Discover Awesome MCP Servers

WinCC V8 MCP Server

MCP server providing access to Siemens WinCC V8 SCADA systems via REST API, enabling tag management, alarm logging, and archive operations.

GitKraken MCP

The GitKraken MCP Server turns your AI assistant into a context-aware development partner by connecting it to git history, branches, issues, pull requests, and multi-repo workflows through GitKraken. It works with all the providers you would expect from the GitKraken software suite such as GitHub, GitLab, Azure DevOps, Bitbucket, Jira, and more.

QRzap MCP Server

Enables AI agents to generate QR codes for URLs, WiFi, contacts, and more with structured parameters.

Zoho Books MCP Server

Enables AI assistants to manage Zoho Books accounting tasks such as invoices, contacts, expenses, and sales orders through natural language.

Dice Roller MCP Server

Provides comprehensive dice rolling, coin flipping, and tabletop RPG mechanics for AI assistants like Claude. It enables real-time tabletop gaming through features such as standard NdM notation, advantage/disadvantage rolls, and D\&D character stat generation.

Stochastic Thinking MCP Server

Provides advanced probabilistic decision-making algorithms including MDPs, MCTS, Multi-Armed Bandits, Bayesian Optimization, and Hidden Markov Models to help AI assistants explore alternative solutions and optimize long-term decisions.

redmine-mcp

A stateless MCP server for Redmine that allows users to interact with issues, time entries, wiki, projects, and more via their own API keys.

MCPLab

Exemplos, código, designs e tutoriais de servidor-cliente MCP (Model Context Protocol).

Water Bar Email MCP Server

Enables sending branded wellness booking confirmation emails through Resend integration. Supports multiple email flows including AOI experience bookings with AI-suggested drink pairings and timeline layouts.

Fraim Context MCP

Enables semantic search of project documentation using hybrid vector and full-text search with fast and deep query modes for immediate results or complex multi-round synthesis.

keel-core

Local-first personal cognitive engine that provides MCP tools for managing relationships, conversations, agenda, and memory, powered by Ollama.

EODHD MCP Server

Enables access to financial market data including EOD, intraday, fundamentals, news, and more via 75 read-only MCP tools.

mcp-csv-database

Loads CSV files into a temporary SQLite database and provides comprehensive data analysis tools via MCP, enabling AI assistants to query, analyze, and export data using natural language.

greybeard

An MCP server that provides AI-powered code review and architecture analysis, simulating the perspective of an experienced staff engineer. It integrates with IDEs to review diffs, design decisions, and tradeoffs through natural language.

aperion-shield

Local guardrail proxy for AI coding agents. Wraps any MCP server (stdio or HTTP/SSE) and blocks destructive tool calls before they execute, with TOFU catalog pinning against rug pulls and tool-poisoning/result-injection scanning. Single Rust binary, Apache-2.0.

Tapetide MCP Server

Connects AI assistants to real-time Indian stock market data with 34 tools for search, screening, analysis, portfolio tracking, and market insights across all NSE and BSE stocks.

DA Live Admin MCP Server

Enables LLM assistants to manage Document Authoring (DA) repositories through the DA Live Admin API, supporting operations like listing, creating, updating, and deleting source files, managing configurations, and looking up media and fragment references.

reddit-mcp-mod

Enables Reddit moderation through tool-based access: reading, posting, mod queue management, user management, and report handling.

swarm-mcp

Orchestrate parallel Claude agent workloads via Docker containers with combinators for parallel execution, map-reduce, and pipeline workflows.

Gym MCP Server

Expose any Gymnasium environment as an MCP server, automatically converting the Gym API into MCP tools that any agent can call via standard JSON interfaces.

AI Model Advisor MCP Server

Enables AI agents to discover, compare, and select the best AI models across multiple providers based on pricing, performance, and capabilities, with real-time cost estimation and benchmarking.

Home Tracker MCP

A personal MCP server for tracking household expenses and shared notes, with pre-built email templates to keep you and your wife in sync.

open-sales-stack

Collection of B2B sales intelligence MCP servers. Includes website analysis, tech stack detection, hiring signals, review aggregation, ad tracking, social profiles, financial reporting and more for AI-powered prospecting

covidence-mcp

Enables Claude to screen studies in Covidence by reading the live page and casting votes based on stored criteria, with all browser navigation handled by Claude itself.

ESP32-C3 MCP Music Server

Enables AI agents to control an ESP32-C3 audio client via MQTT for playing, pausing, and managing music from an HTTP library, with support for playlists and volume control.

@chartobserver/mcp-server

An MCP server that lets an AI agent read your portfolio, place paper trades, and check the leaderboard on your ChartObserver account.

@cargoffer/zbe-mcp

MCP server for checking vehicle routes against Low Emission Zones (ZBE/LEZ) in Spain and Portugal.

obsidian-emergent-mcp

Provides Claude Code with deep access to an Obsidian vault through 28 tools for structural analysis, semantic retrieval, and git-backed timeseries tracking. It transforms your vault into a live knowledge base that Claude can search, navigate, and reason about using its knowledge graph.

Blender MCP

Connects Blender to AI assistants through the Model Context Protocol, enabling direct AI control of 3D modeling, scene creation, and manipulation via natural language.