# ReadMe docs and AI agent readiness

How 2 products documented on ReadMe score on the AI Agent Readiness Test. Average 81.9%, with the five agent surface checks for each.

Docs platform

2 of the 93 products tested serve their documentation on ReadMe.

Scores run from 80.0% to 83.8%, averaging 81.9%. Every ReadMe product tested passes llms.txt, Markdown mirror, MCP server and Docs AI. None ships llms-full.txt. The AI Agent Readiness Test scores the documentation, never the platform, so these numbers describe what these 2 teams published rather than what ReadMe can do.

## Scores on ReadMe

AI Agent Readiness Score for each product documented on ReadMe.

Product

Category

Grade

Score

Reading

Surface

llms

full

.md

MCP

AI

[Doppler](https://docsforagents.com/reports/doppler-docs-ai-agent-readiness/)

[Security & compliance](https://docsforagents.com/grades/?category=security)

B

83.8%

27/30

40/50

pass

fail

pass

pass

pass

[Recall.ai](https://docsforagents.com/reports/recall-ai-docs-ai-agent-readiness/)

[Voice & speech](https://docsforagents.com/grades/?category=voice)

B-

80.0%

24/30

40/50

pass

fail

pass

pass

pass

## Agent surface on ReadMe

-   **llms.txt** 2 of 2
-   **llms-full.txt** 0 of 2
-   **Markdown mirror** 2 of 2
-   **MCP server** 2 of 2
-   **Docs AI** 2 of 2

Recorded as ReadMe during testing. A sample of 2 shows what these teams shipped and does not establish a platform default.

[All docs platforms](https://docsforagents.com/platforms/) · [Every score in one table](https://docsforagents.com/grades/)

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Canonical URL: https://docsforagents.com/platforms/readme-docs-ai-agent-readiness/