedAt":"2026-10-17T08:35:32.651Z"},{"functionId":"connect","value":0.72,"source":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"lexical","observedAt":"2026-10-17T08:35:32.651Z"},{"functionId":"deploy","value":0.72,"source":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"lexical","observedAt":"2026-10-17T08:35:32.651Z"},{"functionId":"evaluate","value":0.72,"source":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"lexical","observedAt":"2026-10-17T08:35:32.651Z"},{"functionId":"monitor","value":0.72,"source":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"lexical","observedAt":"2026-10-17T08:35:32.651Z"},{"functionId":"payment","value":0.72,"source":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"lexical","observedAt":"2026-10-17T08:35:32.651Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"fallback"},{"key":"cost","status":"unverified","asserted":"usage","evidenceSource":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-17T08:35:33.521Z","updatedAt":"2026-10-17T08:35:33.521Z","sources":[{"kind":"web","label":"executor","url":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","excerpt":"* Start Monitoring for Free\n* Sign In\n\n2026-08-04\n\n3071\n\n#ai\n\nIkeh Akinyemi\n\n214680\n\n116\n\n## See how LogRocket's Galileo AI surfaces the most severe issues for you\n\n### No signup required\n\nCheck it out\n\nFive dimensions separate AI agent san","at":"2026-10-17T08:35:33.521Z"}],"recordId":"cmp_comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","claims":{"name":"Comparing AI agent sandbox platforms: E2B, Modal, Daytona, and more","summary":"* Start Monitoring for Free","kind":"harness","publisher":"blog.logrocket.com","homepage":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","costRange":"usage","costNotes":"Cost range usage taken from intake evidence.","functions":["code","memory","connect","deploy","evaluate","monitor","payment"],"slices":[{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"memory","label":"memory","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"evaluate","label":"evaluate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"monitor","label":"monitor","note":"Inferred from executor","cost":"Unknown"},{"functionId":"payment","label":"payment","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed."},"relations":[{"from":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","to":"agentmemory","kind":"fills-same-slot-as","note":"Shared functions code, connect, memory. Can fill the same function slot."},{"from":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","to":"ai-agent-sandbox-comparison-2026-seven-platforms","kind":"fills-same-slot-as","note":"Shared functions code, deploy, evaluate, memory. Can fill the same function slot."},{"from":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","to":"how-hopx-achieves-100ms-cold-starts","kind":"fills-same-slot-as","note":"Shared functions code, memory, monitor. Can fill the same function slot."},{"from":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","to":"executor","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","to":"paseo","kind":"fills-same-slot-as","note":"Shared functions code, monitor. Can fill the same function slot."},{"from":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","to":"world-monitor","kind":"fills-same-slot-as","note":"Shared functions connect, monitor. Can fill the same function slot."},{"from":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","to":"best-code-execution-sandbox-for-ai-agents-in-2026","kind":"fills-same-slot-as","note":"Shared functions code, deploy, memory. Can fill the same function slot."},{"from":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","to":"daytona-alternatives-4-ai-agent-sandbox-platforms-compared-2026","kind":"fills-same-slot-as","note":"Shared functions code, memory, payment. Can fill the same function slot."}],"explain":{"score":13,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":1,"contribution":0.1,"why":"An MCP surface is declared. An API is declared. Cost is usage. 3 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-10-17. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://blog.logrocket.com/comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","excerpt":"* Start Monitoring for Free\n* Sign In\n\n2026-08-04\n\n3071\n\n#ai\n\nIkeh Akinyemi\n\n214680\n\n116\n\n## See how LogRocket's Galileo AI surfaces the most severe issues for you\n\n### No signup required\n\nCheck it out\n\nFive dimensions separate AI agent san","at":"2026-10-17T08:35:33.521Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":13},{"slug":"monid-289f37","name":"Monid","summary":"Surfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","kind":"app","homepage":"https://monid.ai/","docsUrl":"https://monid.ai/docs","publisher":"","hasMcp":true,"hasApi":true,"costRange":"unknown","composabilityRationale":"","functions":["connect"],"functionProbabilities":[{"functionId":"connect","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-07-24-monid-agent-tool-marketplace.md","method":"lexical","observedAt":"2026-07-24T00:00:00.000Z"}],"slices":[{"functionId":"connect","label":"Connect","note":"Surfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","cost":"unknown"}],"tweets":[],"sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-24-monid-agent-tool-marketplace.md\nSurfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Remote MCP — https://mcp.monid.ai/v1","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"HTTP API — https://api.monid.ai/v1/ (Bearer key)","at":"2026-07-24T00:00:00.000Z"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"http"}],"origin":"seed","notes":[],"createdAt":"2026-07-24T00:00:00.000Z","updatedAt":"2026-07-24T00:00:00.000Z","stagingSeed":"leyline-0.3.0-staging","recordId":"cmp_monid-289f37","claims":{"name":"Monid","summary":"Surfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","kind":"app","publisher":"","homepage":"https://monid.ai/","docsUrl":"https://monid.ai/docs","costRange":"unknown","functions":["connect"],"slices":[{"functionId":"connect","label":"Connect","note":"Surfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","cost":"unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"cli"},{"kind":"http"}],"composabilityRationale":""},"relations":[{"from":"monid-289f37","to":"dory","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"concentrate-ai","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"google-workspace-cli","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"mailcheap","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"refero","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"larasend","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"rare-ui","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"monid-289f37","to":"alex","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."