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Screeny

Enables AI models to capture screenshots of specific application windows on macOS, providing visual context for development and debugging.

Kubernetes

Enables AI tools to interact with Kubernetes clusters using natural language, facilitating advanced automation and interaction.

Deepin

Connects to Machine Conversation Protocol servers and interacts with them using OpenAI language models.

Awesome MCP Servers

A curated list for discovering and exploring Model Context Protocol (MCP) server implementations and related tools.

SwitchBot

Enables control of SwitchBot devices via a Model Context Protocol (MCP) server, allowing integration with AI assistants.

Client Streamlit Interface

Provides a Streamlit interface for interacting with the MCP client.

Knowledge Graph Builder

Transforms text and web content into structured knowledge graphs using local AI models, with persistent storage and real-time visualization.

TMF620

Connect AI agents to a remote TMF620 Product Catalog Management API.

Smolagents

Demonstrates Model Context Protocol (MCP) servers and clients for AI-powered tools and multi-agent systems, facilitating code analysis, security scanning, and intelligent automation.

Commands

Defines and executes custom command-line operations for a server using templated configurations.

Tlon

Enables interaction with Tlon agents, facilitating direct messaging and contact management through natural language commands.

Vapi

Integrates Vapi's voice AI capabilities with the Cursor editor via a Model Context Protocol server.

GovInfo

Provides LLM-friendly access to the official GovInfo API v4 for searching and retrieving U.S. government documents.

Window Layout

Arranges and organizes windows on a Windows operating system.

Dual-Cycle Reasoner

Empowers autonomous agents with self-awareness and reliability through intelligent loop detection and experience acquisition.

DevRecord

Manages and organizes conversational content on an MCP server using templated recording features.

Flux

Enables natural language-driven interaction with the AO network for code generation, testing, and deployment.

Gralio

Access over 3 million SaaS reviews, pricing data, and more for over 30,000 software products.

Argentina Datos

Provides a server for accessing diverse information about Argentina via the Argentina Datos API.

Berrystreet Metabase

Enables AI assistants to interact with Metabase for accessing and querying data.

Dotneet

Provides a template for rapidly creating Model Context Protocol (MCP) servers using Bun and TypeScript.

Stock Analyzer

Analyzes stock market data, offering real-time quotes, historical trends, and technical indicators via an MCP server.

Notmuch Sendmail

Connects to a notmuch email database, enabling users to search, browse, compose, and send emails via sendmail.

urlDNA

Enables security-focused large language model agents to natively access and utilize the urlDNA threat intelligence platform for threat detection and URL analysis.

Smallest.ai Integration

Integrate Smallest.ai's knowledge base management system using the Model Context Protocol.

Tenzir

Enables AI assistants to interact with security data pipelines and map security data to the Open Cybersecurity Schema Framework (OCSF).

Supabase Model Context Protocol

Enables Large Language Models to interact with Supabase databases for CRUD operations.

Practices

Enables standardized Git branch management and Jira integration for development teams.

Shell

Enables LLMs to execute shell commands and receive their output.

RAG

Implements Retrieval-Augmented Generation (RAG) with a focus on comparison tasks, as demonstrated by the included example comparing PydanticAI and LangGraph.