Discover Awesome MCP Servers

Metrx MCP Server

An MCP server for Metrx — provides tools for construction, healthcare, logistics, manufacturing, and legal mid-market businesses to query and analyze their operational data via AI.

Code Context Engine

Indexes your codebase so AI coding agents can search instead of re-reading files, saving up to 94% of tokens.

MCP Sampling Demo

Demonstrates how to implement sampling in MCP servers, allowing tools to request LLM content generation from the client without requiring external API integrations or credentials.

appium-mcp-auth

Authentication and authorization plugin for appium-mcp, adding bearer API keys, OAuth JWT, session tokens, scope-based authorization, rate limiting, and per-session ownership when running over SSE/HTTP Stream.

The Colony MCP Server

Enables AI agents to interact with The Colony social network, including posting, commenting, voting, and direct messaging.

Excel MCP Server

Exposes Excel operations (open/close files, read/write cells, create sheets, apply formulas, and run existing VBA macros by name) to AI agents like Claude Desktop or Claude Code via MCP.

GitHub Summary MCP

Generates daily GitHub work summaries by analyzing commits across all repositories a user owns or contributes to. It provides tools to fetch today's commit activity and deduplicate repository-specific updates for easy reporting.

DALL-E MCP Server

Enables AI assistants to generate high-quality images using OpenAI's DALL-E 3 model with configurable parameters like size, quality, and style. Generated images are automatically saved to the local filesystem with comprehensive error handling.

OpenSearch MCP Server

Enables LLMs to interact with OpenSearch clusters to monitor cluster health, manage indices, and perform data searches. It provides a standardized interface for real-time OpenSearch operations within MCP-compatible environments like Open WebUI.

eNSP Automation MCP

Generates eNSP network topologies, deploys Huawei VRP configurations, and provides verification plans for lab scenarios.

Brosh Browser Screenshot

Captures comprehensive webpage screenshots with intelligent scrolling, text extraction, and HTML analysis, enabling AI tools to visually inspect and understand web content through the Model Context Protocol.

jsx-notation

Compresses React/Next.js files, HTML, and SVG into a compact JSXN notation optimized for AI assistants, reducing token consumption by ~40%. Provides an MCP server with tools to read, encode, and decode JSXN.

GraphSense MCP Server

Enables natural language queries about JavaScript/TypeScript codebases using graph and vector search. Allows finding functions by semantic description, callers, callees, and function details.

niscope-mcp

Enables AI assistants to directly control NI oscilloscopes (e.g., PXIe-5160/5164/5110) through the Model Context Protocol, including waveform acquisition, measurement, and configuration.

vision-mcp

Vision MCP enables text-only agents to understand images through any OpenAI-compatible vision model. It supports local images, URLs, screenshots, documents, charts, and code errors with tools like analyze_image and understand_image.

WikiJS MCP Server

Enables AI assistants to search and retrieve content from WikiJS knowledge bases, allowing integration with your Wiki through simple search and retrieval tools.

quantum-demos-mcp

MCP server for authoring Quantum customer demos from Claude Code; enables listing, viewing, and updating demos with a guide and prompts.

Jira Data Center MCP Server

Enables AI assistants to deeply introspect Jira Data Center configurations — including workflows, schemes, automation, and Assets — through 76 read-only tools, without any modification capability.

agent-eyes

MCP server that wraps Playwright to give AI agents eyes on the web, enabling browser search, navigation, extraction, and interaction with intelligent LLM-based DOM extraction and skill caching.

Google Workspace MCP Server

Enables AI agents to send emails and append content to Google Docs using Gmail and Google Docs APIs.

superenalotto-mcp-server

Provides a template for deploying a remote MCP server on Cloudflare Workers without authentication, with instructions to customize tools and connect to clients like Claude Desktop.

AI-Scholarly-Mode

Enables AI assistants to search and retrieve peer-reviewed academic articles exclusively from Springer Nature's open access collection. It provides a specialized mode for research-driven conversations, allowing users to toggle scholarly-only search and fetch full article content.

git-changelog-mcp

Enables AI agents to read git commits from local repositories and generate beautifully formatted, categorized changelogs.

IBKR MCP Server

Provides an MCP server for Interactive Brokers trading operations, managing an IBKR Gateway Docker container and exposing trading functionality through REST API and MCP endpoints.

docs-cache-mcp

A local MCP server that fetches official library documentation (llms.txt-first), caches it to disk, and serves relevant sections to coding agents offline with deterministic retrieval.

logseq-api-mcp

AI assistant integration with Logseq knowledge graph: 21 tools to read, write, query, and search notes, enabling seamless interaction with your notes.

XRootD MCP Server

An MCP server providing access to XRootD file systems, allowing LLMs to browse directories, read file metadata, and access contents via the root:// protocol. It supports advanced features like campaign discovery, file searching, and ROOT file analysis for scientific data management.

flight-tracker

Provides comprehensive flight tracking capabilities using the OpenSky Network API, enabling real-time flight data, geographic searches, historical data, and airport operations through MCP tools.

AdCrunch MCP Server

Enables querying ad campaign performance and setup across Meta, TikTok, and Google Ads using natural language through AI agents.