AI & ML

A comprehensive MCP server providing real-time quotes, historical data, and option chain analysis for both the National Stock Exchange (NSE) and Bombay Stock Exchange (BSE) of India. It features extensive tools for corporate actions, IPO tracking, and document processing to assist in financial research and stock market analysis.

Integrates Microsoft 365 Copilot capabilities into MCP-compatible AI assistants, allowing retrieval of OneDrive/SharePoint content, document search, and context-aware chat with M365 data.

A specialized MCP server for managing Xcode String Catalog (.xcstrings) files, enabling AI assistants to read, search, and automate localization workflows for iOS and macOS applications.

Provides intelligent search and retrieval for Magento 2 GraphQL API documentation, featuring full-text indexing of schemas, tutorials, and code examples for offline developer support.

Enables Claude Desktop to interact with Aras Innovator PLM systems using OAuth 2.0 and OData REST APIs to query data, create items, and execute server methods.

A Go codebase analyzer that uses AST parsing and Neo4j graph storage to enable natural language architectural queries, impact analysis, and code quality assessments via MCP.

A specialized oil and gas MCP server providing integrated access to drilling, production, HSSE, and procurement data with hybrid RAG search and anomaly detection capabilities.

An MCP server that aggregates real-time cryptocurrency news from multiple RSS feeds, providing tools for feed discovery, keyword filtering, and trend analysis.

Advanced code analysis and review server supporting multi-model consultation across Gemini, OpenAI Codex, and o3 models with parallel response comparison and persistent session management.

Persistent memory for AI coding agents. Local-first SQLite + vector search, 12 MCP tools.

A toolset for interacting with the Ethereum Name Service (ENS) to resolve names, look up addresses, retrieve metadata, and check registration status across multiple Ethereum providers.

Local memory infrastructure for AI agents. Isolated vaults you compose, control, monitor and query — no cloud, no setup.

AI agent toolkit for accessing and analyzing SEC EDGAR filing data. Build intelligent agents with LangChain, MCP-use, Gradio, Dify, and smolagents to analyze financial statements, insider trading, and company filings.

A secure Python code execution environment that allows LLMs to run arbitrary Python code, manage files, and install packages in isolated contexts with variable extraction.

A Google Programmable Search Engine integration for MCP that provides advanced web search capabilities including safe search, language filtering, and pagination.

A client for the MCP Flight Search service using Ollama and Llama 3.2 to provide a user-friendly flight search interface with Model Context Protocol tools

A payment framework that helps developers easily integrate payments into their AI agents and apps.

A specialized MCP server that integrates Tavily's AI-optimized search engine to provide high-quality web results, direct question answering, and context generation for RAG applications.

An MCP server that provides searchable access to the complete Model Context Protocol specification, allowing LLMs to retrieve detailed documentation on sections like Tools, Resources, and Connection Lifecycles.

A comprehensive network and domain analysis toolset for DNS lookups, WHOIS queries, ICMP/HTTP pinging, and TLS certificate validation via MCP.

A Dart implementation of the Model Context Protocol (MCP), enabling seamless integration between Dart/Flutter applications and LLM services.

This awesome list is automatically generated and regularly updated to ensure you have access to the latest and most comprehensive collection of MCP servers available.

Functional Python agent framework with MCP support, enterprise security, immutable state, and production-ready observability for building scalable AI systems.

Universal MCP to LSP bridge - expose Language Server Protocol capabilities as MCP tools for AI agents

A Model Context Protocol (MCP) server built in TypeScript that integrates with GitHub's API, enabling AI assistants to manage repositories, issues, pull requests, and code while providing a structured interface for LLM agents to perform GitHub operations.

A specialized MCP server providing access to the Materials Project database for querying crystal structures, thermodynamic stability, and various material properties.

A dev-tool MCP server that prevents agents from installing bloated or outdated dependencies by suggesting modern, lightweight, and native alternatives.

A comprehensive web scraping and crawling MCP server that enables AI models to search the web, extract content from URLs, and manage crawler tasks efficiently.

A persistent local knowledge graph and project memory server that integrates with GitHub to track development decisions, context, and progress across fragmented AI chat sessions.

A comprehensive MCP server for official Korean market data, integrating KRX stock prices and DART corporate disclosures for detailed financial and stock analysis.