🧩 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.

Give your coding agent a browser agent that can autonomously open a browser, login with google (OAuth), click through your app, collect console and network logs and errors, and collect screenshots throughout to determine if your web application works, and if it does not, why not.

The Signoz MCP Server lets you connect developer tools like Cursor or Claude Desktop to your Signoz instance. It's an open-source project maintained by DrDroid (not affiliated with Signoz), and allows you to query logs, dashboards, metrics, and more — making observability data directly accessible within your IDE or AI assistant.

The AWS Serverless Model Context Protocol (MCP) Server streamlines how developers build serverless applications. It provides contextual guidance specific to serverless development, helping developers make informed decisions about architecture, implementation, and deployment throughout the entire application development lifecycle. With AWS Serverless MCP, developers can build reliable, efficient, and production-ready serverless applications with confidence.

Find and fix security risks in you code. Integrate Endor Labs to scan and secure your code from vulnerabilities and secret leaks.

Automate your data-to-day workflows using Shiprocket MCP server that allows integration with Shiprocket ecosystem. With this, you can: - Automate Shipping journey end-to-end directly - Track orders using the AWB number, Shiprocket Order ID, or Source Order ID - Check best/fastest courier partners (based on the city or pincode) and their shipping rates

A cloud-native solution specifically designed for LLM (Large Language Model) agents, providing an anti-association fingerprint browser environment and automated interaction APIs. There is no need to deploy a local environment, eliminating performance bottlenecks and operation and maintenance burdens, allowing developers to focus on the development of core logic.

Add feature flags, manage company data, control feature access.

Connect your AI workflows to the ThingsBoard IoT Platform through this MCP server. Enables LLMs to query device telemetry, manage IoT entities (devices, assets, customers), and analyze sensor data - all through natural language. Perfect for building AI-powered IoT monitoring, predictive maintenance, and automated device management workflows. Supports both ThingsBoard Community Edition and Professional Edition.

A powerful Model Context Protocol (MCP) server that intelligently fetches and processes web content with nested URL crawling capabilities. Transform any documentation site or web resource into clean, structured markdown files perfect for AI consumption and analysis.

A Model Context Protocol server for integrating HackMD's note-taking platform with AI assistants.

AniList MCP server for accessing AniList API data

Hey everyone! I just launched Conductor Tasks, an open-source AI task manager. It integrates into your workflow (via MCP for IDEs or CLI)  to help analyze PRDs, create detailed implementation steps, and provide AI coding assistance. It supports multiple LLMs (Anthropic, OpenAI, Groq, Mistral, Gemini, xAI) and offers terminal visualizations like Kanban boards and tree diagrams.

AI Setup Wizard for dev tools and libraries. SourceWizard provides you with two commands: - search_packages: match a package based on your intent and repository setup, for example, auth, mail setup, and agents framework. - install_package: integrate a package into your repository, following all the steps necessary for the setup.

A Model Context Protocol (MCP) server for interacting with Bitcoin via the Maestro API platform. Provides tools for exploring blocks, transactions, addresses, and more on the Bitcoin blockchain.

The Pollinations MCP server is a multimodal server that enables AI assistants to generate images, audio, and text without requiring authentication. It provides powerful tools for generating image URLs from text prompts, creating images, generating audio responses, converting text to speech, and listing available models.

Unlock the full potential of your LLMs with ChuckNorris - the specialized MCP gateway for advanced jailbreaking and enhancement prompts. Break through AI limitations with our dynamic schema adaptation that automatically tailors prompts to different LLM models. ChuckNorris delivers powerful jailbreak techniques and enhancement prompts from the L1B3RT4S repository, enabling unrestricted AI responses for security research and evaluation.

PixVerse MCP is a tool that allows you to access PixVerse's latest video generation models via applications that support the Model Context Protocol (MCP), such as Claude or Cursor. This integration enables you to generate high-quality videos anytime, anywhere — including text-to-video, image-to-video, and more.

