ruby-sdk vs codebadger
ruby-sdk: The MCP Ruby SDK provides official support for building and interacting with Model Context Protocol servers and clients. It offers a comprehensive set of features including JSON-RPC handling, tool/prompt/resource management, and various transport layers, facilitating the integration of LLM-powered applications.; codebadger: codebadger is a containerized Model Context Protocol (MCP) server providing AI agents and LLMs deep, queryable access to codebases via Joern Code Property Graphs. It enables detailed program and vulnerability analysis across multiple languages, scaling to large batches.
TL;DR
Developing custom MCP servers to expose AI capabilities (tools, prompts, resources) to clients.
Academic research in program analysis and software security.
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