Discover Awesome MCP Servers

agent-memory

MCP server for zero-config, traceable long-term memory using SQLite, enabling agents to store, search, trace, and monitor memory with tools like memory_store, memory_search, and memory_health.

engRAM

engRAM provides encrypted, offline, RAM-resident memory for AI agents via MCP, enabling fast hybrid search, deterministic importance-based recall, and secure vault management with tools like memory_search, memory_store, and memory_forget.

classmcp

Multi-framework MCP server that enables AI to generate clean, semantic CSS class names (e.g., btn-primary) instead of verbose utility strings, with support for Tailwind, Bootstrap, UnoCSS, Tachyons, SSR safety, and minification for token savings.

Power BI Report MCP Server

Build Power BI reports with natural language through an MCP server that connects AI assistants to Power BI's PBIR file format for creating pages, visuals, themes, and filters locally.

korea-shopping-mcp

Enables searching, price comparison, trend analysis, and saving of Korean e-commerce products (Naver Shopping) using natural language.

code-tools-mcp

Enables file reading with pagination and regex-based code search across a codebase using grep.

Trustwise MCP Server

Provides advanced evaluation tools for assessing AI safety, alignment, and performance of LLM outputs. Enables programmatic evaluation of quality, safety metrics like toxicity and PII detection, and operational metrics including carbon footprint and cost estimation.

MCP Stock Tracker

Provides real-time stock price tracking with an interactive dashboard, fetching data via Alpha Vantage API.

CapacitiesMCP

Enables AI assistants to search, create, and organize content in your Capacities.io knowledge base, with limitations on reading object content due to API restrictions.

Ant Design MCP Server

Fetches and structures Ant Design v4 component documentation into JSON format, enabling AI agents to search, analyze, and retrieve component metadata, APIs, and examples.

memoire

Design system MCP server. 20 tools: extract design tokens from any URL, pull from Figma or Penpot, generate React + shadcn/ui components from specs, run WCAG audits, sync tokens bidirectionally.

Coda MCP Server

A Model Context Protocol server that enables AI assistants to interact with Coda documents, allowing operations like listing, creating, reading, updating, and duplicating pages.

jupyter-interactive-mcp

An MCP server that gives any MCP-compatible LLM client full control over a live JupyterLab instance.

Nippy

Publish websites from Claude, the terminal, or CI — drop a folder, get a link that doesn't expire. Wraps the nippy.host publish pipeline: create sites, update in place, read files, passwords, SEO settings, and visitor analytics.

nexus-mcp

MCP server for the Plugin Federation Nexus control plane, enabling coding agents and humans to inspect catalogs, plugins, proposals, and run governance actions via GitHub SSO or OIDC.

Google Workspace MCP Server

Enables sending and drafting emails via Gmail and appending content to Google Docs through the Model Context Protocol.

PhiShark Playwright MCP

A fork of Playwright MCP that adds PhiShark preflight and browser-deep security checks to block or warn on phishing and high-risk pages.

Japan Law Search MCP

Full-text search across all ~10,000 current Japanese laws and regulations (official e-Gov data): keyword search, table of contents, and exact article text.

W3J Telnyx MCP

Exposes the full Telnyx API as Model Context Protocol tools and enables deploying autonomous AI voice agents from a YAML spec.

falcon-mcp

Connects AI agents with the CrowdStrike Falcon platform to programmatically access detections, threat intelligence, host management, and other security capabilities for intelligent security analysis and automation.

MSSQL MCP Server

通过在 GitHub 上创建一个帐户来为 thochi/mssql-mcp-server 的开发做出贡献。

mt5-mcp

An MCP server for AI agents to inspect and trade against MetaTrader 5, with offline mock mode for CI and demos.

springboot-test-mcp

A Spring Boot REST API testing server that supports functional testing with assertions, database queries, and performance testing with configurable concurrency and stress testing.

PostgreSQL MCP Server

Enables AI assistants to query and manage local PostgreSQL databases through SQL execution and schema exploration tools. It supports both read-only queries and write operations including table creation and data modification via natural language.

JamJet

Durable, agent-native AI runtime with native MCP client and server support. Rust core for performance with Python SDK for workflow authoring. Features graph-based workflows, durable execution, A2A protocol support, and multi-agent coordination.

Make MCP Server

将你的 Make 场景转化为 AI 助手的可调用工具。利用你现有的自动化工作流程，同时使 AI 系统能够无缝地触发和与之交互。

BountyVerdict

MCP server offering seven paid bounded decision APIs for autonomous coding agents, including diagnosing GitHub Actions failures, classifying flaky tests, auditing skills, and comparing bounties, all settled via x402 Base USDC.

DataProbe MCP

A minimal MCP server for DataProbe data question answering and read-only SQL queries, supporting stdio and streamable HTTP modes.

paystack-mcp-server

Enables AI assistants to interact with the full range of Paystack APIs, allowing operations like transaction management, customer creation, and payments through natural language.