Discover Awesome MCP Servers

tiny-loki-mcp

Enables read-only querying of Grafana Loki logs through tools like label discovery, LogQL queries, and recent log retrieval, without requiring knowledge of the Loki API.

news-sentiment-mcp

Provides news sentiment scores, media volume trends, and historical coverage data for any topic, enabling AI to analyze positive or negative coverage over time.

stoquant-mcp

Model Context Protocol (MCP) server for StoQuant that gives Claude and any MCP-compatible agent direct, read-only access to StoQuant's quant signals, ML predictions, screening, ownership, and macro data.

Product Data Tools MCP Server

A basic MCP server setup guide demonstrating how to configure and run Python-based MCP servers with integration examples for Bright Data web scraping and Apify Actors for product data collection.

Voyager AI Trip Planner

MCP server offering travel planning tools such as destination search, weather lookup, attraction discovery, and budget estimation.

Vybe Virtual Try-On MCP Server

A FastMCP server that provides virtual try-on functionality through the Replicate API, allowing users to visualize how clothing items would look on models.

kiro-research-mcp

Implements Anthropic's multi-agent research methodology with tools for iterative web search, source quality scoring, citation tracking, and quality-tiered report generation.

Gmail + Calendar MCP Server

A multi-account MCP server providing 72 tools for Gmail and Google Calendar, with password protection, environment variable-based credentials, and support for multiple accounts.

Customer-Try

MCP server for intelligent car sales customer service, providing inventory search, stock checking, and price quoting tools.

Redmine MCP Server

Enables AI applications to interact with Redmine project management systems for issue tracking, time logging, and project management through natural language.

Canva MCP Server

Enables creation and management of Canva presentations through natural language, leveraging LLM for narrative planning and integrating with Canva's API for design operations.

Cisco FMC MCP Server

A read-only Model Context Protocol server that enables LLMs to query Cisco Firepower Management Center (FMC) for firewall configurations, network objects, and deployment status. It features automatic token management and built-in rate limiting to safely interact with FMC 7.4.x instances through natural language.

DirectAdmin MCP Server

An MCP server that enables AI agents to manage DirectAdmin hosting panels via the Model Context Protocol, covering tasks like SSL certificate management, firewall/CSF controls, user/domain administration, and system operations through a secure, role-based interface.

Mobile Agent Guardian

A five-level safety and verification layer for embodied mobile agents that provides auditable, secure phone control through vision classification, verify-after-act loops, and cryptographic anchoring.

Invoice MCP Server

Enables the generation of professional PDF invoices and their distribution via email using customizable templates. It allows users to create, manage, and send invoices with standard business fields like tax rates and line items through natural language.

Conselho Nacional de Justiça: Improbidade Administrativa e Inelegibilidade

Enables users to query official CNJ data on administrative improbity and ineligibility. Provides a read-only MCP tool with prepaid usage, compatible with multiple clients.

Playwright MCP

A Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots without requiring screenshots or vision models.

resume-tailor-mcp-server

Helps job seekers tailor their resume and generate cover letters against a specific job posting, powered by Claude.

Elasticsearch MCP Server

Exposes Elasticsearch semantic search capabilities as MCP tools, enabling ELSER, kNN, and hybrid search with automatic index setup.

DepScope

Package intelligence MCP server. Stops AI agents from installing hallucinated/malicious packages across 17 ecosystems. 22 tools, free, no auth.

FastMCP_RecSys

一个基于 CLIP 的时尚推荐系统，允许用户上传服装图片，并根据视觉分析接收标签和推荐。

browse-ai

Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode showing raw LLM hallucination vs evidence-backed answers.

Codex Bridge

A self-hosted MCP server that lets claude.ai delegate tasks to OpenAI Codex CLI, billed through the ChatGPT subscription, with tools for job submission, status polling, and result retrieval.

Ollama MCP Proxy

A comprehensive MCP proxy server that bridges MCP clients with Ollama local language models, providing advanced features like RAG integration, context management, caching, and production-ready security.

auseklis

Astrology MCP server that computes natal charts, transits, synastry, progressions, returns, eclipses, retrogrades, and moon phases from a real ephemeris, enabling AI agents to provide accurate astrological calculations without hallucination.

korea-public-data-mcp

Enables Claude to query Korean public financial, economic, and statistical data (OpenDART, ECOS, KOSIS, and data.go.kr) via real API calls, providing factual answers instead of guesses.

polymarket-mcp

Enables AI assistants to query Polymarket prediction markets and analyze market data through the MCP interface.

neil-mcp-server

mcp mysql

GameDevBench MCP

Enables LLM agents to capture screenshots and visualize runtime behavior within the Godot game engine for game development benchmarking. It utilizes AppleScript to provide display capture functionality for agents running on macOS.

SSH MCP Server

Provides LLM clients with safe, persistent SSH access to remote machines through the Model Context Protocol. Maintains shell sessions that preserve environment state between commands, enabling multi-step workflows and interactive diagnostics on remote systems.