🧩 MCPs

Model-Context-Protocol (MCP) is an AI architecture pattern that separates intelligence into three key layers: Model: The core AI/ML algorithm that performs learning or inference. Context: The environment or situational data that influences how the model behaves. Protocol: The communication rules or interface that connects models, contexts, or external systems. This structure enables modular, scalable, and context-aware AI systems, ideal for multi-agent AI, robotics, IoT, and real-time decision-making.

Extract structured data from any website with a simple SDK call. No scraping code, no headless browsers - just prompt and get JSON.

A Model Context Protocol (MCP) server for Compresto, providing AI assistants with real-time data about Compresto's usage statistics.

Caiyun Weather is a weather data service that provides real-time weather information, forecasts, and historical weather data through an API. Key features of Caiyun Weather: - Real-time weather data retrieval for specific locations. - Hourly and daily weather forecasts. - Historical weather data for the past 24 hours. - Weather alerts for specific locations. Comprehensive weather metrics including temperature, humidity, wind speed, and air quality indices.

Scan and analyze potentially malicious URLs using the urlDNA

The Pearl MCP Server expands the ecosystem of MCP-compatible tools by introducing a distinctive type of tool: humans. Unlike traditional MCP implementations that connect to APIs or code snippets, this server enables AI agents (e.g., Claude, Cursor, GitHub Copilot) to interact with domain-specific human experts in real time. It offers a robust path for tasks that require nuanced judgment, contextual understanding, or legal, medical, and technical advice from certified professionals.

Connect to your SaaS tools like HubSpot, Salesforce, and more

Google Ads MCP by TrueClicks enables your AI (like Claude) to securely access and query your Google Ads account data. It supports both Windows and macOS, including Intel and ARM-based systems. It connects AIs to Google Ads using GAQL.app as a backend.

Interactive MCP is an AI-enhanced MCP notification system that delivers real-time chat completion alerts and gathers user feedback on the fly. Boost your workflow with instant, actionable notifications and seamless interactive feedback.

Infobip MCP Servers let you build AI agents to interact with the Infobip platform through the Model Context Protocol (MCP). Connect to Infobip and enable your agents to perform actions, such as sending messages over channels like SMS, WhatsApp, or Viber, or managing customer data in a controlled, production-grade environment. No more complex integrations or digging through endless documentation. Just plug in and let your AI do the talking.

An MCP tool that connects Google Ads with Claude AI, Cursor and others, allowing you to analyze your advertising data through natural language conversations. This integration gives you access to campaign information, performance metrics, keyword analytics, and ad management—all through simple chat with Claude, Cursor or Windsurf.

🎨 Convert Figma design nodes to high-fidelity HTML/CSS markup, Industry-leading position 📚 Provides Figma design context to AI coding tools like Cursor 🚀 Supports Figma file URLs with fileKey and nodeId parameters

Cloud Browsers for AI Agents. Scrape, navigate, and interact with the web using Hyperbrowser's Model Context Protocol (MCP) servers.

Interact with Snowflake databases

Magic AI Agent is an AI-driven tool designed to assist developers in creating modern UI components through natural language descriptions, streamlining the UI development process.

Execute code in secure cloud sandboxes

Access crash reporting and monitoring data

Analyze logs & interact with your browser for rapid debugging

Slack is a channel management and messaging solution that enables seamless interaction within workspaces, integrating with various tools for efficiency.

Fetch is a Model Context Protocol (MCP) server designed for web content fetching and conversion, allowing Large Language Models (LLMs) to retrieve and process content from web pages by converting HTML into markdown for easier consumption.

A Model Context Protocol (MCP) server that enables AI assistants like Claude to interact with your Google Cloud Platform environment. This allows for natural language querying and management of your GCP resources during conversations.

Manage pods, deployments, and services

Web and local search using Brave's Search API

This server provides cloud browser automation capabilities using Browserbase, Puppeteer, and Stagehand (Coming Soon). This server enables LLMs to interact with web pages, take screenshots, and execute JavaScript in a cloud browser environment.

Cloudflare MCP Server is a tool designed to deploy, configure, and interact with resources on the Cloudflare developer platform, including Workers, KV storage, R2 storage, and D1 databases, through the Model Context Protocol (MCP).

Proivde coding agents with design data direct from Figma for far more accurate design implementations in one-shot.

