Discover Awesome MCP Servers

mcp-guap

MCP server for ГУАП's student portal enabling AI agents to manage tasks, materials, and reports.

HDFS MCP Server

A Model Context Protocol server that enables interaction with Hadoop Distributed File System, allowing operations like listing, reading, writing, and managing HDFS files and directories.

koreainvestment-mcp

Enables users to search for Korea Investment & Securities APIs using natural language queries, returning structured responses with API details such as function name, API name, and category.

Infactory TypeScript SDK

Infactory Workshop、MCPサーバー、およびAPIで使用するためのInfactory TypeScript SDK

flowgraf

AI-native architecture diagramming for MCP clients (Claude Code, Cursor, Windsurf). The calling agent authors the graph (nodes, groups, edges); Flowgraf validates it, lays it out deterministically with ELK, renders an SVG + Mermaid, and returns a link to a live, editable canvas you can refine by chat, drag, or one-click AI design review. Agent-authored ops — no API key and no LLM cost to the calle

context-studio

MCP server for Context Studio, a file-based CMS for governed marketing documents and searchable collections, enabling retrieval and management of AI context via tools like scopes, document reads, and collection search.

Comet MCP

Connects Claude to Perplexity Comet's agentic browser for autonomous web browsing, deep research, and real-time task monitoring. Enables Claude to delegate web research tasks and receive comprehensive results through multiple browsing modes.

Deslop MCP Server

Detects and automatically removes AI-generated code slop patterns like redundant comments, verbose logging, and unnecessary error handling across multiple programming languages.

mcp-tool-hub

A modular, extensible MCP multi-server hub that gives LLMs sandboxed file access, Git operations, web fetching, and persistent memory, deployable via Ansible.

mcp-server-google-search-console

Enables interaction with Google Search Console via MCP, offering search analytics, performance summaries, URL inspection, sitemap management, and property listing for SEO workflows.

RAG-MCP

A Python server that enables retrieval-augmented generation through semantic, question/answer, and style search modalities using PostgreSQL and pgvector for embedding storage and retrieval.

@playwright/mcp

MCP server for browser automation that lets LLMs interact with web pages through structured accessibility snapshots, bypassing the need for screenshots.

md-to-text

A Model Context Protocol server that converts Markdown documents to plain text with flexible options and dual protocol support.

vibe-prompt-mcp

Fix your vibe coding prompts before they reach the AI. Scores and rewrites across 4 dimensions — no API key, no server, just npx. Now with codebase-aware context injection for design, database, API, auth, testing, and state management.

mcp-stepik

MCP server for authoring courses on Stepik. Provides tools for session management, project creation, course synchronization, video upload, and publishing via the Stepik API.

PostgreSQL MCP Server

Enables querying PostgreSQL database metadata including table lists and schema information through the MCP protocol. Supports stdio transport for Cursor/IDE integration as well as HTTP transport with health check endpoints.

Luchtmeetnet MCP Server

Enables querying of official Netherlands air quality data from the RIVM Luchtmeetnet API via MCP tools.

bnbot-mcp-server

MCP server for BNBOT Chrome Extension to control Twitter/X via AI assistants like OpenClaw or Claude Desktop.

eNSP-MCP

MCP server for managing Huawei eNSP network simulation experiments, enabling topology management, Telnet device interaction, configuration deployment, and verification through natural language or API.

whisper-transcribe-mcp

MCP server for audio transcription using local faster-whisper or OpenAI Whisper API, enabling multilingual transcription with optional GPT post-processing.

Fabric MCP

A Python-based MCP server that enables interaction with Microsoft Fabric APIs for managing workspaces, lakehouses, warehouses, and tables through natural language.

m365-mcp-server

A production-ready MCP server that provides secure, delegated access to Microsoft 365 services including Email, SharePoint, OneDrive, and Calendar. It enables AI models to search messages, browse files, manage calendar events, and parse document contents using OAuth 2.1 authentication.

TeslaMate MCP Server

Enables AI assistants to query Tesla vehicle data and analytics from a TeslaMate PostgreSQL database, including battery health, driving statistics, charging sessions, and custom SQL queries.

Prometheus MCP Server

A Model Context Protocol server that enables AI assistants to query Prometheus metrics, discover available data, and analyze system performance through natural language interactions.

OracleDB MCP Server

鏡 (Kagami)

Daiso MCP Server

Connects AI models to real-time search and inventory data for major South Korean retail chains, convenience stores, and cinemas. It enables users to check product availability at stores like Daiso and Olive Young, or view movie schedules at CGV and Megabox.

UniCortex

An MCP server that enables AI agents to control the Unity Editor externally, providing tools for scene, GameObject, component, and other editor operations.

universal-mcp-toolkit

A universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.

Warden

Warden provides a trusted skill brain for open agents, enabling secure execution of curated, cryptographically-signed skills with sandboxing, trust scoring, and transparency logging, all with zero third-party dependencies.