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Tools for developing and automating QA for Java and Spring Boot applications MCP tools

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

71,107 tools. Last updated 2026-02-10 10:50
  • Analyze spring-mass oscillation systems by calculating motion parameters using mass, spring constant, and amplitude inputs for trigonometric applications.
    Apache 2.0
  • Extract structural outlines from multiple files to explore project architecture, trace interface logic, and perform code reviews with Java Spring annotation parsing.
    MIT
  • Extract structural outlines from multiple code files to explore project architecture, trace interface logic, and perform code reviews with Java Spring annotation parsing.
    MIT
  • Connect to ESP32 devices via serial port with automatic reset and boot sequence handling. Manages the transition from boot messages to application mode for reliable communication with embedded systems.

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