An MCP server implementation providing a standardized interface for LLMs to interact with the Atla API.

Connect with Pinecone vector database to develop knowledgeable AI applications.

Provide AI agents with contextual knowledge using Pinecone Assistant.

This server empowers language models 🤖 and other MCP clients to manage IPFS spaces.

Create and analyze issues against agile and scrum principles right in your MCP Client. Access any GET endpoint in Jira for flexible and adaptable use the AI Agent

Token-efficient search over up-to-date documentation for thousands of APIs, services and libraries.

Zenable cleans up sloppy AI code, prevents vulnerabilities, and automates governance with agentic, deterministic guardrails so developers can ship faster, safer, and with confidence.

This MCP Server offers a way to manage your OPNsense firewall using natural language through AI clients like Claude Desktop.

Use BrainGrid directly from your AI coding assistant BrainGrid’s MCP server allows you to access and create requirements, build tasks, and track progress directly from your AI coding assistant. A BrainGrid account is required.

This extension provides Stata integration for Visual Studio Code and Cursor IDE using the Model Context Protocol (MCP). The extension allows you to: Run Stata commands directly from VS Code or Cursor Execute selections or entire .do files View Stata output in the editor in real-time Get AI assistant integration through the MCP protocol Experience enhanced AI coding with Cursor or Cline

This package allows AI assistants to scrape web content through the MCP protocol, enabling them to access up-to-date information from the web. Features 🌐 Web Scraping: Extract content from any website 📸 Screenshots: Capture visual representations of web pages 📄 Multiple Formats: Get content in markdown, HTML, or JSON 🔄 Progress Updates: Real-time progress reporting during scraping operations 🔌 MCP Integration: Seamless integration with MCP-compatible AI assistants

A Model Context Protocol server for Unity

An MCP server implementation exposing the WeatherXM PRO APIs as MCP tools, allowing clients to access weather station data, observations, and forecasts through the MCP protocol.

Saifs AI brings you an advanced MCP server where users can access multiple tools like image editing, music creation, media management, and more—all from a single, easy-to-use interface. Enhance your productivity and creativity with powerful features designed to make your workflow smooth and efficient. Explore endless possibilities with Saifs AI.

Give your AI coding assistants a boost with the CodeAlive MCP Server. It connects tools like GitHub Copilot, Claude, and Cursor to the CodeAlive platform, enriching their context with deep codebase knowledge. Benefit from precise code retrieval, enhanced comprehension of your projects, and streamlined workflows through semantic search. Ideal for developers seeking intelligent code interaction within their favorite AI tools.

MCP servers for Text-to-SQL in Postgres, MySQL, ClickHouse and other databases. Simply connect your database and start asking questiong in natural language.

Crawlbase MCP Server (Model Context Protocol) connects AI agents and large language models (LLMs) with real-time web data. Built on Crawlbase’s proven web scraping and crawling infrastructure, it handles JavaScript rendering, anti-bot protection, and data extraction at scale — powering Claude, Cursor, and Windsurf integrations. It delivers a reliable, production-ready pipeline of live, structured data for AI workflows and intelligent applications.

The Powertools for AWS Model Context Protocol (MCP) is an MCP implementation that provides search functionality for the Powertools for AWS Lambda documentation across multiple runtimes. It allows your LLM agents to search for documentation and examples related to the toolkit, helping you to quickly find the information you need to use Powertools for AWS Lambda effectively.

AI writes code. Riza runs it. Make your AI applications more powerful and reliable by giving LLMs the ability to run code. Fast, secure & API-first. Code starts running in <10ms. No sandbox start-up or deploy needed.

