Agent Readiness Python Packages

shipsignal

Honest AI-impact, delivery-health & agent-readiness scanner for any git repo — read-only, local, stdlib-only.

workswithagents

Works With Agents — Agent OSI Model Python SDK

context-linter

LLM readiness linter for websites. Audits robots.txt, llms.txt, Schema.org, and content density on a 0-100 scale. Includes MCP server. Published on PyPI: pip install context-cli.

usepaso

Make your API agent-ready in minutes. One declaration, every protocol.

botvisibility

When AI agents browse a site that doesn't publish machine-readable metadata or APIs, they fall back to scraping HTML, guessing endpoints, and retrying. That burns 5-100x more tokens per session and silently inflates the cost of every agent interaction. BotVisibility runs 55 automated checks across 5 levels.

agent-readiness-cli

Score any URL for AI-agent readiness — llms.txt, JSON-LD, AI-bot robots.txt, canonical, MCP, meta, sitemap

aeo-cli

LLM readiness linter for websites. Audits robots.txt, llms.txt, Schema.org, and content density on a 0-100 scale. Includes MCP server. Published on PyPI: pip install context-cli.