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.

io.github.thehesiod/psquare

Enables Claude to access ParentSquare school-parent communication platform, including feeds, calendar, conversations, and media files.

gems-mcp

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

filesystem-gitignore

A professional MCP server that provides filesystem operations while automatically respecting .gitignore patterns, enabling efficient and token-friendly file access for Claude.

@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.

openrpc-mpc-server

A Model Context Protocol (MCP) server that provides JSON-RPC functionality through OpenRPC.

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.

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.

ABAP-ADT-API MCP-Server

Enables interaction with SAP ABAP systems via ADT APIs, allowing management of ABAP objects, transport requests, and code analysis through MCP clients.

OpenStreetMap MCP Server

Meningkatkan kemampuan LLM (Large Language Model) dengan layanan berbasis lokasi dan data geospasial, memungkinkan pengguna untuk melakukan geocode alamat, menemukan tempat menarik terdekat, mendapatkan petunjuk arah, mengoptimalkan titik pertemuan, dan menganalisis lingkungan sekitar.

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.

shopify-mcp

MCP server for Shopify Admin API with a ComfyUI bridge for AI product image generation. Covers products, orders, inventory, and customers.

AFL++ MCP server

Enables users to interact with AFL++ for fuzzing workflows, including creating workspaces, instrumenting targets, starting/stopping fuzzing jobs, and triaging findings.

knowledge-mcp

Serves locally stored knowledge bases (e.g., Trading-Knowledge, Bug-Bounty-Knowledge) to MCP agents, enabling listing, searching, and fetching documents without GitHub authentication.

bluesky-mcp

A Model Context Protocol (MCP) server for Bluesky that can post on your behalf by using the AT Protocol.

CSVGlow

Turn any CSV into a stunning interactive dashboard with one command — works as CLI, MCP server, or AI skill

HashPilot

A Model Context Protocol server that enables AI assistants to interact with Hedera blockchain in real-time, allowing them to check account balances, view block information, and estimate transaction costs.

mcp-ssh-tool

SSH automation MCP server that enables Claude and ChatGPT to execute commands, manage files, install packages, and control services on remote servers over SSH — supporting password, key, and agent authentication.

graphql-to-mcp

Turn any GraphQL API into MCP tools. Zero config, zero code. Auto-introspection, flat InputObject schemas for better LLM accuracy, smart truncation, retry logic with exponential backoff.

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.

MelviChat MCP Server

Enables AI clients like Cursor and Claude Desktop to interact with the MelviChat platform through the Model Context Protocol. It provides a standardized interface for consuming MelviChat API services within AI development tools.

X-Ways MCP

Enables triage, installation validation, and controlled automation of X-Ways Forensics and related tools through structured MCP tools for agents.

Amazon Ads API MCP SDK

Enables AI-powered advertising applications by providing MCP-compliant tools to interact with Amazon Ads API for campaign management, reporting, and optimization.