awslabs

    awslabs/agentcore-samples

    #332 this week

    Amazon Bedrock Agentcore accelerates AI agents into production with the scale, reliability, and security, critical to real-world deployment.

    ai-agents
    authentication
    agent
    agentic-ai
    agents
    bedrock
    core
    Python
    Apache-2.0
    3.5K stars
    1.4K forks
    3.5K GitHub watchers
    Updated Oct 21, 2026
    View on GitHub

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    Where it stands

    Rank, growth pace and release cadence relative to everything GStars tracks.

    Ranks #77 among AI Agents repositories tracked this week, and #77 over the last 30 days; #332 of 2,794 repositories GStars tracks this week (top 12%).

    The project lists 218 contributors on GitHub.

    Gained 52% fewer stars in the last 90 days than in the 90 days before.

    Use Cases & Benefits

    • Accelerates deployment and operation of AI agents securely at scale using any framework and model.
    • Eliminates heavy lifting of building and managing specialized agent infrastructure, enabling seamless integration with preferred frameworks and models.
    • Use for building production-ready AI agents that require secure, scalable runtime environments across diverse AI frameworks.
    • Use for integrating AI agents with real-world tools and APIs via automated gateway conversions for enhanced agent capabilities.
    • Use for developing personalized AI experiences with managed memory infrastructure and customizable identity and access management.

    Should you depend on it?

    License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.

    License

    Apache 2.0

    Permissive: commercial use, modification and redistribution are allowed with attribution; includes an explicit patent grant from contributors.

    Community files

    • README: present
    • Contributing guide: present
    • Code of conduct: present

    Watch-outs

    • No GitHub releases; pin a commit or tag instead of a release.

    General guidance from repository metadata, not legal advice. How we score

    From the README

    Welcome to the Amazon Bedrock AgentCore Samples repository!

    Amazon Bedrock AgentCore is both framework-agnostic and model-agnostic, giving you the flexibility to deploy and operate advanced AI agents securely and at scale. Whether you’re building with Strands Agents, CrewAI, LangGraph, LlamaIndex, or any other framework—and running them on any Large Language Model (LLM)—Amazon Bedrock AgentCore provides the infrastructure to support them. By eliminating the undifferentiated heavy lifting of building and managing specialized agent infrastructure, Amazon Bedrock AgentCore lets you bring your preferred framework and model, and deploy without rewriting code.

    This collection provides examples and tutorials to help you understand, implement, and integrate Amazon Bedrock AgentCore capabilities into your applications.

    Build your first production-ready AI agent with Amazon Bedrock AgentCore. We’ll take you beyond prototyping and show you how to productionize your first agentic AI application using Amazon Bedrock AgentCore.

    Excerpt from the awslabs/agentcore-samples README on GitHub (Apache-2.0 license). © its authors.Read the full README on GitHub

    Daily snapshots

    Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots

    Forks

    1.4K+126

    Open issues

    549+195

    Compared with peers in AI Agents

    Fastest-growing repositories GStars tracks in this cohort for the week of Oct 18, by 7-day star growth

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    awslabs/agentcore-samples3.5K+045—
    Category median102.8K+9.2K60—

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