Discover Awesome MCP Servers

r3 (Recall)

An intelligent memory MCP server that provides AI applications with semantic search, entity extraction, and knowledge graph capabilities using local Redis caching and optional cloud sync. It enables LLMs to store and retrieve long-term context across sessions with high-performance multi-tier storage.

OpenAPI MCP Server

Este es un proyecto esqueleto que puedes usar como punto de partida para construir tu propio servidor MCP. La función de adición de ejemplo demuestra cómo implementar controladores en los tres protocolos.

MCP Pytest Server

An MCP-compliant server that enables the execution of pytest test suites and the storage of results into a QA platform database. It allows AI models to trigger test runs, track execution progress, and retrieve historical test data through specialized tool interfaces.

higgsfield-mcp

MCP server for Higgsfield AI that enables image and video generation using 16+ models through Claude, Cursor, or any MCP-compatible client.

Bi-Temporal Knowledge Graph MCP Server

Gives AI agents persistent memory with bi-temporal tracking, automatically extracting entities from natural language and enabling time-travel queries to understand facts as they existed at any point in history.

gmail-mcp-multi

A Gmail MCP server with native multi-account support, enabling management of multiple Gmail accounts from a single server instance.

ReforgerForge MCP

Enables AI-powered modding for Arma Reforger with 50 tools for API search, code generation, project scaffolding, and Workbench control.

query-executor

Enables AI agents to read and optionally write to PostgreSQL databases through a multi-project setup with schema inspection, query execution, and performance analysis tools.

Workflow Orchestration MCP Server

Guides AI agents through structured, multi-step workflows with discovery, navigation, and fidelity enforcement.

Template MCP Server

A production-ready template for developing MCP servers with Python and FastMCP, including example tools like a multiply calculator and code review prompt generator.

kali-mcp-server

基于Kali Linux的MCP服务器，为AI助手提供渗透测试和安全评估工具接口，支持网络扫描、Web扫描、密码攻击等90多个工具。

governance-mcp-server

MCP server for querying the DodaOne governance framework, enabling users to retrieve governance information and evaluate proposed actions.

a2atlassian

Agent-to-Atlassian Give AI agents access to Jira and Confluence. Save credentials once, work from anywhere. Jira + Confluence · read-only by default · pre-configured connections · compact TSV output

remote-mcp-server-authless

A remote MCP server deployable on Cloudflare Workers without authentication, allowing custom tool definitions and connections to MCP clients like Cloudflare AI Playground or Claude Desktop.

colab-mcp (enhanced fork)

Enhanced fork of Google's Colab MCP, pre-registers all 7 notebook tools at startup (get_cells, add/run/update/delete/move_cell, add_text_cell), adds programmatic GPU control (T4/L4/A100) via OAuth, and fixes the "Disconnected from local server" issue with IPv4-only bind, PNA CORS headers, and stale-tab dedup. Works on Chrome, Edge, Windows, macOS, Linux.

Schema Validator AI MCP

Schema Validator AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

shouldideploytoday-mcp

MCP server that checks if today is a good day to deploy using the shouldideploy.today API, with timezone support.

AWS Customer Playbook Advisor MCP

Provides real-time access to AWS security best practices, incident response playbooks, and preventive security measures from the official AWS Customer Playbook Framework repository. Enables users to query AWS security guidance for services like S3, IAM, EC2, and RDS through natural language.

lfwin-payment-mcp

LFWin Payment MCP Server is a payment capability service for AI Agents. Adhering to the standard MCP protocol, it exposes capabilities including creating payment orders, checking payment status, initiating refunds and querying refund status for Cursor, Cline, Claude Desktop, enterprise intelligent assistants and self-developed Agent applications.

Telegram MCP Server

A Model Context Protocol server that enables AI assistants to interact with Telegram, allowing them to search channels, list available channels, retrieve messages, and filter messages by regex patterns.

Bitbucket MCP

Enables AI assistants to manage Bitbucket Cloud repositories, pull requests, branches, commits, pipelines, issues, and webhooks through the Model Context Protocol.

RewindMCP

An MCP server that interfaces with the Rewind.ai SQLite database to provide access to audio transcripts, screen OCR data, and activity tracking. It enables AI models to search personal memory, retrieve past conversations, and analyze application usage history.

Git Stuff Server

MCP server providing Git-related functionalities, primarily a tool to generate diffs for Git merge commits against their first parent.

Tidio MCP Server

Integrates the Tidio customer service platform with LLMs, enabling management of conversations, contacts, tickets, and operators through natural language.

datadog-mcp

An MCP server that provides comprehensive read/write access to Datadog APIs, enabling management of monitors, dashboards, logs, incidents, and more via natural language commands.

Building AI-Powered Applications with Spring AI and Model Context Protocol

Spring ai and Reactjs Based Proof of Concept of a Server Hosted MCP Client + MCP Server solution available for natural language interaction

Selvedge

Change tracking for AI-era codebases. AI agents call it to log structured change events (entity + diff + reasoning) before the session ends, then query history with diff, blame, history, changeset, and search. Captures the intent that would otherwise evaporate.