}],"signals":[{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-07-24T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":13,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.15,"contribution":0.027,"why":"Documentation is available.","sources":[],"evidence":"observed"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-24-monid-agent-tool-marketplace.md\nSurfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Remote MCP — https://mcp.monid.ai/v1","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"HTTP API — https://api.monid.ai/v1/ (Bearer key)","at":"2026-07-24T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.288242068922591,"contribution":0.04035388964916275,"why":"4 sources cover 1 evidence types. The latest dated evidence is 2026-07-24. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Compendium resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-07-24-monid-agent-tool-marketplace.md\nSurfaces (same registry/balance claim): 1. Skill — one-liner set up https://monid.ai/SKILL.md (version 0.1.7) 2. Remote MCP — https://mcp.monid.ai/v1 3. CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows 4. HTTP API — https://api.monid.ai/v1/ (Bearer key) 5.","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Remote MCP — https://mcp.monid.ai/v1","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"CLI — npm i -g @monid-ai/cli@latest then monid setup / monid discover / run flows","at":"2026-07-24T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"HTTP API — https://api.monid.ai/v1/ (Bearer key)","at":"2026-07-24T00:00:00.000Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":13},{"slug":"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. 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Same kind and overlapping capability."},{"from":"larasend","to":"dory","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"larasend","to":"google-workspace-cli","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"larasend","to":"rare-ui","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"larasend","to":"alex","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"larasend","to":"cn","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"larasend","to":"littlejs-mini-arcade","kind":"alternative-to","note":"Shared functions connect. Same kind and overlapping capability."},{"from":"larasend","to":"slate","kind":"alternative-to","note":"Shared functions connect. 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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. 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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. 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Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"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. 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Grok pass was unavailable or incomplete. No usage metrics were observed."},"relations":[{"from":"daytona-alternatives-4-ai-agent-sandbox-platforms-compared-2026","to":"how-hopx-achieves-100ms-cold-starts","kind":"fills-same-slot-as","note":"Shared functions code, memory, store. Can fill the same function slot."},{"from":"daytona-alternatives-4-ai-agent-sandbox-platforms-compared-2026","to":"agent-sandbox","kind":"fills-same-slot-as","note":"Shared functions code, store, tool-call. Can fill the same function slot."},{"from":"daytona-alternatives-4-ai-agent-sandbox-platforms-compared-2026","to":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","kind":"fills-same-slot-as","note":"Shared functions code, memory, payment. Can fill the same function slot."},{"from":"daytona-alternatives-4-ai-agent-sandbox-platforms-compared-2026","to":"slack-enterprise-search","kind":"fills-same-slot-as","note":"Shared functions generate, memory, tool-call. Can fill the same function slot."},{"from":"daytona-alternatives-4-ai-agent-sandbox-platforms-compared-2026","to":"shadcn-ui","kind":"fills-same-slot-as","note":"Shared functions code, compose. Can fill the same function slot."},{"from":"daytona-alternatives-4-ai-agent-sandbox-platforms-compared-2026","to":"ai-agent-sandbox-comparison-2026-seven-platforms","kind":"fills-same-slot-as","note":"Shared functions code, compose, memory. Can fill the same function slot."},{"from":"daytona-alternatives-4-ai-agent-sandbox-platforms-compared-2026","to":"best-code-execution-sandbox-for-ai-agents-in-2026","kind":"fills-same-slot-as","note":"Shared functions code, compose, memory. Can fill the same function slot."},{"from":"daytona-alternatives-4-ai-agent-sandbox-platforms-compared-2026","to":"agentmemory","kind":"fills-same-slot-as","note":"Shared functions code, 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://www.morphllm.com/comparisons/daytona-alternative","excerpt":"# Daytona Alternatives: 4 AI Agent Sandbox Platforms Compared (2026)\n\nDaytona pivoted to AI agent infrastructure in early 2025. We compare 4 alternatives: E2B, Modal, Fly.io Sprites, and Freestyle. Cold start times, pricing, isolation model","at":"2026-10-17T08:35:48.103Z"}],"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":"slack-enterprise-search","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","publisher":"Slack","homepage":"https://slack.com/features/enterprise-search","kind":"app","hasApi":true,"hasMcp":false,"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.","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}]}