Discover Awesome MCP Servers

@first-ch/tools-mcp

MCP server exposing First CH Tools' free web-tool logic for WCAG contrast, JP character counting, WebP conversion, JSON-LD, and llms.txt generation to AI agents.

MotorAPI MCP Server

MCP server for looking up Danish vehicle information by registration number or VIN via MotorAPI.dk, including vehicle details, environmental data, equipment, and API usage.

Melchizedek

Persistent memory for Claude Code. Automatically indexes every conversation and provides production-grade hybrid search (BM25 + vectors + reranker) via MCP tools. 100% local, zero config, zero API keys, zero invoice.

neo4j-gds

Enables LLMs to run complex graph algorithms on Neo4j databases, answering graph-related questions by selecting and executing appropriate parameterised graph algorithms.

klayout-mcp

Read-only MCP server for KLayout that opens GDS/OAS layouts, inspects geometry and hierarchy, renders deterministic PNGs, and runs batch DRC with structured JSON output.

German Law MCP Server

Enables querying 6,870 German federal statutes, case law, and legislative preparatory works directly from AI assistants and MCP-compatible clients.

My Coding Buddy MCP Server

A personal AI coding assistant that connects to various development environments and helps automate tasks, provide codebase insights, and improve coding decisions by leveraging the Model Context Protocol.

ThetaCog MCP

This server enables decidable, hardware-attested semantic verification of AI outputs using on-chip ballistic walks, providing reproducible receipts that can be recomputed byte-for-byte.

Trading 212 MCP Server

An MCP server that wraps the Trading 212 Public API, enabling AI agents to interact with your Trading 212 brokerage account through natural language.

ULink MCP Server

Enables AI assistants to manage ULink deep linking projects, including creating smart links, configuring domains, and viewing analytics.

Google Search MCP Server

Enables users to perform Google Custom Search queries through the Model Context Protocol. Requires Google API credentials and Custom Search Engine configuration for web search functionality.

schema-engram-mcp

An MCP server that provides persistent memory for database schemas by storing table structures and metadata in a local SQLite file. It enables LLMs to save, retrieve, and manage database snapshots to maintain a structured understanding of database architectures.

anamnesis

Persistent session memory for Claude Code, providing episodic recall across sessions via structured markdown logs and BM25 search.

Arcjet - MCP Server

Arcjet Model Context Protocol (MCP) server. Help your AI agents implement bot detection, rate limiting, email validation, attack protection, data redaction.

claude-subagent-mcp

Provides structured access to Claude Code agent log files, allowing agents to query assistant lines and tool calls without reading raw JSONL data.

RealTest MCP Server

Provides structured access to RealTest backtesting documentation and example scripts to help LLM agents generate accurate RealScript code. It offers tools for semantic search, authoritative function references, and verified script retrieval to prevent hallucinations.

Specularis AI Visibility Audit

Runs AI visibility (GEO/AEO) audits on websites, checking AI crawler access, schema markup, llms.txt, and content signals, with optional full PDF report.

Q1 Crafter MCP

Automates academic research from multi-source search to APA 7 formatted .docx output.

Krill.to MCP Server

Enables AI agents to search and manage Twitter/X bookmarks via krill.to.

household-agent

Enables AI-powered household management including inventory tracking, restock predictions, meal planning from available ingredients, and baby supply monitoring through natural language commands.

Expense Tracker MCP Server

Enables AI assistants like Claude to manage personal expenses locally using SQLite. Supports adding, categorizing, summarizing expenses, setting budgets, and exporting data without cloud services.

Claude MCP Starter

A production-ready MCP server template with built-in tools for file search, web fetching, and data transformation, enabling easy customization for Claude Code and Claude Desktop.

UnrealMCP

A native MCP server for Unreal Engine 5.7 that lets AI assistants inspect and control an open Unreal Editor through a single 'unreal' tool, supporting Python/console command execution and async tasks.

l402-kit-mcp

MCP server for l402-kit — enables AI agents (Claude, Cursor, etc.) to autonomously pay Bitcoin Lightning-protected APIs. Tools: l402_fetch, l402_balance, l402_spending_report. Run with: npx l402-kit-mcp

MCP Server with Azure Communication Services Email

Azure 通信服务 - 电子邮件 MCP (Azure Tōngxìn Fúwù - Diànzǐ Yóujiàn MCP)

luma-mcp

MCP server for managing Luma events, including creating and updating events, setting ticket types and prices, issuing coupon codes, listing RSVPs, and sending emails to attendees, with a safety-first draft+confirm pattern.

MCP Reference Server

A comprehensive reference implementation demonstrating all features of the Model Context Protocol (MCP) specification, serving as documentation, learning resource, and testing tool for MCP implementations.

Memory-IA MCP Server

Enables AI agents with persistent memory using SQLite and local LLM models through Ollama integration. Provides chat with context retention and multi-client support across VS Code, Gemini-CLI, and terminal interfaces.

Model Context Protocol (MCP) + Spring Boot Integration

正在尝试使用 Spring Boot 来体验新的 MCP 服务器功能。