Discover Awesome MCP Servers

research-mcp-lab

MCP server that acts as a research intelligence agent, converting natural language queries into SQL or full-text search against Hacker News and arXiv data, and returning answers with supporting evidence.

mcp-server-springaidemo

Uma demonstração do mcp-server do Spring AI.

DataMineAna

Provides a comprehensive MCP server for data preprocessing, analysis, mathematical modeling, and visualization, enabling agents to load, clean, analyze, model, and plot data with tracking and dynamic method extension capabilities.

io.github.Tom409114/rrdoctor

Get your research artifact ready for Artifact Evaluation before the deadline: scan the repo, scaffold the easy fixes, verify the run path, and generate the appendix.

Shotter

Enables AI assistants to automate iOS Simulator interactions including device management, UI element interaction (tap, swipe, type), screenshot capture, and execution of YAML-defined navigation workflows.

Omega

Persistent memory for AI coding agents

mrrscope

Enables querying MRRscope analytics (visitors, revenue, MRR, traffic sources, AI crawlers, realtime) via 6 read-only tools for AI agents.

Heroquarium ArtGen MCP Server

Enables Claude to generate pixel art procedurally and normalize external images into a canonical palette and tile size.

zep-mcp

MCP server that wraps the Zep Cloud API to give AI assistants long-term memory via a knowledge graph, enabling storing and searching facts, managing users and threads, and adding notes.

mcp-gui-server

A modern MCP server that provides interactive graphical user interface, terminal command execution, and AI-powered prompt enhancement for MCP-compatible clients.

conan-mcp-agent

MCP server for automating Detective Conan short video channel operations, enabling daily topic search, video frame extraction/analysis, and template-based script writing.

osm-mcp

An MCP server that provides live geospatial data such as geocoding, POI search, isochrones, and area density from open data sources to LLM clients like Claude, Cursor, or Claude Code.

Investment MCP Server

Provides read-only access to a SQL Server investment database, enabling searching symbols, retrieving prices and history, and generating research snapshots.

Bug Bounty MCP Server

Enables AI agents to generate and manage specialized bug bounty hunting workflows including reconnaissance, vulnerability testing, OSINT gathering, and file upload testing. Provides REST API endpoints for comprehensive security assessments with intelligence-driven vulnerability prioritization.

markovo-mcp

Enables converting supported files and explicitly authorized public HTTPS pages into clean, structured Markdown through the Markovo service, with file access restricted to a configured root directory.

Nümtema Prompt Optimizer MCP

A minimal, open-source MCP server that turns a rough prompt into a clearer, structured prompt.

hwp-mcp

MCP server for reading and writing HWP/HWPX (Korean Hangul word processor) files, enabling document reading, text extraction, table extraction, image extraction, template filling, text replacement, and creation of new documents.

CineOS

An MCP-powered AI Production Manager that converts ChatGPT into a filmmaking assistant for automating production planning, scheduling, budgeting, and weather-aware logistics.

mcp-semver

Provides semantic versioning tools to parse, compare, and check range satisfaction for version strings, enabling version management through natural language queries.

Shortlist Price Index MCP

Provides AI agents with verified, monthly software pricing data for categories like VPNs and cloud backup, enabling price comparisons and identifying cheapest providers.

mcplocal

Local Files MCP server that lets MCP-compatible clients read, search, and modify files inside a sandboxed directory. Provides file management and coding workflow tools with security controls like path boundary enforcement and disabled deletion by default.

claw-site

A Python MCP server that extracts URLs, page content (with browser rendering fallback), and text from images via OCR.

spring-nacos-mcp

A project-aware, read-only Nacos MCP server for Spring Cloud repositories.

Youtube-MCP

Production-grade Model Context Protocol server for YouTube intelligence. Extract, analyze, and automate insights from YouTube channels and videos using the official YouTube Data API v3. Built for AI agents, automation pipelines, and content intelligence workflows.

OpenPlan MCP Server

Helps AI agents decompose goals into costed execution plans, checkpoint progress with deviation tracking, and learn from past project data.

MCP-Mealprep

Este projeto pega vários servidores MCP de locais do GitHub, empacota-os junto com o contêiner GHCR deste repositório e os inicia com docker-compose para serem executados como uma pilha de recursos de ML/IA.

voyager-repo

MCP server that provides safe, read-only repository orientation and risk assessment via the scout_repo tool, including structural analysis, dependency vetting, and detection of high-risk findings.

mcp-archviz

Provides 3D architecture visualization from floorplan layouts, with tools for generating 3D models, rendering perspectives, and exporting models. Currently uses a stub provider with placeholder URLs.

Bible MCP

Enables local-first semantic search and retrieval of Korean Bible verses using FAISS embeddings and full-text indexes. Supports exploration of biblical entities including people, places, and events with Korean-to-English query handling.

sql-mcp

Formats SQL queries with support for 14 dialects, keyword casing, and tab width.