Discover Awesome MCP Servers

Moleculer MCP Server

Exposes Moleculer microservices as MCP tools for AI assistants like Claude and GPT, with auto-discovery and schema conversion.

research-hub

AI-operable research workspace integrating Zotero, Obsidian, and NotebookLM. Search papers (arXiv/Semantic Scholar/PubMed/CrossRef), ingest into Zotero, sync per-paper notes to Obsidian, verify NotebookLM briefs. All three external tools optional.

Dell Isilon (PowerScale) MCP Server

Enables AI assistants to interact with Dell PowerScale (Isilon) OneFS clusters through over 2,400 tools generated from the REST API specification. It supports managing storage protocols, snapshots, networking, and cluster configurations using natural language.

Google Ads MCP Server

Enables LLMs to interact with the Google Ads API to retrieve account information, list accessible customers, and query campaign performance. It allows users to manage and analyze Google Ads data through natural language interfaces.

Rough Logic

Always free field math and reference for the trades.

Solitarius MCP

MCP server exposing REINVENT4 generative molecular-design operations as validated, LLM-callable tools for drug discovery, including sampling, transfer learning, reinforcement learning, and molecular analysis.

people-memory-mcp

An MCP server that gives AI agents a private, durable memory of people, providing a personal people graph in PostgreSQL with tools to search, remember, and connect people, plus imports from LinkedIn, Google Contacts, and WhatsApp, and a browser UI.

mcp-amap

Provides map services such as geocoding, POI search, and route planning through the Amap API, enabling AI applications to interact with map data via natural language.

chess-arena

MCP server for playing chess matches between AI agents across computers, enabling match creation, move submission, and turn waiting.

agent-eval-gate

Serves MCP tools to inspect agent trace JSONL files and evaluate them against golden-case constraints, returning structured metrics and gate results.

MCP File Server

로컬 파일을 읽고 쓰기 위한 MCP 서버

mcp-second-opinion

An MCP server that queries a panel of LLMs from different providers via OpenRouter and returns their answers side by side, optionally synthesizing them to highlight disagreements.

Elevance MCP Atlassian Server

Provides Jira and Confluence integration for AI assistants, enabling natural language management of issues, projects, sprints, pages, comments, attachments, and more with 72 tools.

Tidesman

A free native MCP server for running, understanding, and debugging Linux containers on macOS using Apple's container tool, with audit trail and configurable safety modes.

Trayd

Trade Robinhood through Claude Code. Check portfolio, get quotes, place orders — one-line setup, no coding required. OAuth 2.1 with KMS-encrypted token storage.

casecraft

Enables spoken consulting case interview practice through Claude, providing real-time cases, grading on structure, analytics, judgment, and communication, and targeted practice drills.

PubMed MCP Server

Enables AI agents to search and read PubMed academic literature directly, without requiring an NCBI API key.

PAL - Project API Locker

Enables secure API key management for development projects by storing keys in OS keychains, auto-generating .env files and SDK client code, and providing AI-assisted key management through Claude Code integration.

mcp-google-gdrive

An MCP server that enables AI assistants to list, read, create, and manage files in Google Drive. It features automatic conversion of Google Workspace formats into Markdown, CSV, and plain text for seamless integration with AI workflows.

Design Style MCP Server

Provides deterministic design style recommendations and structured tokens for AI content generation, with 30 curated styles including color palettes, typography, and visual directives.

Atlas Przetargów

Search 800 000+ Polish public tenders (BZP + TED) from Claude Desktop, Cursor, Continue. Provides 8 tools for tender search, buyer/contractor profiles by NIP, market statistics, plus a glossary of 90+ Polish public procurement terms.

azure-mcp-platform

MCP server for Azure resource management, AI Foundry, and Entra ID — inspect and operate Azure infrastructure through AI agents.

puls-mcp

MCP server for Puls prediction markets on Arc, letting AI assistants read live markets, the AI-vs-crowd oracle, autonomous agents, and place real USDC trades and x402 forecast signals.

MCPMathServer

An MCP server that provides math tools (add, subtract, multiply) and a weather tool, with a LangChain agent client that uses Groq to answer natural language queries.

multimodal-reader-mcp

MCP server for analyzing local audio and video files with Google Gen AI, returning structured summaries, timelines, transcripts, and observations.

agid-llm-ui MCP Server

MCP server to help AI assistants generate Italian PA user interfaces by providing components, recipes, accessibility rules, and validation for Bootstrap Italia and Web Components.

ASCIIFlow MCP Server

Exposes ASCIIFlow drawing primitives as tools to enable AI assistants to generate ASCII wireframes and diagrams from natural language descriptions. It provides commands for creating canvases and drawing boxes, lines, arrows, and text using a character-grid coordinate system.

🗄️ Couchbase MCP Server for LLMs

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