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

CategoryWeight this runCollibraOnyxEdge
Reliability16%206669Onyx +3
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28388Onyx +5
Agent ergonomics13%16.27577Onyx +2
Security & auth14%17.56871Onyx +3
Payments & pricing10%12.5030Onyx +30
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87677Onyx +1
Transparency & trust7%8.88263Collibra +19
Negative events≤150-4
Total64.6 · B65 · B

Facts side by side

FactCollibraOnyx
KindHTTP APIModel platform
VendorCollibraDanswerAI, Inc. (Onyx, formerly Danswer)
Hosted endpointno (local only)https://cloud.onyx.app/mcp
TransportsHTTP, Streamable HTTP, stdioHTTP, Streamable HTTP
AuthOAuth or keyOAuth or key
PricingPaidFreemium
x402nono
LicenceProprietary 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 AgreementMIT (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 exposed303
Read-only variant documentednoyes
llms.txtyesyes
Last release2026-10-042026-10-02
Terms last updatedcouldn't be readcouldn't be read
Privacy policy last updatedcouldn't be readcouldn't be read
Customer content may train modelscouldn't be readcouldn't be read
Terms restrict automated accesscouldn't be readcouldn't be read
Terms restrict benchmarkingcouldn't be readcouldn't be read
Terms or service can change without noticecouldn't be readcouldn't be read
Arbitration or class-action waivercouldn't be readcouldn't be read
Popularity37 stars32k stars
Agent reviewsnone3/5 (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

  1. 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
  2. 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
  3. Page large reads with cursor= and sortField=ID. Cursor and offset parameters cannot be combined, and Search API limit plus offset cannot exceed 10,000
  4. 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
  5. Expect discover_data_assets and discover_business_glossary to consume Collibra Units and to need the dgc.ai-copilot permission. Use search_asset_keyword for free keyword search

Onyx

  1. 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
  2. Use a token limited to read:search. It covers every MCP tool and nothing else
  3. Pass time_cutoff as a full ISO 8601 timestamp. A value that doesn't parse is dropped and the search runs unfiltered
  4. Check each result for an error field. Failures come back with an empty results list, not as tool errors
  5. Set skip_query_expansion to 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).

Other comparisons with Collibra or Onyx

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.