Discover Awesome MCP Servers

electron-mcp-server

Enables AI coding tools to interact with Electron applications for automated testing, including app lifecycle, element interaction, and visual testing.

Ramp MCP Server

A Model Context Protocol server that enables LLMs to interact with Ramp's financial data by retrieving, analyzing, and running tasks through Ramp's Developer API, using an in-memory SQLite database to overcome token limitations.

Fusion360 MCP Server

Connects AI coding agents to Autodesk Fusion 360 for CAD automation, enabling natural language control over sketching, 3D modeling, and CAM operations. It uses a Python-based bridge and a custom add-in to execute over 80 tools ranging from simple geometry creation to complex assembly and parameter management.

swarmskills

A CLI and MCP server for managing skills across ~45 code CLI agents, with 18 tools for discovering, installing, enabling, and syncing skills in mid-session.

graphql-mcp-server

Automatically generates MCP tools from any GraphQL API by introspecting its schema, supporting queries, mutations, and authentication.

Google Docs + Gmail MCP Server

Integrates with Google Docs and Gmail to append content and create drafts, with human approval gating.

SeleniumBase MCP Server

Enables MCP clients like Claude Desktop and Claude Code to drive a real browser with SeleniumBase automation. Offers three variants: WebDriver-based general automation, Pure CDP Mode for bot-detection bypass, and a broad SB() API with MFA and downloads.

openstack-mcp

Enables AI assistants to inspect and manage OpenStack clouds, including listing instances, checking quotas, and retrieving console logs. It supports opt-in write operations for creating and deleting servers, with a read-only default.

Zoom Search

MCP search and evidence tool for AI agents. Rewrites queries, zooms into source domains, and returns sourced answers with metrics.

toggle-brain MCP Server

Exposes the Toggle Brain knowledge base, prompt templates, and executable scripts to any MCP-compatible AI assistant.

Floyd

Scheduling and booking engine for AI agents. Check availability, hold slots, and confirm appointments with two-phase booking and conflict-free resource management.

Purple AI MCP Server

Enables read-only access to SentinelOne's platform through MCP, allowing security investigations, threat hunting, and asset inventory queries via natural language.

Investo

An AI investment-analysis MCP server that analyzes companies (Indian NSE/BSE or global) by gathering public financial data and producing a comprehensive report including financials, ratios, DCF valuation, economic moat, risks, and a 0-100 investment rating.

codeembed

Embeds your codebase into a local vector and graph database and exposes it as an MCP tool, enabling AI assistants to perform fast semantic search over your code using Graph RAG.

commerce-ops-mcp

Enables investigating delayed e-commerce orders by searching orders, retrieving order context, diagnosing delay causes, and recommending resolutions through natural language.

Python MCP Server

Exposes basic arithmetic and greeting tools, a queue status resource, and a queue analysis prompt, demonstrating MCP server-client interaction over stdio.

envious-canvas

An MCP server that turns Claude into a full image production studio, enabling creation, editing, resizing, and brand-consistent asset generation across multiple platforms.

EarSay MCP

Provides voice transcription control and polling for MCP-compatible agents, enabling start/stop/pause/resume and retrieval of new text via tools.

desrid-html-to-figma

This MCP server lets AI agents connect to Figma to read, analyze, create, and modify designs, including elements, styles, assets, and code generation. It works with free Figma accounts and supports parallel multi-agent use across MCP-compatible clients.

mcp_supervisor_py

A Python scaffold for an MCP-style supervisor that breaks user tasks into steps, routes them to workers, retries on failures, and aggregates outputs.

ThinkingData MCP

Enables AI to interact with ThinkingData analytics through a read-only MCP service, supporting event/property queries, event analysis, retention analysis, and safe SQL execution.

urmusic-mcp

A personal MCP server that analyzes your Spotify streaming history locally, enabling queries, artist insights, and recommendations using a local SQLite database.

mcp-server-db

A universal MCP server enabling AI assistants to query and manage six database engines (Postgres, Redis, Elasticsearch, MySQL, MongoDB, LDAP) through 113+ tools with read-only safety and fault tolerance.

mcp-research-collective

A multi-agent research system using a shared blackboard (belief store) for agents to collaborate, exposed as MCP tools for use with Claude Desktop or other MCP hosts.

comfyui-mcp

MCP server + Claude Code plugin for ComfyUI — execute workflows, generate images, visualize pipelines, manage models, control VRAM, and explore custom nodes, all from your AI coding assistant.

Telegram Agent for Codex

Privacy-first Telegram MCP server enabling maintainers to triage chats, inspect context, search messages, draft replies, and send authorized messages locally without a cloud relay.

wallabag-mcp

MCP server providing AI assistants with a structured interface to manage wallabag articles, tags, and annotations.

MarketIntel MCP Server

A minimal MCP server for market research using FastMCP and the Tavily API, with n8n automation, enabling company overview, competitor analysis, product portfolio, pricing snapshot, and recent news queries.

mcp-mock

A lightweight mock MCP server for local testing and resilience experiments, providing predictable tool responses with simulated latency and errors.

emr-mcp-server

Provides intelligent guidance for EMR cluster management, configuration recommendations, and monitoring capabilities