Discover Awesome MCP Servers

swarm-mcp

An MCP server that exposes Swarm's fact reconciliation to AI agents, allowing them to query scope, evidence gaps, and review requirements without being able to issue a final verdict.

publishready

PublishReady helps AI agents turn drafts into cleaner, publish-ready writing using deterministic local metrics. It checks readability, structure, AI-sounding prose, revision targets, and factual preservation without external API calls.

dutic-mcp

MCP server for the DUTIC virtual classroom (Moodle) at UNSA. Allows viewing tasks (including hidden ones), courses, resources, and downloading files, from terminal or AI agents.

Accordo

A YAML-driven workflow guidance MCP server that enables AI coding agents to follow structured development workflows with real-time state tracking and progression control.

@cryptoapis-io/mcp-blockchain-fees

MCP server for Crypto APIs Blockchain Fees product, providing fee recommendations and gas estimates for UTXO, EVM, and XRP blockchains.

witness-mcp

Enables to interact with job application workflows through MCP, allowing users to find jobs, generate non-trivial applications with proof-maps, and build offline dashboards, all without auto-submitting.

canido

Regulatory intelligence API — look up permits, licenses, and fees for food service businesses in Austin, SF, and NYC.

Pokedex MCP Server

Enables querying and comparing the first 25 Pokémon from the Kanto region, providing base stats, evolution chains, and type filtering via natural language.

mcp-metaeditor

Connects MCP clients to MetaTrader 5 MetaEditor on Linux via Wine, enabling automated MQL5 development workflows including code editing, compilation of EAs/indicators, and strategy backtesting.

Storybook MCP Server

A Model Context Protocol server that integrates with Storybook to help AI tools query UI components and retrieve usage examples from static Storybook files.

Ansible MCP Server

This Model Context Protocol server enables AI assistants to interact directly with Ansible, allowing them to execute playbooks, manage inventory, check syntax, and perform other Ansible operations.

mrholmes

Enables users to execute OSINT tasks from 88 catalogued repositories through safe command surfaces, supporting authorized research and threat intelligence workflows.

mcp-db-server

Enables LLM clients to query SQL databases via natural language with read-only, AST-validated, and capped queries, ensuring safety guarantees.

Google Cloud MCP Server

A Model Context Protocol server that connects to Google Cloud services, allowing users to query logs, interact with Spanner databases, and analyze monitoring metrics through natural language.

Snowflake MCP Server

Provides secure, read-only access to Snowflake data warehouses, enabling AI assistants to explore schemas, write queries, and analyze data with SSO authentication and smart caching.

company-brain-mcp

Enables AI agents to query and manage company knowledge from a Supabase GraphRAG store, including accounts, meetings, people, org hierarchy, product docs, and call logs.

my-heb-proxy

Provides tools for LLMs to search H-E-B stores, coupons, products, and weekly ads using reversed-engineered APIs.

loop-reader-mcp

A read-only MCP server that enables AI assistants to search and read Microsoft Loop content through the Microsoft Graph API, with per-user permission trimming ensuring each user only sees pages they already have access to.

GhidraMCP

Enables LLMs to autonomously reverse engineer binaries using Ghidra's capabilities including decompilation, function analysis, automatic renaming, and BSim integration for function similarity matching.

Archetypal AI MCP Server

Provides persistent memory tools (recall, remember, checkpoint) for AI agents, enabling them to save and restore state across sessions.

Memory Forensics MCP Server

AI-powered memory dump analysis using Volatility 3 for digital forensics investigations. Enables process analysis, malware detection, network forensics, timeline generation, and anomaly detection with support for Claude, Llama, and other LLMs.

helius-forensics-mcp

Enables Solana wallet forensics via MCP, including tracing funds, identifying entities, scoring risk, and comparing wallets using Helius APIs.

xiaozhi-mcphub

Multi-user MCP server with user isolation, permissions, resource sharing, and an admin console for managing MCP tools across users.

Enhanced Memory MCP Server

A high-performance memory management system for AI agents with 200+ tools including 4-tier memory architecture, advanced RAG pipeline, and Git-like versioning.

fcp-mcp

The most capable MCP server for Final Cut Pro — 88 tools covering FCPXML editing, live FCP control, parametric puppets, and media analysis.

NHL MCP Server

Provides access to live NHL data including player statistics, team standings, game scores, schedules, and playoff information through 40+ NHL API endpoints.

MCP Goat

A deliberately vulnerable MCP application for learning MCP security through hands-on exercises covering OWASP MCP Top 10 categories.

mcp-server-sqlite

Enables AI assistants to execute arbitrary SQL queries on a local SQLite database via a single execute_sql tool.

mcp-hunter

Wraps the Hunter.io email finder and verification API, enabling email lookup and verification via MCP.

AnySite MCP Server

Enables comprehensive access to LinkedIn and Instagram data including user profiles, posts, comments, and account management features like messaging and connections. Also provides Google search and Reddit post search capabilities through the AnySite API.