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.; jcodemunch-mcp: jCodeMunch MCP is a highly token-efficient server that leverages tree-sitter AST parsing to provide precise GitHub source code retrieval. It drastically cuts AI token costs by allowing agents to fetch only the exact code snippets they need, rather than reading entire files.
Enabling LLMs to navigate and understand complex codebases
Significantly reduce AI token costs in retrieval-heavy development workflows, especially for LLM-powered agents.