Discover Awesome MCP Servers

MCP Data Analyst

Enables natural language querying of SQL databases using AI, supporting multiple database types and automatic schema discovery.

io.github.FreyaBit/shanghai-library-open-data-mcp

Exposes 97 official Shanghai Library open data APIs and the Sou-Yun poetry database (1.99 million poems) as 12 MCP tools, covering genealogy, ancient books, calligraphy, historical buildings, and more. Enables MCP clients to query these datasets using natural language.

ask-user-questions

Enables AI models to ask users questions through a local web interface, supporting batch questions, multi-select, and free text for human-in-the-loop interactions.

ThreadMine MCP Server

Enables analysis of JVM thread dumps to detect deadlocks, CPU spikes, pool exhaustion, and virtual thread pinning, returning a health score and interactive report link.

Alkemi MCP Server

Connects MCP clients to databases like Snowflake, BigQuery, and Databricks through Alkemi's data platform, enabling natural language database queries with proper schema understanding and metadata management for consistent team-wide access.

mcp-bing-webmaster

Provides secure, read-only access to Bing Webmaster Tools analytics and non-destructive URL submission for indexing, without destructive site management capabilities.

TickTick MCP Server

Enables AI assistants to manage TickTick tasks and projects through OAuth2 authentication, supporting task creation, updates, completion, project management, and smart daily scheduling based on priorities and due dates.

cnbs-mcp-server

Enables querying statistical data from China NBS, World Bank, IMF, OECD, BIS, census, and department statistics via MCP tools.

Seamless

Local-first shared memory and task coordination for AI coding agents. One Go binary, MCP server, markdown files you own. Hooks for Claude Code and Codex CLI (and their desktop apps).

@node2flow/google-docs-mcp

MCP server for Google Docs — create, read, edit, format, and manage documents through 26 tools via the Model Context Protocol.

mcp-jira-server

MCP server that provides AI assistants with access to Jira Cloud for issue management, search, and workflow operations.

mcp-redis-monitor

FastMCP server with read-only tools to monitor Redis — queue depths, Celery queue status, connected clients, server/memory info, and per-database key counts

Airflow MCP

Enables natural language interaction with Apache Airflow for querying DAGs, monitoring execution, and troubleshooting failures.

Nura MCP Policy Interceptor

A governance and policy enforcement gateway for MCP servers that provides hard guardrails, dynamic parameter bounds, human-in-the-loop approvals, and audit telemetry.

IndoAds Prompt MCP

A retrieval-first prompt engine for commercial advertising that curates, ranks, and composes visual ad prompts for image generation models like GPT Image, Midjourney, and Flux without generating images itself.

MCP Server Builder

Provides searchable access to official MCP protocol specification and FastMCP framework documentation, helping developers build correct MCP servers by querying live documentation with BM25 full-text search.

cartridge-mcp

An MCP server that enables users to treat behaviors as swappable cartridges, each with its own tools, onboarding flow, and personality skins. It allows building scenes by combining cartridges with different personas and sharing them via git repositories.

memgrep

Enables AI agents to search and retrieve past chat transcripts from Cursor, Claude Code, and Kiro, providing a global, local memory for context-aware assistance.

servicenow-mcp

A read-only MCP server that enables AI assistants to query ServiceNow instances—incidents, changes, users, CMDB—with malformed query linting and injection protection.

Asgard MCP Server

A modular MCP server that provides file search, URL fetching, text reading, knowledge base search, and image embedding tools, with a web interface powered by an Ollama agent.

Supabase MCP HTTP Stream Server

Docker-deployable server that enables interaction with Supabase databases via HTTP streaming, allowing n8n workflows, AI agents, and automation tools to execute SQL queries, manage database migrations, deploy edge functions, and search documentation.

Vastu Compliance MCP Server

An MCP server for checking architectural designs against Vastu principles, integrating with Autodesk tools to provide deterministic compliance scoring and explainable recommendations.

Hybris MCP Server

Enables AI assistants to interact with SAP Commerce Cloud (Hybris) instances to manage products, orders, and system configurations. It supports advanced operations like FlexibleSearch queries, Groovy script execution, and ImpEx data management.

CloakBrowser MCP

CloakBrowser MCP server for AI agents: Playwright-powered browsing, clean tool forwarding, Docker support, and multi-session HTTP transport.

Aedifion MCP Server

Enables AI assistants to interact with the aedifion cloud platform for building performance optimization and IoT data management. It provides over 95 tools for monitoring timeseries data, managing project components, and executing building analytics or controls.

clipboard-image

Enables Claude Code to paste images from the system clipboard for instant analysis and processing.

Apple Health MCP Server

An MCP server that allows users to query and analyze their Apple Health data using SQL and natural language, utilizing DuckDB for fast and efficient health data analysis.

Parzley MCP Server

Enables AI-powered form filling through natural language by exposing the Parzley AI Form Filling Agent API as an MCP server.

mikrotik-mcp

Turns a MikroTik router into 310 MCP tools for AI-driven configuration over SSH, covering firewall, routing, VPN, and more.

nano-banana-mcp

Enables image generation with Google Flow's Nano Banana model, producing images at exact pixel dimensions. It drives a signed-in Chrome window, captures the generation response, and saves cropped results locally.