Discover Awesome MCP Servers

Gold Standard Apology MCP

Provides guidelines for writing proper apologies based on the situation, relationship, and severity. Returns structured prompts that help LLMs generate sincere and appropriate apology letters in Korean.

ai-memory-core

A 68-tool MCP server providing persistent memory, error tracking, decision logging, task orchestration, and multi-modal AI generation for coding agents like OpenCode and Claude Code.

gpkg-mcp

A knowledge graph MCP server for Moleculer and Go microservice projects that scans codebases, extracts service metadata, seeds Neo4j, and exposes tools for LLM clients to query and understand service architecture.

cg-agent-kit

Enables AI agents to design hardware by writing C-like HDL and compiling it to Verilog, with real toolchain verification including synthesis checks.

ITSM Integration Platform

ITSMツール連携のためのMCP

MCP FastAPI Chart Server

Generates matplotlib charts via a FastAPI service, supporting line, bar, scatter, and pie charts with customizable labels and data.

tamagotchi-mcp

Enables an LLM to care for a virtual pet with actions like feeding, playing, and sleeping, plus a read-only web UI for real-time state visualization.

@webuplink/mcp

Enables AI assistants to browse and interact with websites via WebUplink, providing browser automation tools like browse and close_session.

mcp-security-compliance

Integrates authoritative security compliance frameworks (ISO 27001, NIST 800-53, OWASP ASVS, NIST SSDF) into AI-assisted development, offering control lookups, cross-framework mappings, build-time guardrails, and automated audit evidence generation.

nankai-trough-mcp

MCP server that surfaces cited official Japanese government data on Nankai Trough earthquake hazards, building safety standards, and routes users to official hazard maps without inventing numbers.

Advertising-Analysis

A demonstration project of an MCP server for injecting advertisements into LLM responses, showcasing the risks of advertising injection middleware.

Ozon MCP Server

MCP server for Ozon marketplace that enables AI assistants to search products, get detailed information, prices, and delivery info from Ozon.ru.

weather-mcp-server

A minimal MCP server that provides weather data using Open-Meteo API, designed as a teaching tool for improving AI agent tool interfaces.

deepwork

A quality-and-safety MCP server for Windsurf Cascade that enforces an evidence-first coding cycle with verified completion states.

QuantData MCP Server

Provides AI agents with access to real-time and historical SPX 0DTE options market data from QuantData. It enables analysis of market indicators like gamma exposure walls, net drift, max pain, and trade side statistics through natural language.

cron-mcp

Enables scheduling prompts with cron expressions and receiving webhook POSTs to callback URLs.

nvim-ui-mcp

An MCP server that lets AI agents see, act on, and verify the rendered Neovim UI, like a Playwright for Neovim. It provides tools to launch/attach to Neovim, observe the screen, send input, and wait for conditions.

web-search-mcp

Provides web and image search using the Doubao (Volcengine) API with configurable parameters.

Yahoo! Shopping MCP

Read-only MCP server for searching Yahoo! Shopping products through the Yahoo! Shopping Item Search API v3. It supports keyword and JAN-code search with price, stock, condition, shipping, sorting, category, brand, seller, image-size, and pagination filters.

legal-mcp

Enables US case law search, citation parsing, practice management via Clio, and federal court filings through PACER.

dockerfile-audit

An MCP server that audits Dockerfiles for security and quality issues, providing structured reports with severity, line numbers, remediation, and fix snippets.

Discord Manager

Enables AI assistants to manage Discord servers by providing tools for catching up, triaging mentions, bookmarking, and sending messages through a self-hosted bot.

FLUX MCP Server

Exposes Replicate's FLUX image generation models to Claude, enabling text-to-image generation, image variations, inpainting, and edge-guided creation with 6 different FLUX models.

PocketBase MCP Server

Enables MCP-compatible applications to directly interact with PocketBase databases for collection management, record operations, schema generation, and data analysis.

TaskTrek MCP Server

A Model Context Protocol server for TaskTrek that enables AI assistants to manage tasks and projects programmatically via JSON file storage.

Apple Health Shortcuts MCP

Enables AI to read-only access Apple Health data (current status, sleep, trends) via a Cloudflare-deployed MCP server, using iPhone shortcuts to sync data.

openreview-mcp

MCP server for searching and retrieving submissions, reviews, meta-reviews, rebuttals, and decisions from OpenReview venues like NeurIPS and ICLR, enabling peer review analysis.

Vercel MCP Relay Server

Enables AI assistants to interact with the Vercel REST API to manage projects, deployments, domains, environment variables, and teams through natural language commands.

Gemini RAG MCP Server

Enables creation and querying of knowledge bases using Google's Gemini API File Search feature, allowing AI applications to upload documents and retrieve information through RAG (Retrieval-Augmented Generation).

dotdog

Enables AI agents to query and traverse spec genomes via MCP tools, providing structured access to entities, relationships, and graph data.