Discover Awesome MCP Servers

Session Collab MCP

A provider-agnostic MCP server that synchronizes work-in-progress between multiple coding sessions to prevent file conflicts.

gems-mcp

MCP server wrapping xGEMS for thermodynamic equilibrium calculations, offering tools to list systems, get system info, and run simulations.

deepseek-vision-mcp

This MCP server gives pure-text LLM agents vision capabilities by integrating the free GLM-4.6V-Flash visual model, enabling image, video, and file understanding through standard MCP tools.

persona-profile-mcp

A local MCP server that maintains a persona profile (contact library) for AI assistants, allowing them to create, search, retrieve, supplement, and correct information about people mentioned in conversations via tools like search_profiles, get_profile, create_profile, update_profile, add_facts, update_fact, and delete_fact.

easypanel-mcp-server

MCP Server for full Easypanel control via Claude Code, Cursor, and Claude Desktop. Provides 37 tools for deploy, logs, env vars, domains, databases, and monitoring with built-in safety guards.

how-to-test-an-mcp-server

A minimal MCP server with get_weather and create_ticket tools, used for testing MCP servers across protocol, unit, eval, transport, and auth layers.

Actual Budget MCP Server

Enables LLMs to interact with a self-hosted Actual Budget instance, providing financial data and management tools with correct financial semantics and no cents math.

wrds-mcp

Provides AI assistants with natural language access to WRDS financial data for credit and equity analysis through 29 specialized tools. It enables users to query bond history, credit ratings, financial metrics, and syndicated loans using simple conversational prompts.

SB OGC MCP

MCP server that gives Claude access to Dutch mobility data via Studio Bereikbaar's OGC API, enabling querying of travel surveys, traffic models, and accessibility maps.

postgres-mcp

A self-hostable PostgreSQL MCP server for exploring database schemas and running guarded read/write queries with selectable access modes (readonly, readwrite, admin), plus a dry-run confirm workflow for safety.

GraphHub

Transforms codebases into a knowledge graph for AI agents, enabling semantic search, impact analysis, and persistent session memory with up to 94% token savings.

Readwise Reader MCP Server

Enables Claude to interact with the Readwise Reader API, allowing for saving, listing, updating, and deleting documents with complete metadata and content access through natural language.

Kogna MCP Server

Enables interaction with Kogna's multi-agent AI avatar system, allowing users to start conversations, switch between specialized avatars and rooms, and manage conversation history through natural language.

Office-PowerPoint-MCP

Enables AI assistants to programmatically create, manipulate, and analyze Microsoft PowerPoint presentations with advanced formatting and template management.

Quality MCP

Automates repository analysis, test planning, and generation of end-to-end tests with Playwright, acting as an intelligent quality assistant.

mcp-testing-tools

Provides testing and quality assurance tools for AI agents via MCP, enabling generation of test cases, mock data, API mocks, coverage analysis, and assertions.

kurerok-yandex-webmaster-mcp

Local-first MCP server for Yandex Webmaster that exposes tools for SEO operations including search query analytics, sitemap management, indexing history, recrawl quota, and diagnostics.

document-to-json-mcp

Convert PDFs to structured JSON. Extract invoices, bank statements, contracts, and more. Pay per call via x402 USDC.

kannaka-quantum

Enables AI agents to execute quantum circuits, generate true quantum random bits, and perform resonance recall using amplitude amplification on real quantum backends via qBraid.

Ruckus Virtual SmartZone MCP Server

MCP server for managing Ruckus vSZ wireless controllers, providing 52 tools across 12 modules to query and manage APs, WLANs, zones, clients, alarms, and more, enabling LLM-driven network operations.

omp-worker-mcp

Lets coding agents delegate bounded background tasks to OMP models via an MCP server, with job control, custom roles and agents.

Website to Markdown MCP Server

Fetches website content and converts it to Markdown format with AI-powered content cleanup, ad removal, and full OpenAPI/Swagger specification support for easy processing by AI assistants.

github-mcp

Enables AI assistants to interact with GitHub repositories, issues, pull requests, and content via the Model Context Protocol.

University Course Catalog MCP Server

MCP server exposing a university course catalog with tools for searching courses, looking up prerequisites and instructors, and generating prerequisite graphs, plus resources and a prompt template for AI academic advisors.

Evaluar MCP Server

Enables authentication and management of eTalent processes within Evaluar platform, allowing users to search positions, create and launch processes directly from their IDE.

Flutter MCP

A real-time server that provides Flutter/Dart documentation and pub.dev package information to AI assistants, ensuring they generate accurate and up-to-date Flutter code.

@theyahia/atol-online-mcp

MCP server for ATOL Online fiscal receipt API. Enables 54-FZ compliant receipt generation, refunds, corrections, and status checks for Russian online cash registers.

imgx-mcp

An MCP server for AI image generation and editing, allowing users to generate images from text, edit existing images with instructions, and manage iterative editing sessions with undo/redo.