Discover Awesome MCP Servers

md-to-pdf-with-mermaid-mcp

An MCP server that converts Markdown files containing Mermaid diagrams into PDF documents by rendering diagrams as SVG images. It provides a specialized tool to automate document conversion while ensuring all visual charts are correctly embedded in the final output.

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.

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.

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.

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.

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.

zellij-mcp-server

MCP 서버를 zellij를 통해 STDIO로 연결

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.

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.

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.

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.

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.

LocalAnt

LocalAnt is a local-first MCP gateway that lets ChatGPT control your PC through approved, permissioned tools for shell commands, file management, coding agents, browser automation, and more.

devflow-mcp

A production-ready MCP server that provides AI assistants with comprehensive GitHub developer tooling including PR analysis, code review, changelog generation, dependency auditing, commit summarization, and refactoring suggestions.

npm-registry-mcp-server

Enables fetching npm package metadata and version lists via MCP tools, powered by the package-json library.

olx-mcp

MCP server for the OLX.ba API that enables searching, publishing, editing, and managing listings (ads), including image handling, sponsorships, categories, locations, and user account operations through 36 tools covering all official API endpoints.

neuroverse

Multilingual intelligence + memory + safety + voice layer for autonomous AI agents

XMCP Application

A development server that automatically discovers and exposes tools from the src/tools directory, allowing you to create and run Machine Comprehension Protocol (MCP) services with either HTTP or STDIO transport methods.

playwright-mcp

An MCP server that gives Claude direct control of a real browser via Playwright, enabling AI-driven web testing, autonomous test execution, and live failure analysis through natural language.

mailforce

Mailforce is an MCP server that provides a policy layer for AI agents to safely interact with email, controlling which accounts, recipients, and actions are allowed, with optional human approval for sends.

Dual MCP Server for IoT & Memory

Provides two Model Context Protocol servers that enable controlling IoT devices and managing persistent memory storage with semantic search capabilities.

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.

GPT OpenMemory MCP Server

Enables ChatGPT Desktop to save and manage conversation memories locally in SQLite, with features for searching past conversations, creating summaries, and exporting dialogues to markdown files.

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.

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.

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.

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.

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.