The AWS MCP Servers are a set of dedicated servers based on the Model Context Protocol, offering various AWS-related functions, including document retrieval, knowledge base query, CDK best practices, cost analysis, image generation, etc., aiming to enhance the integration of AI applications with AWS services through a standardized protocol.

Claude Talk to Figma MCP is a plugin based on the Model Context Protocol that allows AI tools such as Claude Desktop to directly interact with Figma, enabling AI-assisted design capabilities. The project connects the AI client and the Figma plugin through a WebSocket server, supporting design operations such as document analysis, element creation and modification, and text processing.

An implementation of the MCP Server for Elasticsearch/OpenSearch, providing document search, index analysis, and cluster management functions.

The Smartsheet MCP Server is a middleware that enables intelligent integration between AI and the Smartsheet platform, providing functions for automated document management, data operations, and medical analysis.

The NSE-BSE MCP Server is a Model Context Protocol server that provides real-time stock market data for the National Stock Exchange of India and the Bombay Stock Exchange. It supports 66 tools for market data query, historical analysis, options derivatives, company information, and document download.

A research - level MCP server implementation that interacts with the Perplexity website without an API key, providing AI - driven research functions such as web search, document retrieval, API lookup, and code analysis.

ChatPPT is an AI - driven presentation generation service that supports generating PPTs according to themes or requirements, automatically creating PPTs by uploading documents, and provides online editing and download functions. Its MCP server supports 18 intelligent document processing APIs, covering various scenarios such as PPT production and resume analysis.

An intelligent Pull Request analysis assistant that integrates GitHub and Notion to achieve automated code review document generation.

Houtini LM is an MCP server that connects Claude to LM Studio, providing expert - level code analysis, document generation, and creative project scaffolding functions. It supports local operation without API costs and is suitable for developers and creators.

A security microservice project based on FastMCP, used for static analysis of potential malicious content in Microsoft Office documents, supporting functions such as VBA/XLM macro detection and DDE link check.

This project is a research and documentation on the Model Context Protocol (MCP), including technical analysis, implementation solutions, usage guides, and other resources, aiming to comprehensively introduce the MCP ecosystem.

The FedRAMP Docs MCP Server provides a structured query and analysis tool for the official FedRAMP document library, supporting FRMR dataset indexing, document search, and version comparison functions

An MCP plugin that provides code analysis capabilities for AI assistants, supporting code structure, quality, documentation analysis, and natural language queries.

The ConsultingAgents MCP Server is a multi - model consulting agent server that provides four AI expert consulting services (Darren, Sonny, Sergey, Gemma) for Claude Code through the MCP protocol, supporting code analysis, document search, and repository - level development planning.

MCP-RTFM is an intelligent document management server that automatically creates and maintains high-quality project documents through content analysis and metadata generation.

The UI5 MCP Server is a tool based on the Model Context Protocol, designed for UI5 application development. It provides functions such as project creation, code analysis, API documentation query, and development guidance, aiming to enhance the experience of developers when using AI - assisted tools.

Instagit is an MCP server that enables AI programming assistants to instantly analyze and understand the source code of any GitHub repository, providing accurate integration, debugging, and code analysis capabilities based on real code rather than guesswork or outdated documentation.

DocNav is a document navigation server based on the MCP protocol, providing LLM agents with human-like long document reading, analysis, and navigation capabilities, supporting multi-format document processing and intelligent search functionality.

DocNav is a document navigation server based on the MCP protocol, providing LLM agents with human - like document reading, analysis, and navigation capabilities, supporting multi - format document processing and intelligent search.

Flutter MCP Service v2.0 provides advanced development tools, including intelligent caching, documentation integration, and code analysis functions, supporting the entire Flutter/Dart development process.

A Polish legal document MCP server that provides comprehensive legal provision access, search, and analysis functions, supporting the acquisition of legal documents from the Polish Parliament API and AI - driven legal research.

The Next.js documentation MCP server provides AI agents with a complete database of Next.js documentation URLs, supporting intelligent document selection and query analysis

MCP Neurolora is an intelligent MCP server that provides code analysis, code collection, and documentation generation tools based on the OpenAI API.

An intelligent research agent tool based on HuggingFace smolagents, providing advanced research functions such as web search and document analysis

DocuMCP is an intelligent document deployment MCP server that provides a revolutionary document deployment solution for open - source projects through in - depth repository analysis, intelligent static site generator recommendation, and automated GitHub Pages deployment workflow.

The SFCC Development MCP Server is an MCP protocol service that provides comprehensive support for Salesforce B2C Commerce Cloud development, including document query, log analysis, best practice guides, and system object definition functions, and supports AI assistant integration.

Maven Tools MCP Server is an MCP protocol server based on Spring Boot that provides intelligent analysis services for Maven Central repository dependencies for JVM build tools (Maven, Gradle, SBT, Mill, etc.). It directly reads the metadata files of Maven Central, provides functions such as fast and accurate dependency version query, batch analysis, version comparison, and project health assessment, and integrates the Context7 document service.

ClaudeHopper is an AI-driven building document assistant that enables direct interaction with building drawings and specifications through RAG and hybrid search technologies.

The Orion Vision MCP Server is an open - source project based on the Model Context Protocol (MCP), providing seamless integration with Azure Document Intelligence services and supporting analysis and data extraction functions for multiple document types.

The MCP Development Agent is an intelligent development assistant based on the Model Context Protocol (MCP), providing memory management, document search, Git/GitHub integration, and code analysis functions. It supports CLI and SSE server modes and uses local AI models to achieve intelligent-assisted development.

Vulcan File Ops is a high - performance file operation server based on the Model Context Protocol (MCP) that can transform desktop AI assistants (such as Claude Desktop, ChatGPT Desktop, etc.) into powerful development partners. It provides secure file reading and writing, batch operations, document processing, image analysis, and Shell command execution functions. It features enterprise - level security controls, dynamic directory registration, and intelligent tool filtering, allowing users to have full control over local file system access.

The MCP Server provides code analysis and document generation tools, supporting multi - language project structure analysis and code collection.

A multi - language package documentation retrieval MCP service that does not require an API key, supporting documentation scraping and analysis across multiple programming language ecosystems.

The MCP server based on the GLM-4.5V model provides intelligent image analysis functions, supporting image acquisition from file paths or the clipboard. It is specifically designed for code content extraction, architecture analysis, error detection, and documentation generation.

An Azure CosmosDB server based on the Model Context Protocol (MCP), providing 8 powerful database operation tools, including container analysis, document query, and schema analysis functions.

A powerful MCP server for GEDCOM file management, supporting the creation, editing, and querying of genealogy data, and providing functions for complex relationship analysis, statistical reports, and automated document generation.

The MCP server provides code analysis and documentation generation tools, supporting functions such as project code collection, structure analysis, and automatic report generation. It has a developer mode and high-quality testing standards.

The MCP server for Azure CosmosDB provides 8 powerful tools for document database analysis, container discovery, and data query operations

An MCP server based on Gemini, providing code review, analysis, documentation generation, and logic verification functions, supporting 13 tools such as PR review, code smell detection, and complexity analysis.

An AI code audit server based on the local Ollama model. Through the integration of the Model Context Protocol (MCP), it provides multi - dimensional code analysis, including security, integrity, performance, quality, architecture, testing, and documentation checks.