"author:sqzxwd" matching MCP servers:

Bridges AI coding agents to live application runtime state by exposing verified SQLite schemas, captured 4xx/5xx HTTP failures, and parsed log stack traces over MCP. This lets agents ground their suggestions in real telemetry instead of guessing about database structure or error causes.

Compresses Python codebases into high-signal AST interface skeletons and provides MCP tools to retrieve smart context or per-file skeletons, reducing prompt token usage for coding agents.