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It does approximate vector search (SPFresh), BM25 full-text, filters, and hybrid fusion.","kind":"app","publisher":"","homepage":"https://turbopuffer.com/","repoUrl":"https://github.com/turbopuffer","docsUrl":"https://turbopuffer.com/docs","costRange":"unknown","functions":["memory","search","embed","store"],"slices":[{"functionId":"memory","label":"Memory","note":"turbopuffer is a managed, commercial search engine from turbopuffer Inc. (Canadian, founded 2023). It is object-storage-first: Amazon S3 / Google Cloud Storage / Azure Blob is the source of truth; NVMe and memory are caches. It does approximate vector search (SPFresh), BM25 full-text, filters, and hybrid fusion.","cost":"unknown"},{"functionId":"search","label":"Search","note":"turbopuffer is a managed, commercial search engine from turbopuffer Inc. (Canadian, founded 2023). It is object-storage-first: Amazon S3 / Google Cloud Storage / Azure Blob is the source of truth; NVMe and memory are caches. It does approximate vector search (SPFresh), BM25 full-text, filters, and hybrid fusion.","cost":"unknown"},{"functionId":"embed","label":"Embed","note":"turbopuffer is a managed, commercial search engine from turbopuffer Inc. (Canadian, founded 2023). It is object-storage-first: Amazon S3 / Google Cloud Storage / Azure Blob is the source of truth; NVMe and memory are caches. It does approximate vector search (SPFresh), BM25 full-text, filters, and hybrid fusion.","cost":"unknown"},{"functionId":"store","label":"Store","note":"turbopuffer is a managed, commercial search engine from turbopuffer Inc. (Canadian, founded 2023). It is object-storage-first: Amazon S3 / Google Cloud Storage / Azure Blob is the source of truth; NVMe and memory are caches. It does approximate vector search (SPFresh), BM25 full-text, filters, and hybrid fusion.","cost":"unknown"}],"interfaces":[{"kind":"sdk"}],"composabilityRationale":""},"relations":[{"from":"turbopuffer","to":"how-hopx-achieves-100ms-cold-starts","kind":"fills-same-slot-as","note":"Shared functions memory, store. Can fill the same function slot."},{"from":"turbopuffer","to":"pageindex","kind":"fills-same-slot-as","note":"Shared functions embed, memory. Can fill the same function slot."},{"from":"turbopuffer","to":"slack-enterprise-search","kind":"fills-same-slot-as","note":"Shared functions memory, search. Can fill the same function slot."},{"from":"turbopuffer","to":"daytona-alternatives-4-ai-agent-sandbox-platforms-compared-2026","kind":"fills-same-slot-as","note":"Shared functions memory, store. Can fill the same function slot."},{"from":"turbopuffer","to":"onyx","kind":"fills-same-slot-as","note":"Shared functions embed, search. Can fill the same function slot."}],"signals":[{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-08-21T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":9,"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/2026-08-21-turbopuffer.md\nturbopuffer is a managed, commercial search engine from turbopuffer Inc. (Canadian, founded 2023). It is object-storage-first: Amazon S3 / Google Cloud Storage / Azure Blob is the source of truth; NVMe and memory are caches. It does approximate vector search (SPFresh), BM25 full-text, filters, and hybrid fusion.","at":"2026-08-21T00:00:00.000Z"},{"kind":"human","label":"Compendium resource card","excerpt":"Official SDKs are MIT; the service is paid (Launch minimum $16/month as of the 2026-06 pricing change).","at":"2026-08-21T00:00:00.000Z"}],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"No MCP surface is declared. An API is declared. 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Grok pass was unavailable or incomplete. No usage metrics were observed.","signals":[],"functionProbabilities":[{"functionId":"code","value":0.8,"source":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"lexical","observedAt":"2026-10-15T16:31:43.954Z"},{"functionId":"deploy","value":0.8,"source":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"lexical","observedAt":"2026-10-15T16:31:43.954Z"},{"functionId":"identity","value":0.8,"source":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"lexical","observedAt":"2026-10-15T16:31:43.954Z"},{"functionId":"policy","value":0.8,"source":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"lexical","observedAt":"2026-10-15T16:31:43.954Z"},{"functionId":"search","value":0.8,"source":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"lexical","observedAt":"2026-10-15T16:31:43.954Z"},{"functionId":"compose","value":0.72,"source":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"lexical","observedAt":"2026-10-15T16:31:43.954Z"},{"functionId":"connect","value":0.72,"source":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"lexical","observedAt":"2026-10-15T16:31:43.954Z"},{"functionId":"summarize","value":0.72,"source":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"lexical","observedAt":"2026-10-15T16:31:43.954Z"},{"functionId":"tool-call","value":0.72,"source":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"lexical","observedAt":"2026-10-15T16:31:43.954Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"fallback"},{"key":"api","status":"unverified","asserted":"false","evidenceSource":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-15T16:31:45.341Z","updatedAt":"2026-10-15T16:31:45.341Z","sources":[{"kind":"web","label":"executor","url":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","excerpt":"Home »\n\n# GoSearch for Slack: Agentic Enterprise Search, Custom AI Agents, and Workflow Automation\n\n###### Jun 2, 2026   /   Product & Updates\n\nMany enterprise teams live in Slack. The problem is that the knowledge they need to do their job","at":"2026-10-15T16:31:45.341Z"}],"recordId":"cmp_gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","claims":{"name":"GoSearch for Slack: Agentic Enterprise Search, Custom AI Agents, and Workflow Au","summary":"# GoSearch for Slack: Agentic Enterprise Search, Custom AI Agents, and Workflow Automation","kind":"mcp","publisher":"gosearch.ai","homepage":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","costRange":"unknown","costNotes":"Unknown: pricing was not stated in the intake evidence.","functions":["code","deploy","identity","policy","search","compose","connect","summarize"],"slices":[{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"identity","label":"identity","note":"Inferred from executor","cost":"Unknown"},{"functionId":"policy","label":"policy","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"},{"functionId":"compose","label":"compose","note":"Inferred from executor","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"summarize","label":"summarize","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed."},"relations":[{"from":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","to":"ai-agent-sandbox-comparison-2026-seven-platforms","kind":"fills-same-slot-as","note":"Shared functions code, compose, deploy, policy. Can fill the same function slot."},{"from":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","to":"onyx","kind":"fills-same-slot-as","note":"Shared functions code, connect, deploy, search. Can fill the same function slot."},{"from":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","to":"agent-sandbox","kind":"fills-same-slot-as","note":"Shared functions code, deploy, identity. Can fill the same function slot."},{"from":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","to":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","kind":"fills-same-slot-as","note":"Shared functions code, connect, deploy. Can fill the same function slot."},{"from":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","to":"executor","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","to":"betterwright","kind":"fills-same-slot-as","note":"Shared functions code, policy. Can fill the same function slot."},{"from":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","to":"mobbin-mcp","kind":"fills-same-slot-as","note":"Shared functions compose, connect. Can fill the same function slot."},{"from":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","to":"shadcn-ui","kind":"fills-same-slot-as","note":"Shared functions code, compose. Can fill the same function slot."}],"explain":{"score":6,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"An MCP surface is declared. No API is declared. Cost is unknown. 1 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-10-15. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://www.gosearch.ai/blog/the-gosearch-slack-integration","excerpt":"Home »\n\n# GoSearch for Slack: Agentic Enterprise Search, Custom AI Agents, and Workflow Automation\n\n###### Jun 2, 2026   /   Product & Updates\n\nMany enterprise teams live in Slack. The problem is that the knowledge they need to do their job","at":"2026-10-15T16:31:45.341Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":6},{"slug":"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. 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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":"onyx","name":"Onyx","summary":"Open-source enterprise search and AI assistant that connects to internal knowledge sources, indexes them with source permissions, and supplies humans and agents with answers and context. It is described as self-hosted in the customer's cloud, VPC, Kubernetes, or air-gapped enviro","publisher":"Onyx","homepage":"https://onyx.app","kind":"app","hasApi":false,"hasMcp":false,"costRange":"unknown","costNotes":"Unknown: The page offers Book a Demo and Try for Free but does not state a price, seat fee, or usage rate. 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