Discover Awesome MCP Servers

x-wing-mcp

An MCP server for X (Twitter) that enables creating posts, threads, likes, follows, and DMs, plus reading posts, timelines, mentions, and search results via a unified OAuth 2.0 connection.

swarm-suite

An AI engineering team for embedded firmware, lab automation, and hardware drivers. It uses 53 specialized experts and a datasheet-to-release pipeline to produce auditable, hardware-aware code.

MCP DataFrame QA

A research-informed MCP server that enables natural language question answering over local dataframes (CSV, Parquet, or Pandas) with safe, read-only execution and typed analysis plans.

NotebookLM MCP Server

Enables AI assistants to programmatically access and control Google NotebookLM, supporting operations like notebook management, source addition, audio generation, and more via natural language.

Telephony MCP Server

Enables LLMs to make voice calls and send SMS messages through the Vonage API, allowing AI assistants to perform real-world telephony operations with support for speech recognition and multi-language conversations.

AI-Powered Kubernetes MCP Server

Enables natural-language management of Kubernetes clusters via kubectl-ai and Gemini, providing commands like listing pods, scaling deployments, and retrieving logs through a FastAPI backend.

swagger-openapi-mcp

MCP server for querying Swagger/OpenAPI metadata efficiently from AI tools, enabling fast API discovery, search, and schema inspection.

grantguard-mcp

Enables auditing PostgreSQL role write privileges against a policy file, using read-only tools to explain, describe, and check permissions.

Workshop

Enables LLM clients to query current weather and temperature for a city and simulate sending invitations with confirmation and per-item progress.

mad-invoice-mcp

Enables creation and management of invoices with JSON storage and LaTeX-based PDF rendering. Supports draft creation and professional PDF generation through customizable LaTeX templates.

Browser MCP

Enables MCP clients to control a real local browser window for web automation tasks such as clicking, typing, scrolling, and taking screenshots.

personal-notes-assistant

Enables querying, listing, and summarizing personal knowledge base documents using RAG with hybrid search and LLM.

Firecrawl MCP Server

A Model Context Protocol server that enables web scraping, crawling, and content extraction capabilities through integration with Firecrawl.

Hermes MCP Bridge

Read-only MCP bridge exposing Hermes gateway monitoring tools (status, mission control, channels, approvals) to ChatGPT via HTTP/SSE.

cannons-auctions-mcp

MCP server for Cannons Auctions API, enabling natural language access to auction data including item search, auction listings, and detailed item information.

Tegro Finance DEX MCP Server

Read-only MCP server for Tegro Finance DEX on TON blockchain, enabling AI assistants to query pools, token prices, swap quotes, and liquid-staking rates without API keys or wallet.

mcpserver-semantickernel-client-demo

Showing a super simple implementation of an c# MCP server hosted with Aspire and consumed by Semantic Kernel

AstroFabric

AstroFabric is an agentic AI operating system for growth, revenue and digital operations. Specialist AI agents plan and execute complete missions through metered tools, with enforced budgets, approval-gated writes and full run transcripts. Work runs from the console, REST API, hosted MCP server, schedules, email or chat.

MCP2ANP Bridge Server

Enables MCP clients like Claude Desktop to interact with ANP (Agent Network Protocol) agents through three core tools: authentication setup, document fetching, and OpenRPC method invocation. Converts ANP's crawler-style interaction paradigm into MCP-compatible tools for seamless agent communication.

Gardening AI MCP Server

An MCP server for gardeners providing plant identification, climate-adjusted watering schedules, soil analysis, companion planting compatibility, and pest diagnosis with organic treatment plans.

LongBook Verifier

An MCP server that evaluates whether retrieval methods and AI outputs are grounded in long narrative manuscripts by retrieving evidence and scoring coverage deterministically, without external model APIs. It provides tools for chunking, indexing, retrieval, and evaluation.

notion-slim

A token-optimized MCP server for Notion that reduces context window usage by 73% while preserving full functionality, enabling AI assistants to interact with Notion efficiently.

Keel — Hyperliquid research MCP

Hyperliquid research MCP — typed strategy composition, deterministic backtests on real market data, opt-in live execution.

MCP by Amal Alexander

An MCP server that connects AI assistants to SEO platforms like Google Search Console, GA4, Bing Webmaster Tools, and Adobe Analytics, enabling natural language queries about SEO performance.

weather-mcp-server

Provides weather tools using the National Weather Service API, enabling AI agents to retrieve current weather, multi-day forecasts, and simple weather-based recommendations for U.S. locations.

forge-mcp

A read-only MCP server that provides Claude Code with structured knowledge about the Forge repository, including templates, project structure, documentation, validation rules, doctor checks, and generated-project conventions.

albumentations-mcp

Enables natural language image augmentation via the MCP protocol, using Albumentations to apply transforms like blur and rotation from plain English descriptions.

mcp-malwarebazaar

Enables querying the abuse.ch MalwareBazaar database for malware samples by tag, family, signature, or recent submissions.

bad-mcp

A harness for building test MCP servers that reproduce common attack patterns, enabling detection evaluation via streaming HTTP or stdio.