Discover integrations, agent tools, frameworks, and learning resources for AI agents.

This repository demonstrates the use of the MCP with the Pydantic AI framework. It is designed for developers looking to integrate Pydantic AI into their projects.

This tool generates installation instructions for various MCP servers, including Cursor and Visual Studio Code. It is designed for developers and users looking to set up these environments efficiently.

MCP Secure Launcher allows you to run your existing MCP servers securely without the need to hardcode sensitive information like API keys. This tool is ideal for developers looking to enhance the security of their MCP client configurations without extensive modifications.

This tool serves as a Model Context Protocol (MCP) server designed to automate Microsoft Office 365 applications like PowerPoint and Word on macOS. It is ideal for developers looking to integrate AI agents with Office 365 for enhanced productivity.

This tool connects your Signoz instance with various MCP compatible clients, enhancing your monitoring capabilities. It is ideal for developers looking to integrate Signoz with their existing systems seamlessly.

MCP Skills CLI generates agent skills from MCP server tools, allowing users to connect via Streamable HTTP. It is designed for developers looking to create and manage agent skills efficiently with customizable output scripts.

MCPHawk is a specialized logging and monitoring solution designed for Model Context Protocol (MCP) traffic, offering in-depth visibility into client-server interactions. It is ideal for developers and network engineers looking to analyze and troubleshoot MCP communications effectively.

Memex MVP is a local-first memory server designed for indexing and searching chats from various AI agents. It is ideal for developers looking to enhance their AI applications with memory capabilities.

The Memobase Plugin for Dify enables seamless integration of memory management capabilities within the Dify framework. It is designed for developers looking to enhance their applications with memory features using Dify.

This library provides a client/server implementation of the Model Context Protocol (MCP) and Agent Client Protocol (ACP) for Elixir. It is designed for developers looking to build applications that utilize these protocols in a scalable manner.

This tool provides a standardized interface for AI agents and MCP clients to interact with Xiaohongshu, enabling functionalities like login, posting, searching, and user interactions. It is designed for developers looking to integrate Xiaohongshu capabilities into their applications using Java.

This tool utilizes a multi-agent architecture to streamline complex data analysis tasks by breaking them into manageable subtasks. It is ideal for data scientists and machine learning practitioners looking to enhance their workflows with specialized agents.

This tool features a team of AI agents designed to answer questions related to documents, providing an alternative to traditional retrieval-augmented generation (RAG) methods. It is ideal for developers and researchers looking to enhance their document processing capabilities with AI-driven insights.

This platform enables the development of multi-agent systems for answering Anti-Money Laundering (AML) and Counter Financing of Terrorism (CFT) compliance queries using AI models and vector databases. It is designed for developers and organizations looking to implement advanced compliance solutions in their systems.

Network Whisperer is a network agent that leverages the Converse API on Amazon Bedrock to facilitate seamless interactions. It is designed for developers looking to integrate advanced networking capabilities into their applications.

Nexus AI Memory is a robust pipeline for multi-agent AI systems, integrating RAG with pgvector and secure credential injection. It is designed for developers looking to enhance AI agent memory capabilities with structured wiki data.

Notifications MCP Server is designed to provide macOS notifications and sounds upon the completion of tasks in Claude Desktop. It is ideal for users looking to enhance their workflow with real-time alerts on macOS.

This repository provides resources for implementing observability in AI applications using various technologies. It is ideal for developers looking to enhance their applications with monitoring and logging capabilities using OpenTelemetry and related tools.

Octet Chat allows users to build their own private auto agents, providing a customizable solution for personal or organizational needs. This tool is ideal for developers looking to create chatbots and AI agents tailored to specific use cases.

Ollama LangChain Agents is a collection of intelligent AI agents designed for various tasks such as chatbots, voice assistants, and web scrapers. It is ideal for developers looking to implement offline AI solutions without the need for APIs.

Pinkmess is an opinionated personal knowledge management system (PKMS) terminal manager that incorporates AI features for enhanced productivity. It is designed for users seeking a streamlined note-taking experience with intelligent assistance.

Postg Mem is a memory storage solution that integrates with PostgreSQL, allowing for efficient memory management in applications. It is ideal for developers looking to enhance their applications with persistent memory capabilities.

Product Ingredient Agent is a tool designed to extract and analyze product ingredient information using AI. It is ideal for developers and researchers looking to leverage AI for ingredient analysis in various applications.

PRP Manager is an agent skill designed for creating and executing Product Requirements Prompts using Context Engineering principles. It is ideal for developers looking to enhance their AI coding capabilities with compatible agents like Claude Code and Cursor.

