Graphify-Labs/graphify
Graphify transforms codebases, documentation, and other files into queryable knowledge graphs, enhancing developer productivity with local AST parsing and detailed edge explanations.
Awesome MCP › Software Development
horw/esp-mcp
esp-mcp is a proof of concept Model Context Protocol server that wraps the command line workflow of ESP-IDF, the official IoT development framework from Espressif, so a chat assistant can drive embedded development through natural language. The stated goal is to gather ESP-IDF and related project commands in one place and let a newcomer get started through conversation alone. The server implements seven tools. run_esp_idf_install performs the toolchain and dependency installation by invoking install.sh. create_esp_project scaffolds a new project and setup_project_esp_target selects the target chip, covering parts such as esp32, esp32c3 and esp32s3. build_esp_project compiles a project with incremental build support and records how long the build took. list_esp_serial_ports enumerates the serial devices a board may be attached to, and flash_esp_project writes the built firmware to a connected device, with the port optionally given explicitly. run_pytest executes tests through pytest with pytest-embedded support. Every tool accepts an idf_path parameter, so different projects can pin different ESP-IDF versions without changing global state; when the parameter is omitted the server falls back to the IDF_PATH environment variable. Builds can also take custom sdkconfig_defaults files, several of them separated by semicolons, to switch between configuration profiles. An experimental feature attempts automatic fixes for problems detected in build logs. Installation is by cloning the repository and registering it in the MCP client configuration, pointing the command at uv or a Python interpreter, passing the repository directory and main.py, and optionally setting IDF_PATH in the environment. The maintainer invites contributions that add missing ESP-IDF commands and describes a longer term aim of broader device management, interaction with monitor and menuconfig, and easier access to ESP-IDF documentation. It suits embedded developers who want to build, flash and test ESP32 firmware from an assistant.
https://github.com/horw/esp-mcp
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