{"slug":"onyx","name":"Onyx","summary":"Open-source enterprise search and AI assistant that connects to internal knowledge sources, indexes them with source permissions, and supplies humans and agents with answers and context. It is described as self-hosted in the customer's cloud, VPC, Kubernetes, or air-gapped enviro","publisher":"Onyx","homepage":"https://onyx.app","kind":"app","hasApi":false,"hasMcp":false,"costRange":"unknown","costNotes":"Unknown: The page offers Book a Demo and Try for Free but does not state a price, seat fee, or usage rate. An in-page example compares one answer's time and dollar cost with another search method and is not a price list.","functions":["code","index","route","search","test","connect","deploy","embed"],"slices":[{"functionId":"connect","label":"Source connectors","note":"Continuously syncs company tools, with 50+ connectors named as a class and GitHub, Drive, Slack, and Confluence shown as indexed sources.","cost":"Unknown"},{"functionId":"index","label":"Permissioned index","note":"Indexes synced sources and keeps the index inside the customer's infrastructure.","cost":"Unknown"},{"functionId":"embed","label":"Embeddings","note":"States that embeddings stay in the customer's infrastructure.","cost":"Unknown"},{"functionId":"search","label":"Parallel enterprise search","note":"Searches indexed sources in parallel rather than one source at a time.","cost":"Unknown"},{"functionId":"route","label":"Model routing","note":"Swap model providers, route teams to different models, or run open weights on the customer's GPUs. Anthropic is named as a routing target.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"test","label":"test","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[],"composabilityRationale":"No public HTTP API or MCP server is declared. The page says Onyx syncs 50+ connectors, enforces source permissions at query time, routes teams to different models or self-hosted open weights, and provides context to humans and agents. How an external agent invokes Onyx is not specified. A contrast with one-source-at-a-time MCP search does not state that Onyx itself exposes MCP.","signals":[],"functionProbabilities":[{"functionId":"code","value":0.8,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"index","value":0.8,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"route","value":0.8,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"search","value":0.8,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"test","value":0.8,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"connect","value":0.72,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"deploy","value":0.72,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"embed","value":0.72,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"evaluate","value":0.72,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"retrieve","value":0.72,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"},{"functionId":"tool-call","value":0.72,"source":"https://onyx.app","method":"lexical","observedAt":"2026-10-15T07:03:36.665Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"false","evidenceSource":"https://onyx.app","method":"fallback"},{"key":"api","status":"unverified","asserted":"false","evidenceSource":"https://onyx.app","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://onyx.app","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://onyx.app","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-15T07:03:37.498Z","updatedAt":"2026-10-15T07:03:37.498Z","sources":[{"kind":"web","label":"executor","url":"https://onyx.app","excerpt":"# Complete Context for Your Humans and Agents\n\nOnyx connects to your enterprise knowledge and gives humans and agents accurate, fast, and token-efficient context.\n\nBook a Demo\n\nTry for Free\n\nThe world's top teams trust Onyx to be their prim","at":"2026-10-15T07:03:37.498Z"}],"recordId":"cmp_onyx","claims":{"name":"Onyx","summary":"Open-source enterprise search and AI assistant that connects to internal knowledge sources, indexes them with source permissions, and supplies humans and agents with answers and context. It is described as self-hosted in the customer's cloud, VPC, Kubernetes, or air-gapped enviro","kind":"app","publisher":"Onyx","homepage":"https://onyx.app","costRange":"unknown","costNotes":"Unknown: The page offers Book a Demo and Try for Free but does not state a price, seat fee, or usage rate. An in-page example compares one answer's time and dollar cost with another search method and is not a price list.","functions":["code","index","route","search","test","connect","deploy","embed"],"slices":[{"functionId":"connect","label":"Source connectors","note":"Continuously syncs company tools, with 50+ connectors named as a class and GitHub, Drive, Slack, and Confluence shown as indexed sources.","cost":"Unknown"},{"functionId":"index","label":"Permissioned index","note":"Indexes synced sources and keeps the index inside the customer's infrastructure.","cost":"Unknown"},{"functionId":"embed","label":"Embeddings","note":"States that embeddings stay in the customer's infrastructure.","cost":"Unknown"},{"functionId":"search","label":"Parallel enterprise search","note":"Searches indexed sources in parallel rather than one source at a time.","cost":"Unknown"},{"functionId":"route","label":"Model routing","note":"Swap model providers, route teams to different models, or run open weights on the customer's GPUs. Anthropic is named as a routing target.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"},{"functionId":"test","label":"test","note":"Inferred from executor","cost":"Unknown"},{"functionId":"deploy","label":"deploy","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[],"composabilityRationale":"No public HTTP API or MCP server is declared. The page says Onyx syncs 50+ connectors, enforces source permissions at query time, routes teams to different models or self-hosted open weights, and provides context to humans and agents. How an external agent invokes Onyx is not specified. A contrast with one-source-at-a-time MCP search does not state that Onyx itself exposes MCP."},"relations":[{"from":"onyx","to":"rtk","kind":"fills-same-slot-as","note":"Shared functions code, search, test. Can fill the same function slot."},{"from":"onyx","to":"rea","kind":"fills-same-slot-as","note":"Shared functions code, connect, test. Can fill the same function slot."},{"from":"onyx","to":"best-code-execution-sandbox-for-ai-agents-in-2026","kind":"fills-same-slot-as","note":"Shared functions code, deploy, route, test. Can fill the same function slot."},{"from":"onyx","to":"gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au","kind":"fills-same-slot-as","note":"Shared functions code, connect, deploy, search. Can fill the same function slot."},{"from":"onyx","to":"pen-dev","kind":"fills-same-slot-as","note":"Shared functions code, connect, embed. Can fill the same function slot."},{"from":"onyx","to":"comparing-ai-agent-sandbox-platforms-e2b-modal-daytona-and-more","kind":"fills-same-slot-as","note":"Shared functions code, connect, deploy. Can fill the same function slot."},{"from":"onyx","to":"executor","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"onyx","to":"magika","kind":"fills-same-slot-as","note":"Shared functions route, test. Can fill the same function slot."}],"explain":{"score":3,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0,"contribution":0,"why":"No MCP surface is declared. No API is declared. 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Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://onyx.app","excerpt":"# Complete Context for Your Humans and Agents\n\nOnyx connects to your enterprise knowledge and gives humans and agents accurate, fast, and token-efficient context.\n\nBook a Demo\n\nTry for Free\n\nThe world's top teams trust Onyx to be their prim","at":"2026-10-15T07:03:37.498Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":3}