Interact with the Stripe API

Interface with the Tinybird serverless ClickHouse platform

Implement semantic memory using the Qdrant vector search engine

Puppeteer is a Model Context Protocol server that provides browser automation capabilities, allowing LLMs to interact with web pages, take screenshots, and execute JavaScript in a real browser environment.

Read and search through Markdown notes in Obsidian vaults

Query and analyze logs, traces, and event data using natural language

Manage containers, images, volumes, and networks

Interact with the Neon serverless Postgres platform

File access and search capabilities for Google Drive

A Model Context Protocol server that provides read-only access to PostgreSQL databases. This server enables LLMs to inspect database schemas and execute read-only queries.

Turn entire websites into LLM-ready data

DevContext is a state-of-the-art context management system for software development, implementing the Model Context Protocol (MCP) with advanced context retrieval techniques. Empower your development workflow with intelligent context awareness - DevContext understands your codebase, conversations, and development patterns to provide relevant context exactly when you need it.

LiGo MCP is the first Claude + ChatGPT integration built for LinkedIn creators. It gives your AI assistant access to your post history - so it can analyze what works, write in your voice, and publish or schedule content directly. Set it up once, use it daily. No prompt engineering needed. Use it to: - Build a LinkedIn-native content engine - Post in your voice, fast - Schedule straight from chat

With database health checks, industrial-strength index tuning, safe SQL execution, and more, Postgres Pro supports software development at every stage.

Hive Intelligence MCP Server enables AI assistants to access a wide range of cryptocurrency, DeFi, and Web3 analytics through a unified MCP interface. The server provides both dynamic and category-specific access to over 200+ specialized tools covering market data, on-chain analytics, portfolio tracking, security analysis, and more.

Boost security in your dev lifecycle via SAST, SCA, Secrets & IaC scanning

A JavaScript-based Model Context Protocol (MCP) server providing translation, language detection, and supported language listing via Devnagri AI APIs, with a focus on Indic languages. It is ideal for integration with AI tools like Claude, GPT, Windsurf and Cursor. The server is designed for fast integration via the MCP protocol and supports flexible deployment through NPX or local setup.

Add knowledge graph-based memory to any MCP client (including IDEs like Cursor) using Graphiti—a framework for dynamic, temporal knowledge graphs. Unlike traditional RAG, Graphiti incrementally integrates interactions and data, enabling efficient queries without full recomputation.

Tigris MCP Server implements the MCP specification to create a seamless connection between AI agents and Tigris key features like bucket and object management.

The most powerful open-source Cairo code generator.

Acalytica — a digital infrastructure platform for creators, small businesses, and digital entrepreneurs.

Allows LLMs to access Backdocket data via the secure API. User's of the LLM must also have an account with backdocket.com

The Heroku Platform MCP Server is a specialized Model Context Protocol (MCP) implementation designed to facilitate seamless interaction between large language models (LLMs) and the Heroku Platform. This server provides a robust set of tools and capabilities that enable LLMs to read, manage, and operate Heroku Platform resources.

The AgentOps MCP server provides access to observability and tracing data for debugging complex AI agent runs. This adds crucial context about where the AI agent succeeds or fails.

Allows AI assistants to have conversational access to blockchain transaction data with human-readable descriptions.

Develop payment products with SumUp. Interact with the SumUp API and search developer documentation.

MCP server built on FastMCP with 3 core services: ScrapeCreators API (Google Ads Transparency), SQLite media cache, & Gemini AI for video analysis. Exposes 7 tools for ad search, retrieval, AI media analysis & cache mgmt. Uses intelligent caching in ~/.cache/google-ads-mcp/ to avoid redundant calls. Handles images (Claude vision) & videos (Gemini) with full error handling.

MCP server using FastMCP with modular architecture: core mcp_server.py exposes tools interfacing with 3 services - scrapecreators_service.py (Facebook Ad Library API), media_cache_service.py (SQLite caching), & gemini_service.py (AI video analysis). Features intelligent batch processing, ~88% token savings, graceful rate limiting, secure env config, & persistent caching for robust Facebook ad research.

MCP server using FastMCP with modular architecture: mcp_server.py exposes tools interfacing with 3 services - scrapecreators_service.py (Facebook Ad Library API), media_cache_service.py (SQLite caching), & gemini_service.py (AI video analysis). Features intelligent batch processing for multi-brand searches & video analysis (~88% token savings), graceful API rate limiting, secure env config via python-dotenv, & persistent caching to avoid redundant calls.

