Discover Awesome MCP Servers

Second Opinion MCP

Enables Claude to consult over 17 AI platforms and 800,000+ models to provide alternative perspectives, code reviews, and diverse feedback. It features a unique personality system and supports multi-AI group discussions and debates directly within the chat interface.

StackBridge

Sub-1ms cross-stack AST contract layer and compiler verification engine mapping React/Next.js routes to FastAPI and SQLAlchemy models for AI coding agents.

fairchem-mcp

An interactive MCP server for FAIRChem and ASE simulations that allows LLM agents to load a model once and steer relaxations, MD, NEB, phonons, and minima searches mid-flight, with live monitoring and code introspection.

macOS Shell MCP Server

Enables shell command execution on macOS with session management, background processes, caching, and semantic search via Voyage AI.

Tilt MCP Server

Enables AI assistants to interact with Tilt development workflows, including monitoring resource status, managing resources (enable/disable/trigger), accessing logs, and configuring Tiltfile arguments through natural language.

WinCC OA MCP Server

A Model Context Protocol server that exposes WinCC OA datapoint operations as LLM-callable tools, enabling read, write, create, delete, and query operations on datapoints.

resumejson-mcp

An MCP server for managing career experience data using the JSON Resume schema with custom extensions. It enables AI agents to store, update, and retrieve detailed work history, projects, and achievements to facilitate tailored resume generation.

mcp-data-providence

Enables querying and searching the Providence Open Data catalog via Socrata SoQL, including dataset search, data querying, and metadata retrieval.

pr-guard-mcp

Enables AI agents to perform security audits on pull request diffs by detecting secrets, dangerous code patterns, and new dependencies, outputting structured JSON for generating PR review comments.

claude-whatsapp-mcp

Enables Claude to manage WhatsApp instances through the Evolution API, including listing instances and sending text messages.

PCM MCP

An MCP server for ABB/Hitachi Energy PCM600 that provides offline IEC 61850 SCL file analysis, .apcmp project archive inspection, ACT logic recovery, and safe read-only drive of the PCM600 CLI for project exports and validation.

Satori

Agent-safe code retrieval MCP server that indexes repositories and provides semantic search, file navigation, call graph analysis, and bounded file reading tools for coding agents.

Article Writer MCP

Enables automated content creation pipeline: topic research, article writing, image sourcing, and GitHub PR submission for blogs.

Singapore Bus MCP Server

Provides real-time Singapore bus information, including arrival times, routes, and stop details via the LTA DataMall API.

Task-Guide-MCP

Improves AI agent task performance by providing task area segmentation, hierarchical RAG, and hybrid search capabilities.

rebuild-dossier

An MCP server that reverse-engineers a rebuild spec (CLAUDE.md, config, and mutation-tested tests) from an existing app, enabling coding agents to rebuild the app cleanly against that spec.

schwab-mcp

Exposes Charles Schwab brokerage data to AI assistants via MCP, enabling natural language queries about positions, option chains, account balances, and trade audits with Lightning micropayment monetization.

Logpoint MCP Server

Logpoint MCP Server provides MCP endpoints for Logpoint SIEM, enabling search, incident management, alert rules, and integrations with n8n and Claude for SIEM operations.

dayz-agentic-modding-mcp

MCP server that enables an agent to autonomously build, compile-check, test, and debug DayZ mods, integrating with the running game via a server bridge and providing structured verdicts, world manipulation, client control, and API knowledge indexing.

mcp-aider-executor

Enables running aider as a detached background process with git and file tools, allowing LLMs to start code editing processes and check progress asynchronously for agentic swarm behavior.

unreal-mcp-server

MCP server that connects Claude to Unreal Engine 5.8 via the official Remote Control API, enabling asset manipulation, actor control, level operations, and AI-powered 3D model generation (via Meshy) through natural language.

Fetch MCP Server

Enables fetching and converting web content into various formats including HTML, JSON, plain text, and Markdown. It supports custom request headers and provides specialized tools for on-demand web data retrieval and transformation.

Enterprise Knowledge Mesh

Enables AI agents to query structured knowledge across enterprise domains (legal, HR, compliance) with metadata-driven filtering and TF-IDF ranking.

GitHub PR Template Tools

A MCP server that provides tools for analyzing git changes and suggesting appropriate PR templates, helping automate PR-related workflows.

wzrdbrain MCP Server

A physics-aware inline skating combo generator that models moves as state transitions to ensure sequences are executable and flow naturally. It allows users to generate custom skating routines and browse a catalog of wizard-style tricks.

LeafBridge

Connects Claude/ChatGPT to Overleaf projects via the Git integration, enabling read, edit, write, and file management through natural language commands.

pangram-mcp

Exposes an analyze tool to classify text as human-written, AI-generated, or AI-assisted using Pangram Labs API.

ffmpeg-mcp

Enables LLMs to safely execute ffmpeg and ffprobe operations by passing arguments as arrays, avoiding shell injection, with support for probe, convert, trim, concat, thumbnail, watermark, speed, loudnorm, and batch processing.

FastAPI-MCP

Exposes FastAPI endpoints as Model Context Protocol (MCP) tools while preserving existing authentication, schemas, and documentation. It enables seamless integration of FastAPI services into MCP ecosystems using a native ASGI transport layer.

wikijs-mcp

An MCP server for interacting with Wiki.js via GraphQL API, enabling page management (CRUD, search, publish), user and group management, and blogging workflow with drafts.