Access your Carbon Voice voice message transcripts in conversations and voice memos—retrieving messages, conversations, voice memos, and more as well as send messages to Carbon Voice users. Built for teams that communicate asynchronously, Carbon Voice captures spoken ideas quickly and naturally. Let your AI Assistant turn those conversations into clear, actionable insights without requiring any manual transcription, copying, or exporting.

html.to.design is a Figma plugin that comes with a MCP server endpoint. You can send HTML designs to Figma and they get translated into Figma layers instantly. This MCP is fast because it uses HTML as the communication medium to Figma and secure because it doesn't read data from the Figma canvas. Your designs on Figma are always private.

The server provides numerous tools for interacting with the Fastly API, including: - Service management (list, create, update, delete) - Version management (list, clone, activate) - Domain management (list, create, delete) - Origin and backend configuration - Cache settings - Purge operations - WAF (Web Application Firewall) settings - Rate limiting - Edge dictionaries - VCL management - Statistics and metrics

Webvizio - The ultimate feedback and bug tracking platform for websites and web applications. Webvizio MCP Server - Automatically converts feedback and bug reports from websites and web apps into actionable, context-enriched developer tasks. Delivered straight to your AI coding tools, the Webvizio MCP Server ensures your AI agent has all the data it needs to solve tasks with speed and accuracy.

A powerful MCP that lets you chat with the Yuno API to create payments, prevent fraud, and handle payment routing. You can also easily read Yuno’s documentation and get help integrating their SDKs and APIs. all directly in Cursor

The Postmark MCP server exposes these Postmark capabilities as tools: sendEmail: Send individual transactional emails with full control sendEmailWithTemplate: Use your existing Postmark templates listTemplates: Browse available email templates getDeliveryStats: Analyze your sending performance

SEO DATA from Google, Bing, and other Search Engines

Official MCP Server for MinIO AIStor.

A Model Context Protocol (MCP) server that wraps the dbt CLI tool, enabling AI coding agents to interact with dbt projects through standardized MCP tools.

The world’s first: Empower AI to modify pages in your existing web product and generate new designs or frontend code

Give AI tools access to your company's product knowledge through the Biel.ai platform. When AI tools can read your product documentation, they become significantly more helpful—generating more accurate code completions, answering technical questions with context, and guiding developers with real-time product knowledge. Note: Requires a Biel.ai account and project setup. Start your free 15-day trial.

Telos uses AI agents to manage documentation for you. Its the best documentation you've ever had, that you'll never read. That's because our AI agents will also read it for you and work with your dev agent to provide relevant context during development and support work.

A Model Context Protocol (MCP) server for the its-just-ui React component library. This server provides AI-powered tools to generate, customize, and document its-just-ui components.

Postiz is an open-source social media scheduling tool for more than 18 socials! Featuring and MCP to schedule all your posts from Cursor / Claude / Etc!

Provides context optimization tools to extract targeted information rather than processing large files and command outputs in their entirety.

The Auth0 MCP Server integrates with Cursor, allowing you to perform various Auth0 management operations using natural language. For instance, you could simply ask Cursor to `Create a new Auth0 app and update the domain and client ID in my config file` Get started with: `npx @auth0/auth0-mcp-server init --client cursor`

Search and navigate documentation, manage projects and deployments, and analyze deployment logs—all in one place.

Search campgrounds around the world on campertunity, check availability, and provide booking links

Connect and interact with MySQL databases seamlessly. Execute SQL queries, manage database connections, and retrieve data directly through AI assistants. Enhance your AI capabilities with structured access to your MySQL data.

The PayPal Model Context Protocol server allows you to integrate with PayPal APIs through function calling. This protocol supports various tools to interact with different PayPal services.

tip.md makes it easy for developers to receive cryptocurrency tips through a simple button embedded in their GitHub READMEs, or any markdown-supported platform.

Allows AI assistants such as Cursor/Cline/GitHub Copilot to use Google's lighthouse tool to measure perf metrics. You can then run an agentic loop and get the assistants to optimize those metrics!

An MCP (Model Context Protocol) server for performing accessibility audits on webpages using axe-core. Use the results in an agentic loop with your favorite AI assistants (Cline/Cursor/GH Copilot) and let them fix a11y issues for you!

