AI & ML

A robust file system MCP server offering advanced code analysis, multi-language modifications, Git version control integration, and secure shell execution. It features intelligent caching, semantic search, and comprehensive security auditing for developer workflows.

A privacy-first semantic code search server that uses local Ollama embeddings and Qdrant vector storage to provide AI assistants with deep repository understanding and RAG capabilities.

A Market Context Protocol server that tracks real-time and historical data for crypto-adjacent stocks like Coinbase and MicroStrategy using yfinance.

Integrates with the i3 window manager to query window tree structures, list workspaces, search for applications, and execute layout commands via natural language.

A comprehensive web performance auditing server that integrates Google Lighthouse with MCP, offering tiered analysis from raw data collection to AI-driven action plans for optimizing Core Web Vitals.

A specialized MCP server providing tools for mathematical optimization through JijModeling and quantum computing support via Qiskit, featuring code validation and version migration assistance.

MCP server for AI Face vector avatar system with mDNS discovery and WebSocket transport

An institutional-grade quantitative trading MCP server that provides market data, portfolio management, risk analytics, and backtesting tools for AI agents.

A robust Spring Boot-based MCP server providing secure Jira integration and web search capabilities via OAuth2 JWT authentication. It serves as a foundation for building enterprise-grade MCP servers with Spring AI and advanced group-based authorization.

A specialized MCP server for AI-assisted CSS development that replaces verbose utility classes with semantic patterns to reduce token usage by up to 77%. It supports major frameworks like Tailwind and Bootstrap while providing SSR safety audits and minification capabilities.

A multi-agent customer service and retail laboratory that uses the Model Context Protocol to coordinate specialized agents for product search, sales transactions, and health consultancy.

A standalone proxy that transforms any OpenAPI or Swagger-described REST API into an MCP server by mapping API operations to executable MCP tools. It enables AI clients to interact with existing web services through automated HTTP requests based on their official documentation.

A dynamic gateway that converts any OpenAPI/Swagger specification into an MCP server, allowing AI agents to call REST API endpoints as native tools.

Provides AI assistants with direct access to self-hosted Docmost documentation through tools for listing spaces, searching content, and retrieving pages in Markdown format. It facilitates seamless documentation lookup and content retrieval within MCP-compatible clients.

A Model Context Protocol server providing access to Wikidata for searching entities, retrieving detailed data, and executing SPARQL queries across the knowledge graph.

A specialized MCP server that provides structured markdown templates for consistently documenting daily standups, meetings, learning sessions, and project summaries.

A Java MCP server that integrates with the Eclipse JDT Language Server (JDTLS) to provide advanced IDE features like symbol search, go-to-definition, and reference finding for Java projects.

A comprehensive financial data server providing real-time stock prices, options chains, and historical data via Yahoo Finance, alongside technical indicators and stock comparison tools.

A specialized MCP server for loading, parsing, and querying OpenAPI/Swagger documentation, enabling AI assistants to perform intelligent searches across endpoints, schemas, and authentication schemes.

AgentMode is an all-in-one MCP server that connects coding AI agents to over 20 different database types, including MySQL, PostgreSQL, Snowflake, and BigQuery, for seamless data querying and integration.

A comprehensive AWS integration for Claude that provides access to S3, EC2, RDS, Cost Explorer, and CloudWatch, including a generic SDK wrapper for any AWS service.

High-performance, pure Go memory middleware for AI Agents (Claude/Cursor). Features active file watching, auto-distillation via LLM, and 'Single Source of Truth' versioning. Native MCP support.

Flight Levels work management with MCP server integration for AI agents. CLI, TUI, and GUI interfaces.

Enables AI agents to securely make online purchases using Privacy.com virtual cards. It provides tools for creating single-use cards and automatically filling payment fields on web pages.

Model Context Protocol (MCP) server for text-to-speech and Telegram notifications in Codex and Claude Code.

A multi-agent coordination system that provides file operations, web scraping, and mathematical functions through an MCP-compliant FastAPI server with persistent PostgreSQL storage.

A comprehensive DeFi MCP server that integrates Odos for DEX swap and zap quotes with Zerion for deep wallet portfolio analytics and transaction history.

Bridges the WhatsApp HTTP API with AI assistants to enable full control over messaging, chat management, and interactive workflows through 63 specialized tools. It allows users to automate WhatsApp tasks and receive real-time AI feedback directly on their mobile devices.

Jane is a high-performance knowledge management MCP server that uses SQLite FTS5 to transform team documentation and project specifications into a searchable database for AI assistants.

MCP server bridging AI assistants to Unreal Engine 5 editor