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This Guidance demonstrates how to securely run Model Context Protocol (MCP) servers on the AWS Cloud using containerized architecture. It helps organizations implement industry-standard OAuth 2.0 a…

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Visual testing tool for MCP servers

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Model Context Protocol Servers

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The official Python SDK for Model Context Protocol servers and clients

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Specification and documentation for the Model Context Protocol

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Example Jupyter notebooks 📓 and code scripts 💻 for using Amazon Bedrock Agents 🤖 and its functionalities

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Open source platform for AI Engineering: OpenTelemetry-native LLM Observability, GPU Monitoring, Guardrails, Evaluations, Prompt Management, Vault, Playground. 🚀💻 Integrates with 50+ LLM Providers,…

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Build Agentic AI solutions using the new Agent Stack

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🤗 smolagents: a barebones library for agents that think in code.

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Agent Framework / shim to use Pydantic with LLMs

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Integrate cutting-edge LLM technology quickly and easily into your apps

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Full-stack framework for building Multi-Agent Systems with memory, knowledge and reasoning.

Python 27,861 3,558 Updated Jun 7, 2025

A programming framework for agentic AI 🤖 PyPi: autogen-agentchat Discord: https://aka.ms/autogen-discord Office Hour: https://aka.ms/autogen-officehour

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Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.

Python 32,598 4,379 Updated Jun 7, 2025

LlamaIndex is the leading framework for building LLM-powered agents over your data.

Python 42,168 6,032 Updated Jun 7, 2025

Build resilient language agents as graphs.

Python 13,803 2,322 Updated Jun 6, 2025

🦜🔗 Build context-aware reasoning applications

Jupyter Notebook 109,018 17,737 Updated Jun 6, 2025

A terminal for a more modern age

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A generative AI-powered framework for testing virtual agents.

Python 243 36 Updated Mar 31, 2025
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Anthropic's Interactive Prompt Engineering Tutorial

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Build a custom user interface for more tailored, controlled, and consolidated interactions with Amazon Q business.

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This repository contains examples for customers to get started using the Amazon Bedrock Service. This contains examples for all available foundational models

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Mistral on AWS examples for Bedrock & SageMaker

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Welcome to the Llama Cookbook! This is your go to guide for Building with Llama: Getting started with Inference, Fine-Tuning, RAG. We also show you how to solve end to end problems using Llama mode…

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Supercharge Your LLM Application Evaluations 🚀

Python 9,426 933 Updated Jun 2, 2025

🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.

Python 18,693 1,898 Updated Jun 6, 2025
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