The HOPX MCP server is a service based on the model context protocol that allows AI assistants to execute Python, JavaScript, Bash, and Go code in isolated cloud containers, supporting data analysis and file operations.

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.

XMind AI MCP is an intelligent mind mapping toolkit that provides multi - format file conversion, AI analysis, and MCP server functions. It supports converting multiple formats such as Markdown and Word to XMind and is integrated with the Trae IDE through UVX deployment.

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

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.

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 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.

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.

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.

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

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 MCP server that provides HTML file preview and analysis functions

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.

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.

IDA-Multi-MCP is a multi-instance IDA Pro MCP server that allows simultaneous reverse analysis of multiple binary files through a single MCP endpoint. It supports zero-configuration instance discovery, dynamic tool routing, and cross-binary analysis, simplifying the multi-file reverse engineering workflow.

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.

The Windows Forensics MCP Server is a comprehensive digital forensics toolkit designed specifically for Linux environments. It uses pure Python libraries to natively parse traces from Windows systems without relying on Windows tools. It provides functions such as EVTX log analysis, registry analysis, execution trace analysis, filesystem forensics, user activity analysis, network forensics, malware detection, and API monitoring capture analysis, and supports remote collection and high - level investigation coordinators.

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 file system context for large language models, supporting file operations, code analysis, and intelligent search.

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

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

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.

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.

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

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.

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

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.

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.

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

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.

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.

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.

VulniCheck is an AI - driven security scanner that provides comprehensive security analysis for Python projects and GitHub repositories. It runs as a Docker - based HTTP MCP server, supports standard HTTP streaming, and offers containerized deployment and comprehensive vulnerability scanning capabilities, including dependency checking, key detection, Docker file analysis, and AI risk assessment.

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.

The macOS Digital Forensics and Incident Response MCP Server provides 23 structured forensics analysis tools, supporting cross - evidence correlation analysis of unified logs, file system events, user activities, etc., to help investigators efficiently conduct macOS incident investigations.