Redash

Fair

Agent Native Score

Free TierAPI Key AuthOpenAPI Spec

Redash is an open-source data visualization and query platform that allows teams to query, visualize, and share data from multiple sources. It provides a web UI and API for creating dashboards and running SQL queries against databases.

Categories: Data Visualization · Analytics · Databases

#5 of 14 in Data Visualization · #46 of 117 in Analytics · #6 of 6 in Databases

Checklist Breakdown

13 of 33 checks passed. 14 unscored.

Discovery 63%

Can an agent find and understand this tool without a web search?

✓ Published OpenAPI/Swagger spec

✗ Has llms.txt or llms-full.txt

✗ Has an MCP server (official or well-maintained)

✗ MCP server listed in a public registry

✓ API reference docs are publicly accessible

✓ Docs include runnable code examples

✓ Has a public changelog or release notes

✓ Has a public status page

Auth & Onboarding 50%

Can an agent create an account and get credentials without human intervention?

✗ Signup does not require CAPTCHA

✗ Signup does not require phone verification

✓ Supports API key auth (not only OAuth)

✗ API key obtainable without manual approval

✓ No mandatory billing info to start

✓ Can sign up without creating an organization

Pricing 100%

Can an agent operate autonomously without upfront payment or contracts?

✓ Has a free tier

✓ Usage-based pricing available

✓ No minimum contract or commitment

✓ Pricing page is public (no 'contact sales')

✓ Free tier sufficient for testing (not just a trial)

Agent Tooling Not yet scored

How well does the API work for non-human consumers?

— SDK available in 2+ languages

— Structured error responses (JSON with error codes)

— Idempotency support on write endpoints

— Pagination on list endpoints

— Webhook/event support

— Sandbox or test mode available

— Rate limit headers in responses

— Consistent REST resource naming

Reliability Not yet scored

Does the tool fail gracefully when an agent makes a mistake?

— Meaningful error messages (not just 500)

— 429 responses include Retry-After header

— Documented uptime SLA (99.9%+)

— Graceful degradation under rate limits

— Request IDs in responses for debugging

— API versioning supported

Reviewer Notes

Redash has a documented REST API and is open-source, which aids discovery somewhat, but lacks an MCP server and llms.txt file. Account creation requires human setup—agents cannot self-register via the API. The API is reasonably well-structured for querying and visualization management, though error handling could be more detailed. Being open-source with a free tier and self-hosting option helps reliability and pricing, but the lack of programmatic signup and no MCP integration limits agent autonomy significantly.

Redash

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