Discover Awesome MCP Servers

MCP Data Analyzer

Enables loading and statistical analysis of .xlsx and .csv files with visualization capabilities using matplotlib and plotly to generate various graphs and charts.

design-review

This MCP server renders UI design artifacts headlessly, runs deterministic linters, and manages stateful design review loops with an independent vision critic.

Telecom Event Oracle

Provides real-time LNP/WLNP (Wireless Local Number Portability) and LRN auditing. Features specialized congestion logic for 2026 global events. Essential for routing agents managing wireless and wireline transit.

openclaw-mcp

Bridges SKILL.md format to the Model Context Protocol, making effector skills available as MCP tools for agents like Claude, Cursor, and Windsurf.

qa-probe

Probes your live API and classifies why each endpoint failed (root cause, evidence, and a calibrated confidence level), exposed over MCP so your AI assistant debugs from evidence instead of guessing. Works with FastAPI, Express, Next.js, tRPC, and GraphQL.

brave-devtools

MCP server that lets AI coding assistants control and inspect a live Brave browser using DevTools for automation, debugging, and performance analysis.

meta-ads-mcp

Manage Facebook and Instagram ad campaigns directly from Claude Code, enabling performance viewing, budget adjustments, and campaign control without opening Ads Manager.

mcp-server-codegraph

Generates and queries a graph representation of a codebase to identify entities and their relationships, such as function calls and inheritance. It supports multiple languages including Python, JavaScript, and Rust to help users navigate and understand complex code structures.

Ceph MCP Server

A Model Context Protocol server that enables AI assistants to interact with Ceph storage clusters through natural language, making storage management more accessible and intuitive.

Pure Agentic MCP Server

A Model Context Protocol implementation with a modular architecture that exposes capabilities through specialized agents, enabling seamless integration with Claude Desktop and web applications.

logictree

Enables hierarchical problem analysis using logic trees with MECE validation, hypothesis generation, and feasibility assessment for structured decision-making.

remote-mcp-fastapi

Exposes news search and top headlines via GNews API, plus simulated email tools for sending and retrieving emails.

Aptos MCP

Aptos MCP is a comprehensive Model Context Protocol (MCP) server implementation for the Aptos blockchain, compatible with MCP clients like Claude Desktop or Cursor.ai. It provides a complete DeFi toolkit covering major Aptos protocols including pool discovery, lending, DEX operations, perpetual trading, liquid staking, and cross-protocol portfolio management.

MCP channel

A lightweight server that enables multi-agent orchestration by allowing agents to communicate through direct messages and named channels. It provides tools for agents to discover each other, create communication channels, and exchange messages via a central broker.

netherlands-invoice-mcp

Enables AI agents to send Dutch B2B electronic invoices (e-factuur) over the Peppol network using Storecove as the access point.

protolint-mcp

protolint-mcp

python-sandbox-mcp-server

This is a secure Python code execution server that enables LLMs to run Python code safely in isolated Docker containers, supporting stdout capture and Matplotlib PNG generation.

Engram Memory MCP

Combines bm25, vector and knowledge graphs to create a comprehensive memory solution. https://github.com/lumetra-io/engram-memory-mcp

ApexVol MCP Server

Provides natural language access to ApexVol's options analytics platform, enabling queries on options chains, volatility metrics, Greeks, flow analysis, and strategy building via Claude Code or Claude Desktop.

BharatPay MCP

Provides AI agents with Indian fintech utilities including IFSC bank lookups, PAN/GSTIN validation, mutual fund NAVs, UPI VPA identification, pincode lookups, and INR formatting, all with zero authentication and zero cost.

Kuzu Knowledge Graph MCP Server

Connects to an embedded Kuzu graph database and provides read-only MCP tools for AI clients to query a knowledge graph.

wyt-mcp

Game master MCP server for a time-loop dungeon RPG, managing game state, dice rolls, and narrative for a wizard-trapped town.

MoEngage Documentation MCP Server

Provides comprehensive access to MoEngage documentation from developers, help, and partners portals with full-text search, automatic updates, and intelligent filtering by platform, category, and source.

photoshop-mcp-pro

A professional MCP server that lets AI assistants directly control Adobe Photoshop for document creation, layer management, filters, adjustments, shapes, text, and design intelligence like palette generation and font pairing.

MCP Kling

An integration that enables Claude to generate AI videos from text prompts or images using Kling AI's video generation models.

Bitpanda Developer API MCP Server

Enables interaction with the Bitpanda cryptocurrency exchange through their Developer API. Exposes Bitpanda trading and account management endpoints as MCP tools via a FastAPI wrapper.

knowmind

Das Agentengehirn und Langzeitgedächtnis aus Deutschland.

mcp-playwright-test

An MCP server that automates Playwright-based UI and API testing, supporting test case generation from requirements or API specs, and execution with detailed reports.

mcp-jsonplaceholder

Wraps the JSONPlaceholder fake REST API to enable testing and prototyping with CRUD operations on posts, comments, and other resources via MCP.

UK Due Diligence

UK due diligence MCP server — Companies House, corporate research, compliance checks