Discover Awesome MCP Servers

webots-mcp

An MCP server that gives AI agents full control and observability of the Webots robot simulator, enabling launch and monitoring of simulations, reinforcement learning training, model evaluation, and interactive scene manipulation.

operandi-mcp

Enables agents to identify appliances and retrieve grounded, robot-executable operation packages, reducing hallucinations from 24% to nearly 0%.

Active Jobs Db MCP Server

Enables searching and retrieving job listings from the Active Jobs Db API with support for multiple filters like title, location, organization, and AI-based fields.

Microsoft Teams MCP Server

Enables AI agents to interact with Microsoft Teams through Microsoft Graph API, using delegated device-code authentication to act on behalf of the user.

neo4j-mcp-gateway

A single local MCP gateway for Neo4j that exposes both proxied generic Neo4j tools (schema, Cypher, GDS) and custom YAML-defined use-case tools behind one stdio endpoint.

SiLA MCP Server

Enables AI assistants to interact with laboratory devices via a SiLA server, allowing querying device info, listing commands, executing commands, and monitoring status.

paperclip-mcp

Enables AI clients to manage Paperclip issues, comments, and approvals via read, write, and composite action tools.

Cursor Feedback MCP

Enables interactive feedback with image support in Cursor, allowing users to paste images for visual context and feedback.

@rethunk/mcp-multi-root-git

Provides comprehensive git tooling via MCP, including status, diffs, commits, branches, stashes, and multi-root inventory, enabling AI agents to manage repositories.

vscode-agent-bridge

Enables AI agents to access live VS Code editor state, symbol navigation, diagnostics, and language-aware editing through MCP, bridging the gap between what the agent can infer from disk and what the editor actually knows.

git-receipts

An MCP server that captures the rationale behind code changes at the moment they are written, binding decisions to commits with full provenance, and serves that context later without guessing. It records 'why code exists' and tracks anchor health over time.

Zabbix MCP Server

A middleware service that uses Model Context Protocol to analyze and automate Zabbix events with AI, enabling automated incident response and workflow automation through n8n integration.

EngiMCP

An MCP server that gives LLM agents structured, safe, and traceable access to engineering project documentation stored in Markdown/Git repositories, enabling management of requirements, decisions, tests, tasks, and impact analysis.

s3-mcp

Enables managing and interacting with any S3-compatible storage endpoint through MCP tools for listing, reading, writing, copying, and deleting buckets and objects.

zellij-mcp-server

Sebuah Server MCP melalui zellij melalui STDIO

BV MCP

Connects the BV bank to AI assistants via Open Finance Brasil, enabling natural language queries on balances, transactions, credit card bills, and investments with read-only access.

RepStack

A stateless MCP server that normalizes strength training logs into a deterministic canonical schema, enabling consumers to build analytics downstream without storing data server-side.

altweb-context

Loads signed, verified markdown capsules into AI agents, refusing any capsule without a valid signature from a trusted key. Enables secure, provenance-checked context loading for agents.

wquestions-mcp

Lets you model any domain (spa, barbershop, clinic, etc.) using 7 fixed axes and query it via natural language, with no per-domain schema required.

firmforge

MCP server for firmware verification in MCU development, exposing a five-stage pipeline (Detect, Review, Build, Flash, Verify) as tools for AI agents to compile, flash, and verify firmware on Arduino boards.

zhihu-scraper-mcp

Provides full-text retrieval of Zhihu answers/articles, complete comment trees, and type-specific search (questions, articles, users, topics) by wrapping the zhihu CLI.

Stock Market Real-Time Analyzer

An MCP server that provides real-time stock market data and price comparisons from Yahoo Finance, Alpha Vantage, and Finnhub. It enables AI assistants to fetch individual quotes, compare data across multiple sources, and retrieve market metrics for various tickers.

twelve-permissions

MCP server for the Twelve Permissions NFT collection, enabling verification of seals, retrieval of piece metadata and buy transactions, x402 payment info, and the refusals ledger.

order-ops-mcp

Enables operations teams to diagnose and resolve stuck orders via natural-language queries. It provides evidence-based resolution proposals, but any state-changing action requires explicit human confirmation.

Galaxy Brain

Combines structured sequential thinking with batch operation execution, enabling step-by-step reasoning with revision/branching capabilities and chained operations with variable piping between steps.

MokuPDF

Enables AI applications to read and process PDF files with intelligent file search, text extraction, image processing, and optional OCR support for scanned documents.

llm-memory-tool

MCP server that enables persistent, hybrid, local memory for LLM agents, with vector + BM25 search, knowledge graph, and policy-driven retention, providing token-budgeted context injection for AI assistants.

USQL MCP Server

Enables AI assistants to execute SQL queries against any database supported by the usql CLI tool. Provides seamless database interaction through MCP by forwarding queries directly to usql and returning results in JSON or CSV format.

vlm-mcp

Enables VLM-based image understanding through a unified API, supporting local llama.cpp and online Qwen3-VL backends, with tools for image analysis, OCR, chart analysis, translation, and multi-turn Q&A sessions.

vault-mcp

MCP server that exposes an Obsidian-style markdown vault as a shared memory for AI agents, with tools for searching, reading, writing, and querying notes and wiki-links.