🎙 DAISYS MCP Server — Custom Voices & Real-Time TTS Bring your characters, assistants, or creative projects to life with Daisy’s MCP Server — a powerful and flexible server for generating custom voices and speaking through text-to-speech (TTS). ✨ Features: 🎨 Custom Voice Creation – Generate and use unique, AI-powered voices tailored to your needs. 🗣 Real-Time Text-to-Speech – Instantly speak any text through your chosen voice.

SVGMaker MCP Server is a powerful, AI-driven tool for generating and editing SVG graphics via natural language. It supports seamless LLM integrations (Claude, Cursor, VS Code, and more), real-time updates, secure file handling, and TypeScript support—making it ideal for developers, designers, and automation workflows.

Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status

Supercharge Cursor with full system control. While Cursor handles basic files/commands, Desktop Commander gives Claude persistent shells, SSH access, Docker control, and true DevOps capabilities. Transform Claude from a coding assistant into your infrastructure partner. Perfect for deployment automation, server management, and complex multi-step DevOps tasks that Cursor's limited terminal simply can't handle. The combo developers love: Cursor for code, Desktop Commander for everything else.

This Model Context Protocol (MCP) server enables seamless integration between AI-powered development environments and your DigitalOcean managed databases. Works with Cursor AI, Claude Desktop, Windsurf, VS Code with AI extensions, and any other IDE that supports MCP. Instead of manually managing database credentials, simply use your DigitalOcean API token to automatically discover and connect to any of your database clusters.

Manage your RunPod cloud resources directly through an MCP-compatible client. Create, list, update, start, stop, and delete pods, serverless endpoints, templates, network volumes, and container registry authentications with ease. Streamline your RunPod operations using natural language commands via Claude or other MCP clients.

Automated web scraper designed to extract data from Google, Amazon, and other websites. Highly scalable with built-in proxy servers and a headless browser, delivering structured web content in JSON and Markdown formats.

BrowserStack MCP Server allows you to use our cutting-edge Test Platform directly from your favourite AI tools. Enable every developer and tester in your team, whether they are testing manually, starting their automation journey, or scaling test automation.

Used for Foundry Module development.

Add this MCP to your editor to enable creating, managing, and updating your InstantDB applications.

Allows users and LLMs to run network tests and tools like ping, traceroute, mtr, HTTP and DNS resolve from anywhere in the world 🌎

Conveniently manage and query all of your list of knowledge base (webhook endpoints). Add new document sources by registering their URLs, and optionally provide a description and API key. Manage the registered document sources list and view their details. When you're ready to ask/search, you can query the knowledge base with a text question , specifying which sources to search or leaving it blank to search all of them.

Read/write to over 2k blockchains, enabling data querying, contract analysis/deployment, and transaction execution, powered by Thirdweb. Thirdweb is an all-in-one dev stack for web3 apps and infra. The MCP gives you access to all Thirdweb features directly from Cursor.

Connect a bitcoin lightning wallet to your LLM using Nostr Wallet Connect (NWC.dev). This MCP server uses the official MCP TypeScript SDK This MCP server has knowledge of NWC, LNURL and L402 using Alby SDK and Alby Lightning Tools. Use the remote Alby Bitcoin Payment MCP server or client-side by following the instructions on: https://github.com/getAlby/mcp/

Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.

这是一个用于 Cursor 编辑器的 MCP 工具,可以帮助你快速查看和使用 Swagger API 文档。

Integrate real-time market data and manage user profiles seamlessly. Enhance your applications with powerful betting operations and comprehensive market tools.

Add audio search to Claude, Cursor and ChatGPT to search 1M+ hours of audio content like podcasts, interviews, and talks. The first step toward making the entire spoken web searchable.

Liveblocks provides ready-made features for AI & human collaboration—use this server to develop your Liveblocks app quicker. It can create, modify, and delete different aspects of Liveblocks such as rooms, threads, comments, notifications, and more. It also has read access to Storage and Yjs.

A powerful MySQL/MariaDB database navigation tool using MCP (Model Control Protocol) for easy database querying and management.

MCP server for AI agents to query Base Network blockchain data.

Build powerful and secure AI Agents on Starknet.

Connect Google Ads data to Claude.ai via remote MCP by Adzviser

The fileAI MCP Server offers a robust set of tools to work with the fileAI file processing pipeline. It allows for uploading files, performing Optical Character Recognition (OCR), classifying documents, and extracting structured data. The server leverages the Model Context Protocol (MCP) to provide seamless integration with AI models, enabling them to work with your documents programmatically.

