Discover Awesome MCP Servers

MemoryMesh

A universal, local-first MCP hub that indexes personal files (documents, code, etc.) and provides private semantic search via hybrid dense+BM25 retrieval, enabling agents like Claude Desktop to query your data without sending it to the cloud.

ollama-vision-mcp

Enables text-only AI models to analyze images via local Ollama multimodal models. Supports image analysis, OCR, and multi-image comparison entirely offline.

Model Council

An MCP server that seats multiple LLMs as a council, letting your assistant query them in parallel or in sequence, relay answers for cross-critique, and merge conclusions within one conversation.

Dameng Database MCP Server

Enables interaction with Dameng databases through natural language or direct SQL operations. Provides a web interface for listing tables, executing queries, and viewing table structures with MCP protocol support for AI model integration.

mcp-tides

Provides NOAA tide predictions and observed water levels, allowing AI agents to query tide stations and current water level data.

Spectre

Enables AI agents to fully automate X/Twitter interactions including searching, posting, engaging, and managing multiple accounts without paid API keys.

Solana Development MCP Server

Um servidor de Protocolo de Contexto de Modelo que permite que modelos de IA interajam com a blockchain Solana, fornecendo métodos RPC, gerenciamento de carteira, capacidades de negociação DeFi e integração com a API Helius para um desenvolvimento Solana aprimorado.

yahoo-furigana-mcp

Adds furigana (reading) to Japanese text using Yahoo! JAPAN's Furigana API, supporting multiple output formats like HTML ruby, brackets, and roman.

cdes-mcp-server

Exposes Cannabis Data Exchange Standard (CDES) v1 JSON schemas, reference data libraries, and validation tools to AI agents and MCP-compatible clients.

ContextCore

A local-first MCP server that indexes all your local files (text, code, images, audio, video) and provides hybrid search (BM25+embeddings) to retrieve only relevant chunks for AI tools, reducing token usage by over 57%.

Ordnance Survey MCP Server

A Python-based MCP server that provides access to Ordnance Survey APIs, allowing querying of geographic data through a standardized protocol with features like collection management, feature search, and spatial filtering.

Devil MCP Server

An MCP server that provides programmatic access to devil hosting platform management tools, enabling AI assistants to manage websites, databases, DNS, SSL, email, and more via a secure REST API.

task-graph-mcp

Provides structured workflows (phases, gates, coordination) for AI agents, enabling complex task execution with quality enforcement and multi-agent coordination via Model Context Protocol.

KnowledgeGraph MCP Server

Provides LLMs with persistent memory across conversations using a knowledge graph that stores entities, relationships, and observations with support for PostgreSQL or SQLite backends.

symfony-php-mcp

A production-ready Model Context Protocol (MCP) server that bridges your Symfony/PHP project with LLMs such as Claude. It exposes tools that let the AI read your project's routes, services, Twig templates, and PHP source code.

Vercel MCP Server Template

A template for deploying MCP servers on Vercel with serverless functions. Includes example tools for rolling dice and getting weather data to demonstrate basic functionality and API integration patterns.

AllTrails MCP Server

A Model Context Protocol (MCP) server that provides access to publicly available AllTrails data, allowing you to search for hiking trails and get detailed trail information directly through Claude Desktop.

mcp-fas

Enables access to USDA Foreign Agricultural Service trade and global production data through MCP, supporting natural language queries and tool-based data retrieval.

MCProbe

A stdio MCP server that audits other MCP servers over the live protocol. It connects to any MCP target (stdio or HTTP), lints every tool's schema for agent-usability, then actually calls the tools with deliberately broken inputs to see how the server handles them, and returns a 0–100 conformance score with a per-dimension breakdown rendered as Markdown.

Malt MCP Server

Enables Claude (or any MCP client) to read and update your Malt.fr freelance profile, stats, and missions, using browser automation and internal REST API.

claude-mcp-server

Um servidor de Protocolo de Contexto de Modelo que permite que a IA Claude interaja com a API de processamento de pagamentos da Paybyrd, possibilitando a criação de links de pagamento, o processamento de reembolsos e a recuperação de informações de pedidos.

qwen-vision-mcp

Enables text-only models like Claude Code to recognize images by calling Qwen vision models from DashScope, returning text descriptions for continued reasoning.

@hanoak/unsplash-mcp-server

Production-ready Model Context Protocol (MCP) server for the Unsplash API — search photos, fetch details, and stay compliant with Unsplash attribution & download-tracking guidelines. Unofficial; not affiliated with or endorsed by Unsplash.

Laugh Tale

MCP server that checks for the presence of other Grand Line stack tools and reveals a fun surprise when all are installed.

GitHub Actions MCP

Connects AI assistants to GitHub Actions workflows to monitor CI/CD pipelines, view run logs, diagnose failures, and optionally trigger or manage workflows with granular permission controls.

soap-api-gateway

Converts SOAP WSDL services into a REST interface and provides MCP tools to describe, invoke, and manage SOAP operations with caching and WS-Security support.

WeatherMCP

An MCP server providing US National Weather Service data with tools to fetch weather alerts by state and forecasts by coordinates.

Optimized Memory Server

Uma implementação de memória persistente usando um grafo de conhecimento local que permite que Claude se lembre de informações sobre os usuários em várias conversas.

LogicMCP Server

Enables traceable requirement discovery, technical alignment, and ISO-aligned process checking through deterministic MCP tools and resources, without requiring an embedded LLM.

korea-invoice-mcp

Enables AI agents to issue, query, and transmit Korean electronic tax invoices (전자세금계산서) via POPBiLL/Linkhub, including VAT computation and NTS reporting.