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How to Understand and Improve Code MCP tools

Production-ready MCP servers that extend AI capabilities through file access, database connections, APIs, and contextual services.

57,091 tools. Last updated 2026-01-09 00:19
  • Search source code with AST context to understand how matches fit within functions, classes, and code structures.
    MIT License
  • Provides guidance for instrumenting code with OpenTelemetry traces and logs. Helps improve or create instrumentation by analyzing existing telemetry data or offering initial setup advice. Supports multiple programming languages and filepaths.
    MIT License
  • Analyze SQL query execution plans to understand how Firebird databases will process queries, helping optimize performance and identify bottlenecks.
    MIT License
  • Analyze code complexity by calculating cyclomatic, cognitive, or Halstead metrics to identify difficult sections and improve maintainability.
    MIT License
  • Analyze code complexity by calculating cyclomatic, cognitive, or Halstead metrics to identify difficult sections and improve maintainability.
    MIT License

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