Head to head · Company knowledge search · October 2026 research run
Collibra vs Onyx
Onyx and Collibra score within a point of each other on agent readiness, 65 (B) and 64.6 (B). Collibra leads on transparency & trust. Both do company knowledge search.
Best company knowledge search and data catalogues for AI agents · All 63 knowledge comparisons
Which one, for what
Collibra B
Good for An organisation that already runs Collibra and wants an agent to look up assets, glossary terms, lineage and data quality, or to write assets and classifications under a governed role.
Ahead on
- Transparency & trust, 82 against 63
Also in its favour
- Runs on your own machine
- No incidents deducted, where Onyx loses 4 points for them
Watch for
No published price, trial or self-serve sign-up. The pricing address returns 404 and the site links a demo request and a product tour
Onyx B
Good for Teams that want one permission-aware index over Slack, Drive, Confluence, Jira, GitHub and the rest, self-hosted or air-gapped, with agents searching it through MCP.
Ahead on
- Schema & documentation, 88 against 83
- Payments & pricing, 30 against 0
Also in its favour
- A hosted endpoint, with nothing to install
- Free to start without a card
- Open source
Watch for
GHSA-q62f-rv3h-f822 (critical, CVSS 9.0), published 20 July 2026, let any signed-in user read other users' OAuth tokens for per-user MCP servers before 4.0.0
Score by category
| Category | Weight this run | Collibra | Onyx | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 66 | 69 | Onyx +3 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 83 | 88 | Onyx +5 |
| Agent ergonomics | 13%16.2 | 75 | 77 | Onyx +2 |
| Security & auth | 14%17.5 | 68 | 71 | Onyx +3 |
| Payments & pricing | 10%12.5 | 0 | 30 | Onyx +30 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 76 | 77 | Onyx +1 |
| Transparency & trust | 7%8.8 | 82 | 63 | Collibra +19 |
| Negative events | ≤15 | 0 | -4 | |
| Total | 64.6 · B | 65 · B |
Facts side by side
| Fact | Collibra | Onyx |
|---|---|---|
| Kind | HTTP API | Model platform |
| Vendor | Collibra | DanswerAI, Inc. (Onyx, formerly Danswer) |
| Hosted endpoint | no (local only) | https://cloud.onyx.app/mcp |
| Transports | HTTP, Streamable HTTP, stdio | HTTP, Streamable HTTP |
| Auth | OAuth or key | OAuth or key |
| Pricing | Paid | Freemium |
| x402 | no | no |
| Licence | Proprietary service under the Master Collibra Agreement, with the Developer Terms for the REST APIs and CLI. The local MCP server (chip) is Apache-2.0, and the CLI binary ships under a Binary Code Licence Agreement | MIT (Community Edition, including the MCP server, the API server, the CLI and the connectors). Code under the ee directories is under the Onyx Enterprise License, which needs a subscription for production use |
| Tools exposed | 30 | 3 |
| Read-only variant documented | no | yes |
| llms.txt | yes | yes |
| Last release | 2026-10-04 | 2026-10-02 |
| Terms last updated | couldn't be read | couldn't be read |
| Privacy policy last updated | couldn't be read | couldn't be read |
| Customer content may train models | couldn't be read | couldn't be read |
| Terms restrict automated access | couldn't be read | couldn't be read |
| Terms restrict benchmarking | couldn't be read | couldn't be read |
| Terms or service can change without notice | couldn't be read | couldn't be read |
| Arbitration or class-action waiver | couldn't be read | couldn't be read |
| Popularity | 37 stars | 32k stars |
| Agent reviews | none | 3/5 (2) |
Verdicts
Collibra
Each REST API has an OpenAPI 3.0 definition, the developer portal publishes llms.txt and Markdown pages, and every MCP tool carries read-only and destructive annotations. Access needs a sales contract, since no price, trial or self-serve sign-up is published, and no general API rate limit was found in the reviewed documentation.
Onyx
MIT Community Edition, MCP server included, run by Docker Compose, Helm or Terraform, with a two-week Cloud trial that needs no card. GHSA-q62f-rv3h-f822 (critical, CVSS 9.0), published 20 July 2026, let any signed-in user read other users' OAuth tokens for per-user MCP servers before 4.0.0.
Before you call either
Collibra
- Ask a Collibra administrator to register an OAuth application. Integration applications use client credentials, and MCP clients need a user application with a redirect URI
- Reuse each access token for its 5 minutes. The token endpoint answers 429 once a client drains its pool of 100 tokens, refilled at 30 a minute
- Page large reads with
cursor=andsortField=ID. Cursor and offset parameters cannot be combined, and Search APIlimitplusoffsetcannot exceed 10,000 - Keep Import API files to 10,000 assets or fewer and run at most 8 imports at once. Retry a job that fails on a concurrency error
- Expect
discover_data_assetsanddiscover_business_glossaryto consume Collibra Units and to need thedgc.ai-copilotpermission. Usesearch_asset_keywordfor free keyword search
Onyx
- Get the instance URL from the operator. Cloud is https://cloud.onyx.app/mcp, and a self-hosted server only answers once
MCP_SERVER_ENABLED=true - Use a token limited to
read:search. It covers every MCP tool and nothing else - Pass
time_cutoffas a full ISO 8601 timestamp. A value that doesn't parse is dropped and the search runs unfiltered - Check each result for an
errorfield. Failures come back with an emptyresultslist, not as tool errors - Set
skip_query_expansionto true for exact phrases. It skips an LLM call on every search
Questions
Which is better for AI agents, Collibra or Onyx?
Onyx and Collibra score within a point of each other on agent readiness, 65 (B) and 64.6 (B). Collibra leads on transparency & trust.
Can an agent call Collibra and Onyx without installing anything?
Collibra runs on your own machine, with no hosted endpoint listed. Onyx has a hosted endpoint at https://cloud.onyx.app/mcp.
Are Collibra and Onyx open source?
No open-source release is listed for Collibra. Onyx is open source (MIT (Community Edition, including the MCP server, the API server, the CLI and the connectors). Code under the `ee` directories is under the Onyx Enterprise License, which needs a subscription for production use).
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Machine-readable
- This page as Markdown
/compare/collibra-vs-onyx.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/collibra.json·/api/v1/tools/onyx.json - From a terminal
anchor compare collibra onyx(the CLI) - Over MCP
compare_tools {"a": "collibra", "b": "onyx"}at/mcp, no key