23Readiness score / 100
L1 Agent-readableBeats 14% of 1,846 companies
Access20/20
Context3/20
Interfaces0/32
Onboarding0/19
Trust0/9
Biggest gains
- +12 Remote MCP server for the product. Host a remote MCP server (e.g. mcp.<domain>/mcp, Streamable HTTP) for your core actions.
- +8 llms.txt exists. Publish /llms.txt: a markdown index of your docs at the root or docs host.
- +8 Machine-readable API spec. Publish an OpenAPI spec at a stable URL like /openapi.json and link it from llms.txt.
All 20 checks
- PASSAgents get the real page, not a bot wall10
- PASSrobots.txt lets user-triggered agents in6
- PASSContent is server-rendered4
- FAILllms.txt exists8
- FAILllms-full.txt exists3
- FAILDocs available as markdown6
- PASSSitemap2
- PASSStructured metadata1
- FAILPublic developer docs4
- FAILMachine-readable API spec8
- FAILRemote MCP server for the product12
- FAILDocs MCP or searchable docs4
- FAILSDKs and a CLI4
- FAILOAuth discovery metadata5
- FAILAgents can self-register OAuth clients6
- FAILSelf-serve API keys5
- FAILFree tier or test mode3
- FAILAgent manifests4
- FAILsecurity.txt2
- FAILPublic status page3
Your fix pack: 16 changes, up to +77 points
Each change is ready to paste, filled in for ochre-bio.com, with a command to check it worked. Or hand the whole list to your coding agent.
We didn't find developer docs, an API spec or an MCP server for ochre-bio.com. If you don't offer an API, the Access and Context fixes still help AI assistants read and recommend your site; you can skip the API and sign-in ones.
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