PhonePi MCP transforms your phone into a powerful extension for AI assistants via MCP, giving you seamless control over 23+ tools, ranging from SMS management to notifications, right from your favorite AI apps. Now, you can effortlessly receive instant phone notifications when Cursor finishes long-running tasks, conveniently create todos on your phone directly within Cursor, set timers and reminders, and unlock even more powerful integrations between your AI assistant and smartphone experience.

Protolint is a pluggable linter and fixer for Protocol Buffer files that enforces style and conventions. It provides a rich set of rules for validating proto files, including naming conventions, indentation, imports sorting, and more.

Connect to your Statsig projects: add and manage feature flags, log events, and explore experiments.

Interact with WebScraping.AI API for web data extraction and scraping

AgentRPC allows you to connect to any function, in any language, across network boundaries. AgentRPC wraps your functions in a universal RPC interface, connecting them to a hosted RPC server accessible through open standards such as MCP.

Make calls from LLM directly. Setup an AI Voice Agent on quickvoice.app. Then directly instruct LLM to make calls for you. It will ask you for phone number to call, context and instructions. You can customize voice, manner, languages. No coding required – set up in minutes.

This is the Kiwi.com flight search MCP server. Search and book flights directly from your favorite AI assistant!

This MCP server allows interaction with the Dynatrace observability and monitoring platform. It allows you to bring real-time observability data directly into your development workflow.

The Igniter.js MCP Server exposes a comprehensive set of tools that give AI agents deep insight into your Igniter.js project.

The official Model Context Protocol (MCP) server for ilert.

Open source MCP server specializing in easy, fast, and secure tools for Databases. Supports AlloyDB, BigQuery, Bigtable, Cloud SQL, Dgraph, MySQL, Neo4j, Postgres, Spanner, and more.

AI-powered League of Legends mock match simulator and summoner comparison tool This Model Context Protocol (MCP) server provides comprehensive League of Legends summoner analysis and mock match simulations based on historical performance data from the last 10 games.

Help users set up and configure their AI assistant environments by managing a structured Memory Bank for context preservation. Provide detailed information about Memory Bank file structures, generate templates for Memory Bank files, and analyze project summaries to suggest relevant Memory Bank content. Facilitate organized documentation to enhance AI context management and project understanding. Powered by https://enlightby.ai and https://hyperskill.org.

Get the most up to date information, docs and coding assistance when writing Solana code and onchain smart contracts

CryptoWeather MCP Server provides real-time Bitcoin price prediction signals from the CryptoWeather AI system. Get hourly updated trading signals, performance metrics, and AI-driven market insights directly in your Claude conversations.

A Model Context Protocol server that automatically generates detailed Pull Request descriptions from your code changes. Say goodbye to writing PR descriptions manually!

When tools like Cursor can’t debug your code or understand your architecture, Cleanup Crew steps in. Trigger a help request directly from your IDE via MCP — we auto-collect context (files, chat history, errors, etc.) and route it to an expert developer via Discord - One-command help via any MCP-enabled IDE - Full context preserved – no need to re-explain your code - Free first session (no card required) - Hands-on or advisory support depending on your plan

The Excel to JSON MCP (Model Context Protocol) provides a standardized interface for converting Excel and CSV data into JSON format using the Model Context Protocol.

Ask questions about your organization's previous and current cloud cost spend, cost tagging, provider integrations, and more.

MCP JIRA Service is an enterprise-grade microservice architecture project built with Spring Boot 3.x and Java 21, focusing on JIRA integration and intelligent code generation solutions. The project adopts reactive programming patterns (WebFlux) and implements the Model Context Protocol (MCP) to provide automated project management and code development tools for enterprises.

