Discover Awesome MCP Servers

mcp-rag

Enables semantic search and question answering over a knowledge base using hybrid retrieval and grounded answers, all running offline with no API keys.

mcp-task-runner

An MCP server that lets an AI assistant run and schedule shell tasks safely with allow/deny lists and timeout enforcement.

community-ff-mcp

Enables AI-assisted FlutterFlow development by reading, exploring, and understanding FlutterFlow projects through Claude and other MCP-compatible clients.

Julia Documentation MCP Server

该服务器通过 Claude Desktop 方便用户访问 Julia 文档和源代码，允许用户检索关于 Julia 包、模块、类型、函数和方法的信息。

OSV

The server can be utilized for secure development by listing all packages' CVEs, their affected versions and their fix versions.

Founder Intelligence Engine

Transforms founder profiles from social media into actionable strategic intelligence through automated scraping, LLM analysis, and personalized news tracking. It leverages vector search and caching to provide deep insights and relevant updates on specific founders.

gtasks-mcp

Enables read/write access to Google Tasks, including listing, searching, creating, updating, deleting, and clearing tasks, from any MCP-compatible client.

Slack Note Capture MCP Server

Enables two-way communication between Claude and Slack for posting messages, managing threads, and handling files. It specifically supports asynchronous workflows by allowing Claude to poll for remote user replies and send task notifications.

cwprep-mcp

Generating Tableau Prep data flow (.tfl) files

kokoro-tts

Enables AI agents to generate high-quality speech with 54+ voices in multiple languages via MCP tools.

policy-corpus

Read-only MCP server providing 5 tools for hybrid search, clause retrieval, policy versioning, code lookup, and plan rider override queries over a synthetic medical-policy corpus.

NVD CVE MCP Server

Enables users to retrieve and display CVE vulnerability information from the National Vulnerability Database (NVD) with support for keyword search and detailed lookup.

Next Mcp

使用 Vercel 免费托管 Minecraft 服务器 (MCP) 并不直接可行。 Vercel 主要用于托管静态网站和无服务器函数。 Minecraft 服务器需要持续运行的服务器环境，这与 Vercel 的设计理念不符。 **解释:** * **Vercel 的限制:** Vercel 的无服务器函数有时间限制（通常几秒到几分钟），并且不是为长时间运行的进程设计的。 Minecraft 服务器需要 24/7 全天候运行。 * **资源需求:** Minecraft 服务器需要大量的 CPU 和内存资源，这超出了 Vercel 免费计划的限制。 **替代方案 (虽然不是完全免费，但更可行):** 虽然 Vercel 不适合，但你可以考虑以下替代方案，它们可能提供免费或低成本的 Minecraft 服务器托管： * **免费试用期:** 许多云提供商（例如 AWS、Google Cloud、Azure）提供免费试用期，你可以利用这些试用期来托管 Minecraft 服务器。 请务必仔细阅读条款和条件，了解试用期结束后会产生哪些费用。 * **低成本 VPS (虚拟专用服务器):** 一些 VPS 提供商提供价格较低的 VPS，你可以用它来托管 Minecraft 服务器。 例如，DigitalOcean、Vultr 和 Linode 都有相对便宜的选项。 你需要自己配置和管理服务器。 * **免费 Minecraft 服务器托管 (有局限性):** 有一些免费的 Minecraft 服务器托管提供商，但它们通常有很大的限制，例如： * **玩家数量限制:** 通常只允许少数玩家同时在线。 * **资源限制:** 服务器性能可能较差。 * **广告:** 可能会有广告。 * **停机时间:** 服务器可能不稳定，经常停机。 * **示例:** Aternos 是一个流行的免费 Minecraft 服务器托管提供商，但它有上述限制。 **总结:** 虽然使用 Vercel 免费托管 Minecraft 服务器不可行，但你可以探索其他替代方案，例如免费试用期、低成本 VPS 或免费 Minecraft 服务器托管提供商（但要注意其局限性）。 选择哪种方案取决于你的预算、技术能力和对服务器性能的要求。

screenshot-mcp

Captures full-monitor screenshots and returns them as base64 inline or saved file. Supports macOS, Linux, Windows, and WSL2.

A11y MCP Server

An MCP server that enables LLMs to perform web accessibility testing against WCAG standards using Deque Axe-core API and Puppeteer.

mysql-explorer

Enables Claude to interact with a MySQL database by automatically discovering its schema and retrieving full table data for analysis.

MCP Documentation Server

Local-first document management and semantic search for AI coding agents, with a built-in web dashboard and REST API.

db3-atlassian-mcp

Lightweight MCP server for Jira, Confluence, and Bitbucket — read, create, and update from your AI IDE.

Tribunal TRT19: Consulta Processual

Enables read-only consultation of labor court processes from TRT19 via official source, with a single tool.

Cloudflare MCP Lab

A remote MCP server deployed on Cloudflare Workers with Google OAuth authentication that enables users to interact with a SQL database containing employee data. Demonstrates how to build authenticated MCP servers with OAuth integration on Cloudflare infrastructure.

AI Research Assistant MCP

Enables discovery, retrieval, summarization, comparison, methodology and limitation analysis, research gap identification, and local management of academic papers via arXiv and Gemini AI.

Germany Logistics MCP Server

Enables AI agents to purchase Deutsche Post shipping labels, track parcels, and refund unused labels, automatically selecting the cheapest rate via the Shippo API.

TheCrawler

Open-source web scraper and extraction MCP server with JavaScript rendering, markdown output, PDF/DOCX parsing, structured errors, and validated extraction contract diagnostics for agents.

MCP Memory

Enables MCP clients to remember user preferences and behaviors across conversations using vector search technology.

cortex

Privacy Agent Memory with best performance and security

Docs MCP Server

Enables Claude to interact with collaborative Docs instances, providing document management, content editing, access control, and AI-powered transformations via MCP.

alphaassay/mcp

Most trading signals are noise. AlphaAssay puts them on trial — deflated Sharpe, out-of-sample, leakage forensics — and returns signed pass/fail verdicts anyone can verify. Methodology audits, not investment advice.

KafkaIQ

Enables AI assistants to manage and monitor Apache Kafka clusters through natural language, providing real-time operations, health monitoring, consumer lag analysis, and temporal trend detection for intelligent cluster management.

international-jobs-mcp

Enables searching and retrieving UN, NGO, and international organization job postings via the ReliefWeb API.

tg-mcp

An MCP server that gives AI agents full access to a personal Telegram account via MTProto, enabling chat reading, history search, messaging, media handling, and automations.