Discover Awesome MCP Servers

slugaudit-mcp

Enables AI-assisted code audits by extracting signatures and dependencies from source files, tracking changes, and generating structured briefings for review.

Thesaurus By Api Ninjas

Provides access to synonyms and antonyms for words through the API Ninjas Thesaurus API, enabling vocabulary enhancement and word exploration.

ViperMCP

A mixture-of-experts visual question-answering server that enables visual grounding, compositional image question answering, and external knowledge-dependent image question answering through code generation and execution. Built on the ViperGPT framework with support for multiple computer vision models including Grounding DINO, SegmentAnything, and GPT-4o.

Energy Monitor MCP Server

Exposes tools to query and analyze energy monitoring sessions stored in CSV files, enabling users to get consumption stats, compare sessions, and view historical data through natural language in Claude Desktop.

PostgreSQL Explorer MCP Server

A FastMCP server for read-only introspection of PostgreSQL databases, providing tools to list databases, schemas, tables, columns, and relations.

simple-mcp

Turns any API into a curated MCP server from a single config file, enabling interaction with APIs through MCP clients like Claude Desktop.

arxiv-daily-mcp

Enables searching arXiv papers in Korean, Chinese, Japanese, or English and saving findings to a local Markdown vault through natural language commands.

arpeio-mcp

Unified MCP server for Arpe.io data tools enabling AI assistants to build, preview, and execute high-performance data commands including database export, transfer, pipeline, and migration.

Climate Peer Comparison

Generates peer comparison reports on emissions trends, reduction targets, and gaps for companies in a given SICS sector/sub-sector using live data from the Climate Data Utility (CDU).

geo-inspector-mcp

Enables inspection of any website's AI-search readiness, checking AI crawler blocks, llms.txt, schema markup, and indexing directives from MCP clients like Claude.

echoledger-mcp

Analyzes live Uniswap V2/V3, Balancer, and Curve stableswap pools for positions, price moves, pool health, rug signals, slippage, and depeg risk, and builds portable State Twins for offline analysis.

FastMCP Tools Calculator

A demonstration MCP server that provides calculator functionality through both stdio and FastAPI implementations. Enables users to perform mathematical calculations via MCP tools using the FastMCP framework.

Arthas MCP Proxy

Enables dynamic SSH connection to servers for real-time JVM diagnostics using Arthas, allowing operations like thread dump, heap inspection, and method watching through MCP tools.

totvs-tickets-mcp

A read-only MCP server exposing TOTVS support tickets (Portal do Cliente) as tools for LLMs in Claude Code, Claude Desktop, and Cursor.

my-mcpserver

A production-ready template for developing Model Context Protocol (MCP) servers using Python and FastMCP, with example tools like a multiply calculator, code review prompt generator, and Red Hat logo tool.

AI Team OS

Turns Claude Code into a self-driving AI company with autonomous CEO, agent teams, and self-improvement capabilities.

Deploy FastAPI on AWS: Fargate & ALB

Running an MCP Server on AWS Fargate on Amazon ECS

worldanvil-mcp-server

MCP server for World Anvil that enables browsing, searching, and managing world content, plus exporting complete copies for migrations or backups.

MySQL MCP Server

Enables connecting to and querying MySQL databases directly from Cursor IDE, with support for executing SQL queries, listing databases and tables, inspecting schemas, and managing connections with SSL and connection pooling.

garmin-mcp

Enables AI assistants to query live Garmin Connect health and fitness data, including daily metrics, activities, sleep analysis, and trends via natural language.

qrcoding Skill MCP

Enables integration with QR Agent Studio via MCP Streamable HTTP and Agent Skills, forwarding authenticated requests to manage QR records.

Elenchus MCP Server

An adversarial code verification system that uses a Verifier-Critic debate loop to systematically uncover security, correctness, and performance issues. It implements the Socratic method to provide deep semantic analysis and dialectical reasoning beyond traditional static linting.

Conduit

A self-hosted RSS reader MCP server that manages RSS subscriptions and fetches live feed content, deployable on AWS.

Whimsical MCP Server

Enables AI agents to create and edit Whimsical diagrams and documents, including flowcharts, mind maps, sequence diagrams, and wireframes, and to search and read workspace content.

Nexus Memory MCP

Provides persistent semantic memory with semantic search, knowledge graphs, and Intelligence Packs for AI agents, enabling memory recall by meaning and session continuity.

mcp-bridge

MCP server for Cocos Creator that enables AI tools to automate scene editing, resource management, and project operations via HTTP and stdio interfaces.

scraperapi-mcp-server

A local MCP server that lets AI agents bypass bot detection, geo-restrictions, and JavaScript rendering challenges when scraping the web, backed by ScraperAPI's services

scratch-mcp

Enables AI agents to programmatically edit Scratch .sb3 projects and preview changes live in TurboWarp Desktop via MCP tools and a live-reload bridge.

knocoph

Transforms TypeScript and JavaScript codebases into a persistent code knowledge graph in SQLite, enabling structural codebase navigation via deterministic graph queries without reading source files.

Streamable HTTP Bridge

A bridge server that converts stdio protocol to streamable-http protocol, allowing clients to interact with MCP services over HTTP.