Discover Awesome MCP Servers

MCP Lab Workshop

An interactive MCP server for controlling a live dashboard deployed on Cloudflare Workers, enabling real-time updates to features, stats, and messages via MCP tools.

makeleaps-mcp

Unofficial MCP server to operate MakeLeaps clients, quotes, and invoices from LLMs via the MakeLeaps API, with local execution and no telemetry.

speaker-context-layer

Local MCP server for private, consent-based speaker identification and attribution, with per-language voiceprints and calibrated match thresholds. It lets AI assistants know who is speaking in a room or transcript without cloud services.

nestjs-mcp-server

A production-ready NestJS backend template with built-in MCP server enabling AI agents to query your data via standardized protocol, featuring RAG pipeline, semantic search, and comprehensive developer tooling.

Debug Companion MCP

Enables AI coding agents to debug Python projects by running pytest, extracting failure locations, displaying code context around failures, and optionally requesting fix suggestions from Gemini.

MCP Chat

This MCP server enables interactive chat with AI models via the Anthropic API, supporting document retrieval and command-based prompts.

Xero MCP Server (Vercel)

Enables Claude to write to Xero directly for invoices, contacts, payments, and bills via a remote MCP endpoint hosted on Vercel.

Galaxy Brain

Combines structured sequential thinking with batch operation execution, enabling step-by-step reasoning with revision/branching capabilities and chained operations with variable piping between steps.

MokuPDF

Enables AI applications to read and process PDF files with intelligent file search, text extraction, image processing, and optional OCR support for scanned documents.

llm-memory-tool

MCP server that enables persistent, hybrid, local memory for LLM agents, with vector + BM25 search, knowledge graph, and policy-driven retention, providing token-budgeted context injection for AI assistants.

twelve-permissions

MCP server for the Twelve Permissions NFT collection, enabling verification of seals, retrieval of piece metadata and buy transactions, x402 payment info, and the refusals ledger.

Stock Market Real-Time Analyzer

An MCP server that provides real-time stock market data and price comparisons from Yahoo Finance, Alpha Vantage, and Finnhub. It enables AI assistants to fetch individual quotes, compare data across multiple sources, and retrieve market metrics for various tickers.

GPT OpenMemory MCP Server

Enables ChatGPT Desktop to save and manage conversation memories locally in SQLite, with features for searching past conversations, creating summaries, and exporting dialogues to markdown files.

vault-mcp

MCP server that exposes an Obsidian-style markdown vault as a shared memory for AI agents, with tools for searching, reading, writing, and querying notes and wiki-links.

arcgis-puyallup

Enables querying and searching City of Puyallup GIS open geospatial datasets (parcels, zoning, public works) using natural language or direct tool calls.

simple-salesforce-mcp

Enables users to connect to Salesforce and perform CRUD operations, run SOQL/SOSL queries, and manage records through a lightweight MCP server with built-in safety gates for writes.

USQL MCP Server

Enables AI assistants to execute SQL queries against any database supported by the usql CLI tool. Provides seamless database interaction through MCP by forwarding queries directly to usql and returning results in JSON or CSV format.

vlm-mcp

Enables VLM-based image understanding through a unified API, supporting local llama.cpp and online Qwen3-VL backends, with tools for image analysis, OCR, chart analysis, translation, and multi-turn Q&A sessions.

order-ops-mcp

Enables operations teams to diagnose and resolve stuck orders via natural-language queries. It provides evidence-based resolution proposals, but any state-changing action requires explicit human confirmation.

playwright-mcp

An MCP server that gives Claude direct control of a real browser via Playwright, enabling AI-driven web testing, autonomous test execution, and live failure analysis through natural language.

mailforce

Mailforce is an MCP server that provides a policy layer for AI agents to safely interact with email, controlling which accounts, recipients, and actions are allowed, with optional human approval for sends.

olx-mcp

MCP server for the OLX.ba API that enables searching, publishing, editing, and managing listings (ads), including image handling, sponsorships, categories, locations, and user account operations through 36 tools covering all official API endpoints.

mcp-web

Enables AI agents to search DuckDuckGo and fetch web content with human-assisted CAPTCHA handling, designed for local use where humans can intervene when bot detection occurs.

neuroverse

Multilingual intelligence + memory + safety + voice layer for autonomous AI agents

Web Development Agent

An MCP server that automatically generates static websites from natural language instructions, creating Next.js-based sites with optional automatic deployment to AWS S3.

XMCP Application

A development server that automatically discovers and exposes tools from the src/tools directory, allowing you to create and run Machine Comprehension Protocol (MCP) services with either HTTP or STDIO transport methods.

devflow-mcp

A production-ready MCP server that provides AI assistants with comprehensive GitHub developer tooling including PR analysis, code review, changelog generation, dependency auditing, commit summarization, and refactoring suggestions.

npm-registry-mcp-server

Enables fetching npm package metadata and version lists via MCP tools, powered by the package-json library.

LocalAnt

LocalAnt is a local-first MCP gateway that lets ChatGPT control your PC through approved, permissioned tools for shell commands, file management, coding agents, browser automation, and more.

Shadcn Space MCP

Integrate Shadcn Space MCP server into your IDE to generate ready-to-use shadcn/ui components without guesswork.