IP Geolocation MCP server that query the geolocation information using IP2Location.io API. It aims to ease the user's effort to obtain the information directly from a single prompt. User can query for 1,000 times per day without an API key, or 50,000 times per month with a free API key.

Official CoinGecko API MCP Server for Crypto Price & Market Data. More details: https://docs.coingecko.com/reference/mcp-server

MCP-NixOS is a Model Context Protocol server that gives your AI assistant accurate, real-time information about: NixOS packages (130K+ packages that actually exist) Configuration options (22K+ ways to break your system) Home Manager settings (4K+ options for the power users) nix-darwin configurations (1K+ macOS settings Apple doesn't want you to touch) Package version history via NixHub.io (Find that ancient Ruby 2.6 with commit hashes)

Norman Finance is an accounting and tax filing autopilot designed for entrepreneurs in Germany. The Norman Finance MCP server enables new ways of interacting with Norman Finance's accounting, tax, and invoicing services. Simplifying financial workflows by integrating Norman Finance API capabilities directly into the LLM environment. It’s like having a personal accounting & tax manager — but built into Claude, Cursor, or any favorite LLMs

TestSprite MCP Server turns your IDE’s AI assistant into a fully autonomous testing agent. It understands product intent from your PRD, generates smart test plans and test cases, runs tests, diagnoses failures, and provides structured feedback — all in one seamless loop. It helps teams achieve 90%+ feature delivery accuracy with zero setup. Documentation: https://docs.testsprite.com/mcp/installation

Using the KeywordsPeopleUse MCP Server integration you can directly interact with the keyword research functionality available from KeywordsPeopleUse within your AI chat. This means you can now access and work with live Google People Also Ask Data, Google Autocomplete data, Reddit and Quora questions, and Sematic Keyword data directly in your LLM

Model Context Protocol (MCP) server that interacts with Adobe Commerce Dev. This protocol supports various tools to interact with different Adobe Commerce APIs.

Give your Cursor instant access to Coupler.io data - no exports, no delays, just seamless intelligence. Coupler.io is a no-code data analytics platform that integrates with hundreds of data sources.

MCP server for integration with Keitaro TDS API, providing tools to work with campaigns, streams, offers, and other Keitaro entities.

A MCP server for using Semgrep to scan code for security vulnerabilities.

Instant access to real-time public & private market intelligence

A Model Context Protocol (MCP) server for Apache Pulsar that provides tools to interact with Pulsar clusters through MCP-compatible clients.

Turn your favourite AI tool into a feature management assistant. DevCycle works with Cursor so you can create and monitor feature flags using natural language right in your workflow. Learn more at https://devcycle.com/features/mcp-ai

Seamlessly integrate real-time data fetched using Scrapeless services, such as Google SERP results into your LLM applications with Scrapeless MCP server. Backed by the Scrapeless powerful Scraping Browser: - Browser: precisely manage the entire browser session - Crawl: single page crawling or full-depth recursive crawling to simplify large-scale extraction workflows - Universal API: use advanced anti-bots to bypass website blocks and deal with JavaScript-intensive websites.

An implementation of Model Context Protocol (MCP) server for Argo CD, enabling AI assistants to interact with your Argo CD applications through natural language. This server allows for seamless integration with Visual Studio Code and other MCP clients through both stdio and Server-Sent Events (SSE) transport protocols. Read more at https://akuity.io/blog/argo-cd-mcp-server Get started at https://github.com/akuity/argocd-mcp

This tool introspects TypeScript packages and source code to extract exported symbols (functions, classes, types, constants) and their type information. It runs as a Model Context Protocol (MCP) server.

Give agents the ability to build and deploy fullstack applications with the official Netlify MCP Server.

Real-time PostgreSQL & Supabase database schema access for AI-IDEs via Model Context Protocol. Provides live database context to AI assistants through secure SSE connections, enabling smarter code generation with always up-to-date schema information. Features three powerful tools: get_schema, analyze_database, and check_schema_alignment.

The Terraform MCP Server provides seamless integration with the Terraform ecosystem, enabling advanced automation and interaction capabilities for Infrastructure as Code (IaC) development.

A Model Context Protocol server that provides seamless access to the LangSmith prompt library—the world's largest collection of community-vetted AI prompts. With over 1000+ battle-tested prompts, advanced search capabilities, and rich metadata including usage statistics and version history, this server transforms how you discover and integrate prompts into your AI workflows. (13) MCP Tools (3) MCP Resources (4) MCP Prompts

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