FileScopeMCP is a code analysis tool based on TypeScript. It helps developers quickly understand the codebase structure by calculating file importance scores, tracking dependency relationships, generating visual charts, and adding file summaries. It supports analysis of multi-language projects, provides Mermaid chart generation and persistent storage functions, and can be integrated with Cursor's model context protocol.

Beanquery MCP is an experimental implementation of the Model Context Protocol (MCP) server for interacting with Beancount ledger files, enabling querying and analysis of financial data through the BQL query language and the beanquery tool.

The Flutter Tools MCP Server provides analysis and repair functions for Dart/Flutter files.

An MCP server for generating drum kit configurations for Decent Sampler, providing functions such as WAV file analysis and XML generation.

The MCP GitHub Reader is a lightweight MCP server that integrates the content of GitHub repositories into the context of large language models, providing repository analysis, file access, intelligent filtering, and search functions.

A tool that supports natural language querying and analysis of table data, supports multiple large language models, and can read table content from CSV files.

This project provides code analysis and editing capabilities through the LSP protocol, supports MCP tool calls for TypeScript/JavaScript, includes functions such as file operations, symbol lookup, and error checking, and has security features such as path restrictions.

PBIXRay MCP Server is a server based on the Model Context Protocol, providing analysis and interaction functions for Power BI (.pbix) files, including tools for data model exploration, query language access, and data structure analysis.

The Roo Activity Logger is an MCP server used to automatically record the activities of Roo Code (Cline), including command execution, code generation, etc., and saves the logs as JSON files for subsequent search and analysis.

SharkMCP is a network packet capture and analysis MCP server based on Wireshark/tshark, providing AI assistants with the ability to conduct network security analysis, troubleshooting, and packet inspection. It supports asynchronous packet capture, PCAP file analysis, SSL/TLS decryption, and other functions.

An MCP server that provides HTML file preview and analysis functions

An MCP server that provides file system context for large language models, supporting file operations, code analysis, and intelligent search.

SharkMCP is an MCP server for network packet capture and analysis based on Wireshark/tshark. It provides network traffic analysis capabilities for AI assistants and supports real-time packet capture, PCAP file parsing, and SSL/TLS decryption.

A Go-based MCP server that provides tools for analyzing Go performance profiling files (pprof), supporting multiple analysis types and output formats.

A Java class analysis service based on the MCP protocol. It scans Maven dependencies, decompiles Java class files, and provides detailed class information to help LLMs accurately generate code for calling second-party/third-party package interfaces, thus solving the problem of incorrect coding caused by AI's inability to read dependency source code.

RDF Explorer is a server based on the MCP protocol, providing knowledge graph exploration and analysis functions in local file or SPARQL endpoint modes, supporting natural language queries and SPARQL query conversion.

An advanced Obsidian MCP server that interacts with Obsidian through the Local REST API plugin, enabling AI agents to deeply understand the knowledge base structure, links, and content, and providing functions such as file operations, search, note management, and knowledge base analysis.

An MCP server that provides GraphQL schema exploration services for Large Language Models, supporting the loading, querying, and analysis of GraphQL schema files.

Provide an MCP server for executable file analysis based on Detect It Easy, allowing AI agents to analyze file formats and features through the DIE tool.

An audio analysis tool based on MCP and librosa, supporting the analysis of local files, YouTube links, and audio links.

File Context MCP is a TypeScript-based application that provides an API to query large language models (LLMs) through local file content. It supports multiple LLM providers (Ollama and Together.ai) and can process multiple file types to generate context-aware responses.

AI development assistant toolkit that provides code architecture, screenshot analysis, code review, and file reading functions

A clj-kondo syntax checking service based on the MCP protocol that provides code quality analysis for Clojure/ClojureScript/EDN files

GH_mcp_server is a tool that enables direct interaction with Rhino and Grasshopper through LLMs, supporting the analysis of 3dm files, 3D modeling, and the automatic generation of GHPython code.

The Shaka Packager MCP Server is an experimental project that integrates the Shaka Packager video processing tool with the Claude AI application, providing video transcoding, encapsulation, and analysis functions. It works with the file system server via the MCP protocol, enabling Claude to access and process local video files.

An MCP server for RTL waveform analysis based on the WAL language, providing functions such as signal extraction from waveform files, timing analysis, and advanced expression queries

PHPocalypse-MCP is an MCP server designed for PHP developers, aiming to simplify the process of running tests and static analysis and support customizing tool commands through the configuration file.

GemForge is an enterprise-level tool that connects Google Gemini AI with the MCP ecosystem. It provides functions such as real-time web access, advanced reasoning, code analysis, and multi-file processing. It supports more than 60 file formats and has intelligent model selection and a powerful error handling mechanism.

A service that interacts with systemd-coredump based on the MCP protocol, providing management and analysis functions for core dump files

Code Index MCP is a code indexing and analysis server based on the Model Context Protocol (MCP), providing functions such as code search, file analysis, and intelligent filtering. It supports multiple programming languages and helps developers efficiently manage codebases.

A professional forensic tool focused on in-depth investigation and analysis of Git repositories, providing detailed analysis of branch relationships, time activities, file changes, and merge strategies.

SkyDeckAI Code is an MCP server that provides a comprehensive set of AI-driven development tools, including file operations, code analysis, execution, web content retrieval, search, etc., aiming to enhance the auxiliary capabilities of AI in software development.

An MCP server based on the xAI Grok API, providing AI image analysis functions, supporting image description, metadata extraction, and OCR text recognition for URLs and local files.

An MCP server that can perform Japanese text analysis, providing functions such as character counting, word statistics, and detailed linguistic feature analysis. It supports file path and direct text input.

An MCP server for GitLab code review that enables AI assistants to review merge requests via the GitLab API, providing complete change analysis, file difference comparison, and review management functions.

A file system operation server based on the MCP protocol, providing functions such as directory management, file reading and writing, text analysis, duplicate file search, and compression and decompression.

Code Merge MCP is a code processing server based on the MCP protocol, providing code file extraction, merging, and analysis functions to help large language models efficiently process codebases.

TokenScope is a token-aware directory exploration tool for large language models, providing intelligent directory structure analysis, token-aware file content extraction, token usage statistics, and comprehensive report generation functions.

Gossiphs is a zero-configuration, high-performance general code file relationship analysis tool that supports multiple programming languages. It is based on tree-sitter and git analysis, provides support for Python SDK and MCP protocol, and is convenient for integration with AI.

A project containing multiple server-side implementations based on the MCP protocol, providing functions such as system cleaning, logistics query, file management, and data analysis for AI agents