Discover Awesome MCP Servers

RAG Context MCP Server

A lightweight server that provides persistent memory and context management for AI assistants using local vector storage and database, enabling efficient storage and retrieval of contextual information through semantic search and indexed retrieval.

Notion MCP Server

Enables AI agents to interact with Notion workspaces through the Notion API, allowing them to search, read, create, and comment on pages and databases with optimized token consumption.

Data Intelligence MCP Server

Provides secure integration between MCP clients and IBM Data Intelligence services, enabling AI assistants to interact with IBM's data intelligence capabilities for data management and analytics operations.

WinLog-mcp

Provides programmatic access to ingest and query Windows event logs (especially Sysmon logs), enabling security monitoring, incident response, and log analysis automation.

Ressl AI MCP Server

Provides file search functionality with tools for both partial keyword matching and exact word search, returning detailed results with line numbers and column positions.

Android MCP Server

Enables control of Android devices through ADB using natural language commands. Supports browser automation, SMS sending, device information retrieval, settings control, and common device actions like screenshots and button presses.

OpenSpec MCP

Enables spec-driven development with task tracking, approval workflows, and real-time progress monitoring through OpenSpec CLI functionality. Includes a web dashboard for visual management of change proposals and specifications.

Bugsink MCP Server

Enables AI assistants to query and analyze errors from Bugsink self-hosted error tracking instances. Supports listing projects, teams, issues, and viewing detailed error events with stacktraces.

Pyth Network MCP Server

Provides real-time access to Pyth Network's decentralized oracle price feeds across 1,930+ assets and 107+ blockchains, enabling AI agents to fetch current prices, historical data, and TWAP calculations for crypto, equity, FX, metal, and rates markets.

MCP Log Analyzer

An AI-powered server that analyzes system log files to identify errors/warnings and recommend fixes using FastMCP, LangGraph ReAct agents, and Anthropic Claude.

Generate Manual Test Cases

This MCP server provides a tool to generate manual test cases in Markdown or CSV format from documentation files and custom rules. It supports text and PDF inputs and can leverage LLM sampling to automate the creation of detailed test scenarios.

Test MCP Feb 5 MCP Server

An MCP server that provides access to the Test MCP Feb 5 API, enabling AI agents to interact with its endpoints through standardized tools. It supports seamless AI integration via the Model Context Protocol and is designed for easy deployment using Docker or Google Cloud Run.

Cocktail By Api Ninjas

Enables searching for cocktail recipes by name or ingredients using the API Ninjas Cocktail API, supporting partial matches and ingredient-based filtering.

Lingvanex Translate MCP Server

Enables text translation between different languages using the Lingvanex Translator API. Supports integration with Claude Desktop for natural language translation requests.

Douyin MCP Server

Enables downloading watermark-free videos from Douyin (TikTok China) share links, extracting audio, and converting speech to text using AI voice recognition APIs.

Gemini Image MCP

Enables image generation and multi-turn editing sessions using the Gemini API within MCP-compatible environments. Users can create, modify, and configure images through natural language commands, supporting features like aspect ratio adjustments and session-based image transformations.

AgentCortex MCP

An AI memory system that creates isolated, persistent memory banks for each codebase, solving the context-switching problem by keeping project knowledge separate and accessible across sessions.

mcp-server-excel

Control Excel with Natural Language through AI assistants like GitHub Copilot, Claude, and ChatGPT. This MCP server enables AI-powered Excel automation for Power Query, DAX measures, VBA macros, PivotTables, and more.

User Management MCP Server

A Model Context Protocol server demonstrating user management capabilities with tools for creating, retrieving, and generating random user data.

MCP Server

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AskDocs MCP Server

Enables semantic search and retrieval of information from technical documentation PDFs using RAG-powered natural language queries with Ollama embeddings and LLMs.

ToolFront MCP Server

Securely connects AI agents to multiple databases simultaneously while enabling collaborative learning from team query patterns, all while keeping data private by running locally.

Motion MCP Server

Connects AI assistants to Motion for comprehensive task and project management, including creating/updating tasks, managing projects, handling workspaces, comments, and recurring tasks with smart rate limiting.

PostgreSQL MCP Server with GitHub OAuth

An MCP server that enables chatting with PostgreSQL databases using secure GitHub authentication for access control between read and write operations.

SSH MCP Server

Enables SSH connectivity and remote command execution on servers, allowing users to test connections and run commands remotely with support for both local networks and public servers.

Amazon Managed Prometheus MCP Server

Enables access to Amazon Managed Prometheus workspaces through natural language queries. Supports listing workspaces, executing PromQL queries, and retrieving workspace details and metrics with AWS authentication.

Schwab MCP Server

Enables AI assistants to securely interact with Charles Schwab accounts through OAuth authentication, providing access to account balances, real-time market quotes, options chains, transaction history, order management, and comprehensive market data.