~/talk

Building Production-Ready MCP Servers: From Protocol to Patterns

Talkat PyCon AU 2025 · 2025-09-12..09-16· [ai-assisted-development, python]
name:Nitish
links:none on file
slides:none on file

Claims a practical path from Model Context Protocol to production: concrete Python stack using fast-mcp on FastAPI with Pydantic validation, demonstrated caching via Redis, observability with Prometheus, and Docker deployment. Shows an actual MCP inspector repo (single-file example) that makes real API calls, uses sampling/streamable responses over streamable HTTP, and implements tool masking, OAuth2.1, rate limits and audit logging. Focuses on patterns that reduce repeated tool calls and harden servers for scale.

AI-written summary · about

  1. 0:00Introduction to MCP
  2. 2:28Protocol overview
  3. 3:50Architecture and components
  4. 6:21FastMCP framework
  5. 7:20Core development patterns
  6. 13:36Advanced tool masking
  7. 15:51Production considerations
  8. 18:14Observability and deployment
  9. 19:17Live demo and inspection
  10. 23:49Adoption and takeaways
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