This is a full-stack RAG application designed for developing agentic environments. It is ideal for developers looking to create and manage AI-driven applications efficiently.

Rulesmith is a local-first CLI and MCP server designed to map repositories and generate evidence-backed AI agent instructions. It is ideal for developers looking to create structured and reliable instructions for AI agents.

Seu Claude is a local codebase retrieval-augmented generation (RAG) server designed for Claude Code, utilizing proactive semantic indexing with AST-based chunking. It is ideal for developers looking to enhance their coding workflows with advanced indexing capabilities.

The Simple RAG App demonstrates how to build a Retrieval-Augmented Generation application using LangFlow and StreamLit. It is ideal for developers looking to understand and implement RAG techniques in their own projects.

SSH-Dify-Plugin is an SSH plugin designed to enhance the Dify platform's capabilities. It is ideal for developers looking to integrate SSH functionalities into their Dify applications.

Superharness is an autonomous multi-agent orchestrator designed for AI coding agents, utilizing tmux for efficient session management. It is ideal for developers looking to streamline their workflow with multiple AI agents in a coding environment.

Tapnow Studio is a browser-based tool that enables users to create visual AI workflows using an interactive node editor. It is designed for developers and AI enthusiasts looking to integrate powerful AI capabilities into their applications.

This WordPress plugin serves AI-optimized Markdown to enhance the visibility of content for AI crawlers like Claude and ChatGPT. It is designed for website owners and developers looking to improve their site's interaction with AI technologies.

Tiny Flow is a lightweight multi-agent orchestration engine designed for efficient task management. It is ideal for developers looking to implement agent-based systems in their applications.

This tool is a LangGraph.js agent designed to enhance security by requiring authorization before invoking tools. It is ideal for developers looking to implement two-factor authentication in their applications.

This tool utilizes multiple AI agents to research, create, and refine video scripts tailored for social media platforms. It is designed for content creators seeking to produce high-quality, engaging scripts efficiently.

This tool provides a real-time voice assistant experience by allowing users to interact with a LangGraph agent via voice calls. It is ideal for developers looking to integrate voice capabilities into their applications using LiveKit's infrastructure.

Voice MCP Server is a bidirectional voice server that enables speech-to-text and text-to-speech functionalities on Apple Silicon. It is designed for developers looking to integrate voice capabilities into their applications using Claude Code.

Wactorz is a real-time, async multi-agent orchestration system designed for IoT use cases, leveraging the Actor Model and MQTT pub/sub. It is ideal for developers looking to implement complex agent-based systems in home automation and IoT environments.

This tool integrates WhatsApp with Claude Code, allowing users to remotely approve tool usage via Twilio. It is designed for developers looking to enhance their applications with WhatsApp functionality.

This tool provides a command-line interface for WhatsApp, enabling users to interact with the messaging platform programmatically. It is ideal for developers looking to automate WhatsApp interactions and integrate them into their workflows.

The YNAB Model Context Protocol (MCP) server facilitates integration with Claude Code, enabling seamless financial management. It is designed for developers looking to enhance their applications with budgeting capabilities using YNAB.

ADK Agents are designed to operate on Google's ADK framework, providing a structured way to build and deploy AI agents. This tool is ideal for developers looking to leverage Google's infrastructure for creating intelligent applications.

Agentic Advanced RAG is a framework for building multi-agent retrieval-augmented generation systems using advanced methods. It is designed for developers and researchers looking to implement sophisticated AI-driven solutions in their projects.

This repository provides a comprehensive meta-prompt designed for agentic coding, synthesizing insights from top global system prompts. It is ideal for developers seeking to enhance their coding practices with advanced reasoning techniques.

This repository provides a reliable architecture for Retrieval Augmented Generation (RAG) using AI. It is designed for developers looking to implement advanced AI workflows in their applications.

This repository provides an experimental validation comparing Agentic Search with traditional Retrieval-Augmented Generation (RAG) for code retrieval. It is designed for developers and researchers interested in benchmarking AI retrieval methods with a focus on efficiency and accuracy.

Agents is a lightweight TypeScript library designed for orchestrating multiple agents efficiently. It is ideal for developers looking to implement multi-agent systems in their applications.

This tool provides an AI assistant specifically designed for basketball players, leveraging LLM and RAG services. It is ideal for athletes looking to enhance their training and performance using advanced AI technologies.

The AI News Slack Bot delivers daily updates on AI technology directly to your Slack channel. It's designed for teams and individuals who want to stay informed about the latest developments in AI.

AI Web Scraper Agent is an intelligent tool that combines web scraping capabilities with AI-powered content analysis. It is designed for developers and data analysts looking to extract and analyze web content efficiently.