DeepContext is an MCP server that provides symbol - aware semantic search capabilities for code assistants. By intelligently parsing code structure and semantic relationships, it can accurately locate relevant code snippets in large codebases and improve development efficiency.

The AST MCP Server is a code analysis service based on Abstract Syntax Trees (AST) and Abstract Semantic Graphs (ASG). It supports multiple programming languages, provides functions such as code structure parsing, semantic analysis, and complexity evaluation, and can be integrated with MCP clients such as Claude Desktop.

ParseFlow is an AI-driven all-in-one document parsing library that supports PDF, Word, Excel, PPT, and image OCR, provides semantic search and batch processing functions, and includes an MCP Server for AI assistants to use.

CodeFlow is an intelligent code analysis tool that generates detailed call graphs by parsing the abstract syntax tree of the code and provides semantic search functionality. It includes two interfaces, a CLI tool and an MCP server, aiming to help developers understand complex codebases with minimal cognitive burden.

A code navigation MCP server based on semantic search, achieving efficient code retrieval through AI embedding and AST parsing, and reducing token consumption

CodeGraph CLI is a high-performance MCP server management tool that provides code repository indexing, semantic search, and architecture analysis functions, supporting multi-language parsing and vector search.