Discover Awesome MCP Servers

GCP Diagram MCP Server

Enables generating GCP architecture, sequence, flow, and class diagrams using natural language or Python code via the diagrams library.

mcp-safe-inventory-demo

Enables AI agents to safely mutate business state by demonstrating phase-gating, validation-before-mutation, and structured audit logging in a toy inventory and purchase order system.

Reddit MCP Server

Enables comprehensive Reddit interaction including fetching posts, analyzing users and subreddits, searching content, and creating posts/comments. Supports both read-only mode with client credentials and full functionality with user authentication.

video-summarizer

MCP server that converts videos, audio, and meeting recordings into structured transcripts and summaries with multi-backend ASR and automatic fallback.

@adevguide/mcp-database-server

MCP server for unified SQL database access, supporting multiple databases with schema discovery, caching, and safety controls.

EDS MCP Server

MCP server for Adobe Edge Delivery Services (AEM EDS). 20 tools for preview, publish, bulk operations, content reading, Core Web Vitals, 404 tracking, A/B experiments, and site configuration. Works with Claude Code, Cursor, and VS Code Copilot.

RollingGo-Flight-MCP

RollingGo-Flight-MCP is a flight ticketing service built on the MCP standard, providing airport search and flight query capabilities for AI Agents and MCP clients.

mcp-paywall

HTTP 402 paywall middleware for MCP servers. XRPL/RLUSD native settlement, Phase 3 compliance receipts, zero API keys required.

Qdrant MCP Server

Provides semantic memory capabilities using Qdrant vector database with configurable embedding providers, allowing storage and retrieval of information using vector similarity.

whatsapp-mcp-assistant

MCP server that exposes a real WhatsApp account to Cursor through safe, approval-gated tools and a local Go bridge, enabling chat management, contact search, and message send with explicit confirmation.

illustrator-mcp

Enables AI assistants to control Adobe Illustrator on Windows, including creating, opening, saving, and exporting documents, drawing shapes, adding text, and running arbitrary ExtendScript.

Remote MCP Server (Authless)

A remote MCP server template for Cloudflare Workers without authentication, supporting SSE connections and customizable tools.

CurrencyTransfer MCP Server

Enables AI assistants to trade FX, manage beneficiaries, check balances, request quotes, and configure rate alerts and market orders via the CurrencyTransfer API.

mcp-arcgis-princewilliam

MCP server for accessing Prince William County, Virginia geospatial data (ArcGIS). Enables searching datasets, querying layers, and retrieving schema information.

Data 360 MCP Server

Enables natural-language-driven exploration, querying, and full configuration management of Salesforce Data Cloud / Data 360 via MCP.

ML Lab MCP

Transforms AI assistants into a full ML engineering environment for training and fine-tuning models across multiple backends (local GPU, Mistral, Together AI, OpenAI) and cloud providers (Lambda Labs, RunPod, SSH-accessible VPS), with dataset management, experiment tracking, cost estimation, and deployment to Ollama/Open WebUI.

google-workspace-mcp

Enables Claude to manage Google Workspace services such as Calendar, Gmail, and Docs with configurable access and safe-by-design limitations.

superFetch MCP Server

An MCP server that fetches web pages and extracts clean, AI-friendly Markdown content using Mozilla Readability. It provides secure web access for LLMs with built-in SSRF protection and automated content cleaning for improved context retrieval and summarization.

smugmug-docs-mcp-server

A lightweight MCP server for searching SmugMug documentation and calling the live SmugMug API.

drillr-mcp-server

Financial research data backend for AI agents, offering standardized financial data, semantic news and event search, paragraph-cited company filings, and alternative data across US, Japan, Hong Kong, and China A-shares.

mlctl

Enables natural language management of the full ML lifecycle including experiments, model registration, deployment, and pipeline orchestration through a conversational agent.

LinkedIn Archive MCP

Enables Claude to read your own LinkedIn profile directly from a local data export, with no API keys, OAuth, or scraping. Tools cover profile, positions, skills, posts, connections, and more, supporting editing drafts and cross-checking against résumés.

mcp-shoten-url

Enables creation of shortened URLs using the x.gd URL shortening service through its API.

mc-mcp-server

🚧 Servidor Java MCP para Minecraft

Lanes Link

One secure, self-hosted MCP endpoint connecting AI agents to your real accounts (mail, calendar, files, notes), with per-profile separation, explicit permission enforcement, and an append-only audit log.

Clipboard MCP Server

Enables pattern-based file editing operations using copy/paste functionality with text landmarks instead of exact string matching. Allows AI agents to efficiently manipulate file content by identifying code patterns and insertion points without consuming large amounts of context tokens.

Shehata MCP Server

Shehata Git MCP enables coding agents to perform policy-checked Git operations (stage, commit, pull, push) on repositories pinned to specific GitHub identities. It guards against credential exposure and blocks destructive commands like force push or reset.

VayuChat MCP

A FastMCP server for natural language data analysis that allows users to load CSV files, execute Python code with pandas and numpy, and generate matplotlib visualizations. It provides a suite of tools for data exploration, statistical summaries, and querying datasets through MCP-compatible clients.

MCP Jira

Enables AI assistants to interact with Jira Cloud and Server/Data Center deployments for issue management, project tracking, and workflow automation. Supports multiple authentication methods including API tokens, OAuth 2.0, and personal access tokens.

houdini-mcp

An MCP server for SideFX Houdini that enables AI assistants to interactively control, construct, inspect, and visually verify 3D procedural scenes through tools like node creation, parameter editing, viewport capture, and rendering.