Discover Awesome MCP Servers

Extend your agent with 27,292 capabilities via MCP servers.

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Malaysia Open Data MCP

Malaysia Open Data MCP

MCP server providing access to Malaysia's government datasets, dashboards, weather forecasts, and transport data through a unified search system and hybrid data access architecture.

Airtable MCP Server by CData

Airtable MCP Server by CData

Airtable MCP Server by CData

ProAlpha MCP Server

ProAlpha MCP Server

A Model-Context-Protocol server that provides a read-only interface to ProAlpha MSSQL databases, automatically capturing database schemas and enabling data analysis through SQL queries.

Gemini CLI RAG MCP

Gemini CLI RAG MCP

Transforms static gemini-cli documentation into a queryable RAG service, enabling developers to ask questions about Gemini CLI in natural language and receive instant, accurate answers based on the official documentation directly within their workflow.

🧠 mcp_server-client_EAG-S-4 - Local Setup

🧠 mcp_server-client_EAG-S-4 - Local Setup

LangChain Agent MCP Server

LangChain Agent MCP Server

Exposes LangChain agent capabilities through the Model Context Protocol, enabling multi-step reasoning tasks with ReAct pattern execution via a production-ready FastAPI service deployed on Google Cloud Run.

Dialogflow MCP Server

Dialogflow MCP Server

An MCP server that enables natural language interactions with Google's Dialogflow API, allowing users to create and manage conversational agents, intents, and entities through the Dialogflow v3beta1 API.

Image Description MCP Server

Image Description MCP Server

Enables AI assistants to analyze images from URLs or local files using xAI's Grok API. Provides detailed image descriptions, technical metadata extraction, and optical character recognition (OCR) capabilities.

Malaysia Prayer Time MCP Server

Malaysia Prayer Time MCP Server

Mirror of

Mem0 MCP Server

Mem0 MCP Server

Enables persistent memory storage and retrieval for AI conversations using Mem0, with semantic search capabilities backed by local Postgres and Qdrant vector database.

NGSS MCP Server

NGSS MCP Server

Provides programmatic access to Next Generation Science Standards (NGSS) for middle school education with 8 powerful tools for standard lookup, search, filtering by 3D framework components, and intelligent curriculum unit planning.

amCharts 5 MCP Server

amCharts 5 MCP Server

MCP server that gives AI assistants on-demand access to 1,500+ amCharts 5 docs, ~300 code examples, and 1000+ class API references.

Learning Hour MCP

Learning Hour MCP

An MCP server that generates comprehensive Learning Hour content for Technical Coaches, enabling teams to practice technical excellence through structured deliberate practice sessions.

Root Signals MCP Server

Root Signals MCP Server

Root Signals MCP Server

Senior Consult MCP

Senior Consult MCP

Enables AI agents to consult expert models (Claude, GPT, Gemini, DeepSeek, Z.ai) for technical guidance, code reviews, and architectural advice without switching context.

PromptSmith

PromptSmith

An MCP server that provides 'Reasoning as a Service' by analyzing tasks to select and generate meta-prompts from 40 distinct reasoning frameworks. It enables AI agents to optimize their execution strategy based on task complexity and category, featuring tools for strategy recommendation and performance tracking.

camera-mcp

camera-mcp

An MCP server that enables interaction with local camera devices to capture and process images. It allows LLMs to access video devices with configurable settings such as resolution, orientation, and image format.

Remote MCP Server

Remote MCP Server

A deployable Model Context Protocol server on Cloudflare Workers that enables AI tools integration without authentication requirements.

MCP Data Analytics Server

MCP Data Analytics Server

A FastMCP-based server that provides data analysis tools for processing, analyzing, and visualizing data with an intuitive Streamlit web interface.

NotebookLM MCP Server

NotebookLM MCP Server

Enables AI agents to programmatically access Google NotebookLM through browser automation for managing notebooks, sources, and chat interactions. It supports automated content generation including audio overviews, study guides, and quizzes directly within AI workflows.

FastMCP_RecSys

FastMCP_RecSys

A CLIP-Based Fashion Recommender system that allows users to upload clothing images and receive tags and recommendations based on visual analysis.

Stream

Stream

Stream MCP server https://streampay.sa/

Gemini Image Generator MCP

Gemini Image Generator MCP

Enables Claude Desktop users to generate and edit high-quality images using Google's Gemini AI. Supports text-to-image generation, image transformations with text prompts, and automatic local saving with multilingual support.

Web Search MCP Server

Web Search MCP Server

Enables free web searching using Google search results without the need for API keys or authentication. It returns structured data including titles, URLs, and descriptions with configurable result limits.

Fluora MCP

Fluora MCP

Enables AI agents to discover and pay for monetized services such as PDF processing and DeFi operations using USDC on the Base blockchain. It provides automatic payment processing and secure local wallet management for seamless integration with MCP-compatible clients.

Remote MCP Server Authless

Remote MCP Server Authless

A template for deploying remote MCP servers to Cloudflare Workers without authentication, enabling developers to expose custom tools via Server-Sent Events. It facilitates easy integration with the Cloudflare AI Playground and local clients like Claude Desktop through the mcp-remote proxy.

mcp-structured-memory

mcp-structured-memory

Make it easy for agents to build their context about your projects over time The server provides a set of tools to help agents accumulate knowledge about a project over time in a structured way.

MCP-Server-Playwright

MCP-Server-Playwright

Enables LLMs to interact with web pages, take screenshots, and execute JavaScript in a real browser environment

Spec Kit MCP Server

Spec Kit MCP Server

Enables AI assistants to interact with Spec Kit templates and workflows for managing project specifications, planning, and implementation through guided prompts covering constitution, specification, planning, tasks, and implementation phases.

@zephyr-mcp/gitlab

@zephyr-mcp/gitlab