SCAST is a tool designed to assist users in analyzing and summarizing code through visualization. By simply providing the folder path where the code is located, SCAST can perform static analysis on the code, helping users understand the code structure, explain its functionality. generate various visual charts such as UML diagrams, AST tree diagrams and Mermaid flowcharts.

Model Context Protocol (MCP) server for https://www.opslevel.com

Official ElevenLabs Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech and audio processing APIs. This server allows MCP clients like Claude Desktop, Cursor, Windsurf, OpenAI Agents and others to generate speech, clone voices, transcribe audio, and more.

Enables AI agents to discover schema, execute GraphQL queries/mutations, aggregate data, and check health for a Hasura API.

This server acts as a MCP bridge to interact with the Cribl REST API. It allows AI models or other MCP clients to query and manage Cribl configurations.

Binance Cryptocurrency MCP - AI-Powered Crypto Market Data Assistant. Access real-time Binance crypto data through your AI assistant! Get prices, charts, order books and trading history with simple questions. Compatible with Claude and Cursor, installs in three command lines. Turn your AI into a 24/7 crypto market terminal!

Dockerized MCP Server connected to Obsidian Vault with Local REST API. (rewritten completely with BUN to make it faster and more lightweight)

Sell stuff. See what sticks.

Allow You AI Model To Chart Like Never Before

This application provides a simplified interface to the Smartlead API, allowing AI assistants and automation tools to interact with Smartlead's email marketing features. With advanced tooling and additional connectivity to workflow automation platforms like n8n.

Cipher42 is an AI powered data analytics platform that let's you analyze and visualize your data with AI

Windsor MCP (Model Context Protocol) enables LLMs to query, explore, and analyze your full-stack business data integrated into Windsor.ai. Unlock answers hiding in your martech stack in minutes with zero SQL writing or custom scripting. Documentation: https://windsor.ai/introducing-windsor-mcp/

Microsoft Teams and Graph API access for AI assistants including messaging, search, and user management.

MCP server integrating TomTom's location services into Cursor AI. Provides mapping, routing, geocoding, real-time traffic data, and static maps. Enables building location-aware applications, navigation systems, and geospatial tools directly within Cursor. Features multi-stop route planning, turn-by-turn directions, traffic monitoring, and precise address conversion. Requires Node.js 22+ and TomTom API key.

🚀 Official AllThingsDev MCP Server - Discover & integrate 600+ APIs directly in Cursor! Search APIs by keywords, compare pricing plans, get endpoint docs & integration guides. Covers location, finance, AI/ML, data analytics, security & more. Natural language queries like "find payment APIs under $25" or "show currency conversion endpoints". Includes FAQ support & real-time API data.

🌟 AllThingsDev MCP Server - Official connector to the ultimate API marketplace! Discover, search & integrate 600+ APIs directly in your projects. Features smart discovery, pricing comparison, comprehensive docs & real-time data. Categories include AI/ML, finance, location, security, e-commerce & more. Ask: "Find payment APIs under $10/month" or "Show Weather API endpoints". Perfect for developers, project managers & API publishers. Transform your development workflow! ⚡

A Model Context Protocol (MCP) server implementation that provides GraphQL API interaction capabilities. This server enables AI assistants to interact with GraphQL APIs through a set of standardized tools.

Hoverfly MCP Server turns Hoverfly into an AI-controllable HTTP mocking engine via the Model Context Protocol (MCP). It enables developers using AI assistants like Cursor, Claude, and Copilot to create, validate, and manage mock APIs on demand. Useful for simulating flaky or third-party services, it supports matcher suggestions, templating help, log debugging, and live inspection — all triggered through natural language or structured tool use.

AI-Powered Mermaid Diagram Generator - From Natural Language to Professional Visuals. Seamlessly convert your ideas into stunning diagrams using AI. Simply describe your desired diagram in plain English to your LLM assistant, and instantly get professional SVG/PNG diagrams rendered through the Sargoth API.

MCP server for Groww to buy, sell stocks and monitor your portifolio

Dashboard para Administração Musical

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