mcp-language-server: The MCP Language Server exposes language server capabilities like definition, references, and diagnostics to Large Language Models. It helps MCP-enabled clients navigate codebases more easily by providing semantic tools for code understanding and manipulation.; mermaid-code: Mermaid Code is a local-first desktop editor for Mermaid diagrams, built on Mermaid Live Editor and enhanced with Tauri for native features. It integrates AI agents like Claude Code and Codex, allowing them to create, modify, and explain diagrams directly within the app, leveraging local file access and an MCP server for AI-native workflows.
Enabling LLMs to navigate and understand complex codebases
Generate architecture, database, or business flow diagrams from code using AI agents.