Discover Awesome MCP Servers

Meridian

Local-first AI compliance scanner via Model Context Protocol, scanning codebases for violations of DPDPA 2023, RBI FREE-AI, SEBI AI/ML, and the EU AI Act.

External Data MCP Server

Provides integrated access to location-based weather, reporting history, and infrastructure status data for safety reporting systems. It supports both SSE and stdio protocols for flexible integration with various AI agents and clients.

Fast Context MCP

Enables AI-driven semantic code search via natural language queries, integrating with MCP clients like Claude Desktop to retrieve relevant code context from any codebase.

Knowledge Graph MCP Server

An MCP server for tracking student learning via a knowledge graph, with spaced repetition scheduling and intelligent queries to identify gaps, misconceptions, and optimal next steps.

Handsontable MCP Server

MCP server providing access to Handsontable documentation for AI-powered code generation, with tools to fetch docs, search, and list categories.

mcp-wacli

An MCP server that wraps the wacli tool to enable AI clients to read, search, and send WhatsApp messages through a personal account. It provides comprehensive tools for managing chats, groups, and contacts using an existing authenticated WhatsApp session.

graylog-mcp

Enables querying Graylog log management system for messages using natural language, supporting multiple instances and flexible search parameters.

memvid-mcp-server

Encodes text data into videos for fast semantic search using memvid.

Daylite Claude Connector

Connects Daylite CRM to Claude Code via the CalDAV interface to manage tasks and appointments. It enables users to list, create, update, and delete calendar events and to-dos directly through natural language.

mcp-guardian

Scans MCP tool descriptions for prompt injection attacks, including cross-tool instructions, privilege escalation, and data exfiltration patterns. It can be used as a CLI scanner or integrated as an MCP server itself.

MusicBrainz MCP Server

Enables AI assistants to query the MusicBrainz music database for artists, albums, recordings, and labels. It provides tools for advanced searches, detailed metadata retrieval, and accessing cover art information.

MCP Wolfram Alpha Server

Máy chủ MCP sử dụng Wolfram Alpha thông qua API.

openclaw-mcp-bridge

A smart bridge that aggregates multiple MCP servers under a single interface, providing relevance filtering and optional caching for efficient tool selection and execution.

io.github.AIops-tools/network-aiops

Provides MCP tools for governed multi-vendor network device operations, including configuration management (backup, diff, merge, replace, rollback) and read-only queries (facts, interfaces, BGP, LLDP, ARP) via NAPALM, with optional NetBox source-of-truth integration.

oculus-scoped-observation

Provides read-only MCP tools for AI agents to observe user-selected regions of a Chrome browser, including region info, text/UI semantics, cropped images, and changes.

ableton-mcp

Enables Claude to observe and compose in Ableton Live 12 via AbletonOSC, allowing pair-programming-style collaboration for musicians.

Databases MCP Server (Access and SQLite 3)

Enables AI to interact with Microsoft Access (.mdb, .accdb) and SQLite 3 databases, including read-only support for Access 97 databases. Supports executing SQL queries, importing/export data from CSV and Excel files, and storing notes about database files.

CodeRef AI

A tool for vibecoding personnel and non-programmers to perform static code audit, query knowledge graph, and generate project documentation via MCP protocol.

production-master-mcp

MCP server for the Production Master incident-investigation service, enabling any MCP client to drive investigations via tool calls with pass-through authentication.

mcp-weather

A Model Context Protocol (MCP) server built with the mcp-framework to provide weather-related tools and data to AI clients. It enables integration of weather capabilities and custom tools into the MCP ecosystem for use with platforms like Claude Desktop.

mesie-career-engineering

MCP server providing 200 compressed engineering careers across software, systems, mechanical, civil, and DevOps, with tools for listing, searching, and retrieving career profiles.

MCP Server for NASA API integration.

Máy chủ demo MCP

HoloViz MCP

A comprehensive MCP server that provides intelligent access to the HoloViz ecosystem, enabling AI assistants to help you build interactive dashboards and data visualizations with Panel, hvPlot, Lumen, Datashader, and your favorite Python libraries.

FastAPI MCP Production Kit

A local-first FastAPI and MCP safety kit for turning internal HTTP APIs into controlled MCP tools, with per-tool scopes, quotas, audit events, and default-deny web-access boundaries.

nuberea-mcp

Enables AI assistants to perform scholarly biblical research, including cross-references, Greek/Hebrew word studies, exegesis, and manuscript analysis, using NuBerea's theological tools.

ya-tracker-mcp

MCP server for Yandex Tracker API that provides 146 tools for managing issues, projects, boards, sprints, worklog and more.

Project Tango

A local-first Model Context Protocol server that provides LLM agents with structured access to e-commerce data (products, inventory, orders, sales analytics) using a realistic mock dataset, zero configuration, and a swappable DataProvider interface for live APIs.

Clockify MCP Server

Máy chủ MCP để quản lý các mục nhập thời gian của bạn trong Clockify.

BankGuard MCP

Enables AI assistants to operate a banking fraud detection system by providing tools for submitting transactions, reading alerts, checking risk, and freezing/unfreezing accounts, with fraud rules enforced in-database.