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👋 Welcome to AgentScope!

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AgentScope is a production-ready, easy-to-use agent framework with essential abstractions that works with rising model capability and built-in support for finetuning.

We design for increasingly agentic LLMs. Our approach leverages the models' reasoning and tool-use abilities rather than constraining them with strict prompts and opinionated orchestrations.

Why use AgentScope?

  • Simple yet powerful: start building your agents in 5 minutes with built-in ReAct agent, tools, skills, human-in-the-loop steering, memory, planning, realtime voice, evaluation, model finetuning, etc.
  • Extensible: large number of ecosystem integrations for tools, memory and observability; built-in support for protocols such as MCP, A2A and agent skills; message hub for flexible multi-agent orchestration and workflows.
  • Production-ready:deploy and serve your agents locally, as serverless in the cloud, or on your K8s cluster with built-in OTel support and multi-language support.

From developing, observability to deployment, we provide an integrated suite of components:

  • AgentScope - A flexible programming framework for building multi-agent applications with self-explanatory APIs.
  • AgentScope-Runtime - Scalable deployment infrastructure for running agents reliably in production.
  • AgentScope-Studio - Visual development environment for rapid prototyping, debugging, and monitoring your agents.
  • AgentScope-Samples - A curated collection of ready-to-use agent examples and templates, from simple command-line tools to full-stack production-ready applications.

Popular repositories Loading

  1. agentscope agentscope Public

    Build and run agents you can see, understand and trust.

    Python 16.5k 1.5k

  2. agentscope-java agentscope-java Public

    AgentScope Java: Agent-Oriented Programming for Building LLM Applications

    Java 1.4k 302

  3. ReMe ReMe Public

    ReMe: Memory Management Kit for Agents - Remember Me, Refine Me.

    Python 1k 101

  4. Trinity-RFT Trinity-RFT Public

    Trinity-RFT is a general-purpose, flexible and scalable framework designed for reinforcement fine-tuning (RFT) of large language models (LLM).

    Python 526 55

  5. agentscope-runtime agentscope-runtime Public

    A production-ready runtime framework for agent apps with secure tool sandboxing, Agent-as-a-Service APIs, scalable deployment, full-stack observability, and broad framework compatibility.

    Python 468 120

  6. agentscope-studio agentscope-studio Public

    A development-oriented visualization toolkit

    TypeScript 412 95

Repositories

Showing 10 of 14 repositories
  • ReMe Public

    ReMe: Memory Management Kit for Agents - Remember Me, Refine Me.

    agentscope-ai/ReMe’s past year of commit activity
    Python 1,002 Apache-2.0 101 24 2 Updated Feb 25, 2026
  • agentscope-spark-design Public

    AgentScope Spark Design - UI Component Library for Alibaba Cloud Apsara Lab

    agentscope-ai/agentscope-spark-design’s past year of commit activity
    TypeScript 192 8 0 0 Updated Feb 25, 2026
  • agentscope-java Public

    AgentScope Java: Agent-Oriented Programming for Building LLM Applications

    agentscope-ai/agentscope-java’s past year of commit activity
    Java 1,394 302 143 (15 issues need help) 46 Updated Feb 25, 2026
  • TuFT Public

    Multi-tenant fine-tuning for local LLMs with Tinker-compatible API

    agentscope-ai/TuFT’s past year of commit activity
    Python 30 MIT 6 10 1 Updated Feb 24, 2026
  • agentscope-skills Public

    A collection of skills around AgentScope

    agentscope-ai/agentscope-skills’s past year of commit activity
    Python 4 Apache-2.0 0 0 0 Updated Feb 24, 2026
  • agentscope Public

    Build and run agents you can see, understand and trust.

    agentscope-ai/agentscope’s past year of commit activity
    Python 16,478 Apache-2.0 1,477 71 (4 issues need help) 32 Updated Feb 15, 2026
  • agentscope-runtime-java Public

    A Runtime Framework for Agent Deployment and Tool Sandbox. AgentScope Runtime Java Implementation.

    agentscope-ai/agentscope-runtime-java’s past year of commit activity
    Java 87 Apache-2.0 29 17 3 Updated Feb 14, 2026
  • OpenJudge Public

    OpenJudge: A Unified Framework for Holistic Evaluation and Quality Rewards

    agentscope-ai/OpenJudge’s past year of commit activity
    Python 402 Apache-2.0 32 8 (2 issues need help) 7 Updated Feb 13, 2026
  • Trinity-RFT Public

    Trinity-RFT is a general-purpose, flexible and scalable framework designed for reinforcement fine-tuning (RFT) of large language models (LLM).

    agentscope-ai/Trinity-RFT’s past year of commit activity
    Python 526 Apache-2.0 55 30 (2 issues need help) 2 Updated Feb 13, 2026
  • agentscope-runtime Public

    A production-ready runtime framework for agent apps with secure tool sandboxing, Agent-as-a-Service APIs, scalable deployment, full-stack observability, and broad framework compatibility.

    agentscope-ai/agentscope-runtime’s past year of commit activity
    Python 468 Apache-2.0 120 23 (1 issue needs help) 10 Updated Feb 13, 2026