Discover Awesome MCP Servers

Better Writer MCP

Generates natural, fluent Chinese content that reads like human writing using the Qwen3-Next-80B-A3B model. Supports web search for latest information and direct file saving with customizable writing rules.

Email Validator AI MCP

Email Validator AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

ArXiv MCP Server

Enables AI assistants to search and access arXiv papers through a Model Context Protocol interface, allowing for paper search, download, listing, and reading functionality.

ai-image-gen-mcp

Provides multi-model AI image generation via MCP tools, supporting Seedream, SDXL, and FLUX models with GPU acceleration.

Spotify MCP Server

Enables Claude to interact with Spotify by searching songs, creating playlists, getting recommendations, and managing your music through your Spotify account.

Moonshot MCP Server Gateway

A lightweight gateway server that provides a unified connection entry point for accessing multiple MCP servers, supporting various protocols including Network and Local Transports.

veridigit

Verified validation of structured identifiers — IBAN, payment cards, ISBN-13 and VIN — for AI agents. Runs the real checksum algorithms (mod-97, Luhn, mod-10, ISO 3779) instead of letting the model guess, and returns structured results with clear errors.

MCP IDE Bridge

A stateless MCP server that enables real-time, bidirectional messaging and collaboration between different IDEs and AI agents. It facilitates client-to-client communication, allowing tools like Cursor, VS Code, and Windsurf to coordinate workflows and share information seamlessly.

HKC Memory Server

An MCP server for managing persistent AI memory using hybrid search (keyword + semantic vector) with SQLite storage and offline-first local embeddings.

keyscope-mcp

AI-native oscilloscope control. A pure-Python MCP service that lets LLM agents control Keysight EDUX1052G oscilloscopes via a compact DSL.

job-search-mcp

MCP server that exposes job search data from multiple boards, enabling clients to query and manage job listings via natural language.

knowledgelib-mcp

Search 1,500+ pre-verified, cited knowledge units across 16 domains. 6 tools: query, batch query, get unit, list domains, suggest topics, report issues. Free, no API key required.

spaceship-mcp

MCP server for the Spaceship API that enables AI-driven management of domains, DNS records, contacts, and marketplace listings.

LGTM Dog MCP

An MCP server that generates images of random dogs from the Dog CEO API with 'LGTM' text overlaid. It allows users to create and save these images to a specified local path through natural language commands.

ws-mcp

MCP server that gives LLMs full visibility into your ws-cli workspace tree, enabling queries about workspaces, git status, tasks, and saved browser tabs.

research-assistant

Enables AI-powered research by breaking a topic into subtopics, gathering information via agents, and compiling a report. Integrates with LangGraph and RAG for orchestration and contextual retrieval.

Advanced MCP HTTP Server

An HTTP-based MCP server that provides filesystem tools and code analysis, enabling LLMs to read, write, list files, and analyze code securely.

YouTube Transcript MCP Server

Enables LLMs to extract YouTube video transcripts with timestamps, metadata, and file export.

riml-me

Aquí está mi sitio web de portafolio. Puedes aprender sobre Riml.

jupyter-editor-mcp

An MCP server for programmatically editing Jupyter notebooks, offering 29 tools for reading, modifying, and batch-processing notebooks without requiring a Jupyter server.

CJ-MCP

Provides project-specific context and development templates for Cangjie/ArkTS projects, including modular design documents, FFI summaries, and code generation tools to assist with IDE-based development workflows.

Oura MCP

Provides LLMs with access to Oura Ring health data including sleep metrics, activity tracking, heart rate, readiness scores, and other wellness insights through the Oura API v2.

ctx: The missing link between your codebase and your LLM. Context as Code (CaC) tool with MCP server inside.

ctx: El eslabón perdido entre tu código base y tu LLM. Herramienta de Contexto como Código (CaC) con servidor MCP integrado.

mcp-atlassian

MCP server for Atlassian products (Confluence, Jira, Bitbucket, and Xray for Jira) supporting Cloud and Server/Data Center deployments.

KCSC Standard MCP

Parses Excel/PDF construction calculations and retrieves Korean construction standards (KCSC/KDS/KCS) for AI-driven review, enabling automated structural calculation verification.

re-triton

MCP server that exposes the Triton library for symbolic execution, taint analysis, and constraint solving on binary code.

University Course Catalog MCP Server

MCP server for querying a university course catalog. Enables searching courses, checking prerequisites, and looking up instructors via natural language.