Discover Awesome MCP Servers

mcp-csv-analyst

An MCP server that enables AI assistants to load, query, and analyze local CSV files using tools for filtering, aggregation, and grouping. It provides capabilities to describe schemas, calculate statistics, and sample data directly from CSV files.

MCP Session Coordinator

Coordinates multiple AI coding sessions with file locking, intent broadcasting, and cross-session messaging to prevent edit conflicts and enable collaboration.

Deslopify

A universal MCP server that acts as a code quality gate for AI assistants, providing pre-generation guidance, post-generation review, and root cause analysis to improve code quality.

mem-persistence

Persistent memory MCP server that stores and retrieves memories in Markdown files, enabling shared context across multiple AI agents with hybrid search and deduplication.

Penfield AI Memory

Persistent memory and knowledge graphs for AI agents. Hybrid search, context checkpoints, and more.

Hammerspace Storage Management MCP Server

Enables natural language management of Hammerspace storage clusters with automated file ingestion, tagging, tier management, and vector embedding generation. Supports real-time file monitoring, multi-format document processing, and Kubernetes-based ingestion workflows with Milvus integration.

ChatCrystal

Local-first AI PKM memory server for coding conversations. Imports Claude Code, Cursor, Codex CLI, Trae, and GitHub Copilot chats into notes, semantic search, tag graphs, Markdown exports, and MCP memory tools.

Crow

AI-powered project management with persistent memory, encrypted P2P sharing, and 20+ integrations, enabling your AI assistant to manage projects, share memories, and collaborate securely across platforms.

Dummy MCP Server (Contabo + Hetzner)

A demonstration MCP server that simulates server management actions for Contabo and Hetzner using FastAPI. It provides a mock environment for testing request routing and provider-based service modules without requiring live API credentials.

apple-mail-mcp

Enables AI assistants to read, send, search, and manage emails in Apple Mail on macOS.

GreenNode MCP Server

Enables AI assistants to manage VNG Cloud infrastructure including compute, storage, networking, and Kubernetes resources through natural language commands.

Time-Zone

A comprehensive MCP server that provides global time zone management and time conversion functions, suitable for global business coordination, travel planning, and development and operation.

Hivemind MCP

Provides access to a community knowledge base of 16k+ debugging solutions and 223+ reusable skills, plus auto-scanned project-specific knowledge bases that learn and store solutions as you work.

phonelink-mcp-server

MCP server that interacts with the Phone Link Windows app via UI Automation to read messages, calls, notifications, and photos, and perform actions like sending SMS and making calls.

DiscordMCP

A Vencord plugin that provides MCP server capabilities for inspecting Discord's internal state, executing JavaScript code, accessing Flux stores, discovering webpack modules, and inspecting DOM elements within Discord's context.

nofomo-mcp-server

MCP server and SDK for AI agents to interact with NoFOMO News, enabling reading articles, chatting, rating, and commenting.

Beelzebub MCP Honeypot

Description: Introduce Beelzebub, an MCP‑based honeypot framework that enables creating decoy tools to detect prompt injection and malicious agent behavior. Motivation: Strengthen the security of LLM workflows by adding a non‑intrusive detection mechanism.

kaito-mcp-server

Provides crypto market intelligence tools, reference resources, and prompt templates for sentiment analysis, mindshare tracking, social intelligence, and more.

Google Forms MCP

MCP server for reading, editing, and publishing Google Forms with the official Google Forms API. Enables AI agents to programmatically create, modify, and manage forms and responses.

Microsoft Graph MCP Server

Enables AI assistants to manage Microsoft 365 email, calendar, and contacts through natural language, with zero Azure setup required.

MultiMail

Email for AI agents. Send and receive as markdown with human oversight.

nougat-mcp

Provides high-fidelity OCR for scientific PDFs using Meta's Nougat, with output format control and settings for agent workflows.

Garmin-Strava-mcp

MCP server that gives Claude access to real-time Garmin Connect and Strava data for analyzing training and suggesting sessions.

DepShield MCP

Acts as a security checkpoint for AI coding agents by intercepting package installations to verify existence, check against CVE databases, and block vulnerable or hallucinated dependencies before they reach your codebase. Provides seven security tools including pre-install gates, full project audits, safe version recommendations, and deep transitive dependency scanning for npm and PyPI packages.

trails-mcp

Enables searching outdoor trails by name or place, retrieving route details, elevation profiles, and optional weather forecasts via Windy.

Aztec MCP Server

Provides local access to Aztec documentation, examples, and source code via cloned repositories, with optional semantic search for enhanced querying.

Conduit

Headless browser with SHA-256 hash-chained audit trails and Ed25519-signed proof bundles. Every browser action is cryptographically recorded and self-verifiable. Built-in stealth via Patchright, multi-engine web search, site crawling, and page monitoring.

redshift-comment-mcp

A read-only MCP server for Amazon Redshift that leverages column comments for guided data discovery, with slash commands for profiling, exploration, and lineage.

PayRam MCP Server

Enables AI agents to deploy and operate a self-hosted, no-signup crypto payment gateway with multi-chain support, card-to-crypto checkout, and MCP tools for payment links and integration snippets.

MCP Google Trends Server

Provides access to Google Trends search interest data with backtesting support, allowing retrieval of historical 30-day trend windows ending at specified cutoff dates for forecasting applications without future information leakage.