Agent readiness

Agent readiness leaderboard

Companies ranked by how well AI agents can find them, read them, use them and pay them. Every score comes from the same public scan of each company’s website, run again every week.

How ready is your site for agents?

  • About 10 minutes
  • The same checks as every company here
  • One email when it finishes, if you leave yours
Include community

14 companies ranked

RankCompanyCategoryScoreGrade7 daysScanned
01mastra.aimastra.aiCommunityAI SDK95A+NewOct 12, 2026
02Fly.iofly.ioCloud Infrastructure91ANewOct 12, 2026
02Railwayrailway.comCloud Infrastructure91ANewOct 12, 2026
04Renderrender.comCloud Infrastructure83BNewOct 12, 2026
05LangChainlangchain.comAI SDK80BNewOct 12, 2026
06Cloudflarecloudflare.comCloud Infrastructure78BNewOct 12, 2026
07Airbyteairbyte.comDatabase77BNewOct 12, 2026
08Motherduckmotherduck.comDatabase74BNewOct 12, 2026
09ClickHouseclickhouse.comDatabase72BNewOct 12, 2026
10DuckDBduckdb.orgDatabase61CNewOct 12, 2026
11MongoDBmongodb.comCloud Infrastructure60CNewOct 12, 2026
12Neo4jneo4j.comDatabase56CNewOct 12, 2026
13DigitalOceandigitalocean.comCloud Infrastructure54CNewOct 12, 2026
14blacksmith.shblacksmith.shCommunityNo category53CNewOct 12, 2026

How the score is measured

  1. /01DiscoveryCan an agent find you?
  2. /02AccessCan an agent read you?
  3. /03UsabilityCan an agent work with you?
  4. /04PaymentsCan an agent pay you?

An agent is going to use your product.What will it experience?

See how agents interact with your product, where they struggle and what you can improve. Join the waitlist for early access.