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MCP and docs for coding agents

Making agents and coding tools work together: reliable MCP results in Claude Code, docs that agents can read, and MCP-backed web research.

MCP
Claude Code
llms.txt
Tools
Agno for coding agents llms.txt tools docs Claude Code MCP issue
  • MCP results in Claude Code: found and fixed why Claude Code showed no answer from AgentOS MCP tools (structured results without a text body), plus automatic exposure of whole toolkits as MCP tools. The fix shipped in Agno.
  • Docs agents can read: built llms.txt support - an agent reads a documentation index and fetches only the pages it needs, or loads the docs into a knowledge base. This is how an internal docs agent stays accurate for coding agents.
  • Schemas that survive: fixed nested tool schemas so MCP tools with complex inputs work with Claude.
  • Keyless web research over MCP, and authenticated Exa MCP in the deployment templates.
  • Toolkits for GitHub, Parallel’s Task and Monitor APIs, Daytona, Serper, Crawl4AI and more, plus consistent tool naming across dozens of toolkits.
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