# agentscope-java

> AgentScope Java: Agent-Oriented Programming for Building LLM Applications

- **URL**: https://www.freshcrate.ai/projects/agentscope-java
- **Author**: agentscope-ai
- **Category**: AI Agents
- **Latest version**: `v2.0.0-RC1` (2026-06-02)
- **License**: Unknown
- **Source**: https://github.com/agentscope-ai/agentscope-java
- **Homepage**: https://java.agentscope.io/
- **Language**: Java
- **GitHub**: 2,684 stars, 569 forks
- **Registry**: github
- **Tags**: `agent`, `agentic`, `agentic-ai`, `ai`, `java`, `llm`

## Description

AgentScope Java: Agent-Oriented Programming for Building LLM Applications

## Recent releases

| Version | Date | Urgency | Changes |
| --- | --- | --- | --- |
| `v2.0.0-RC1` | 2026-06-02 | High | # AgentScope Java 2.0.0-RC1  AgentScope Java steps up from a "build an agent" toolkit toward a complete platform for **running agents in production**.  2.0 aims to preserve compatibility with 1.x where possible so that most users can upgrade smoothly — see the Migration Guide below.  Full docs: [docs/v2/en](https://java.agentscope.io/), [docs/v2/zh](https://java.agentscope.io/v2/zh/intro.html)  · Full changelog: [change-log.md](https://java.agentscope.io/v2/en/docs/change-log.html)  ## H |
| `v1.1.0-RC1` | 2026-05-11 | High | Build your own OpenClaw-style agent that **keeps evolving inside a workspace**, while the same stack scales to **enterprise, distributed deployments** and can run tools and code in a **securely isolated** execution environment.  ## Highlights  This release introduces **`agentscope-harness`**, a production-oriented layer on top of `agentscope-core`’s `ReActAgent`. The single user-facing entry point is **`HarnessAgent`**. Harness does not replace the ReAct loop; it **injects hooks and a curate |
| `v1.0.12` | 2026-04-30 | High | This release introduces Long-term Memory capabilities, bolsters MCP integration, and adds built-in execution tracing mechanisms, alongside an important refactoring of skill metadata and crucial stability improvements across the core framework.  ## 🌟 Key Highlights  ### Bailian Long-Term Memory AgentScope-Java v1.0.12 introduces robust support for **Bailian long-term memory** (#1188). This significantly enhances the ability of agents to maintain context, recall historical interactions, and |
| `v1.0.11` | 2026-03-31 | Medium | This release focuses on expanding **Multi-Agent Orchestration**, strengthening **Persistent Storage**, and introducing **Graceful Agent Shutdown** mechanisms, alongside crucial stability improvements across the core framework.  ## 🌟 Key Highlights  ### Graceful Agent Shutdown AgentScope-Java v1.0.11 implements comprehensive support for **graceful agent shutdown** (#909). Developers can now safely terminate agent, ensuring that all running tasks, tool executions, and state saving complete r |
| `v1.0.10` | 2026-03-11 | Low | This release focuses on strengthening **Skill & Prompt Management** with upgraded Nacos integrations, expanding **Model & Voice** capabilities, and improving the stability of agent execution flows and OpenAI model interactions.   ## 🌟 Key Highlights  ### Full Integration with Nacos AI Registry (v3.2.0-BETA) AgentScope-Java v1.0.10 now fully supports the Nacos AI Registry, enabling seamless runtime access to centrally managed Prompts and Skills — empowering dynamic, cloud-native agent orche |
| `v1.0.9` | 2026-02-12 | Low | This release marks a milestone with the introduction of **Online Training** capabilities, empowering agents to learn and adapt continuously. It also significantly enhances the **Skill & Tool System** with broader compatibility (Spring Boot Fat JAR, Nacos, Git), and improves **Streaming & Observability** for enterprise-grade deployments.  ## 🌟 Key Highlights  ### 1. Online Training  Introduces foundational support for **Online Training** , enabling dynamic model fine-tuning at runtime and |
| `v1.0.8` | 2026-01-26 | Low | This release introduces multimodal capabilities with **Qwen TTS integration**, significantly expands the **RAG ecosystem** with PostgreSQL and Elasticsearch support, and empowers agents with robust **Code Execution capabilities**.  ## 🌟 Key Highlights  ### 1. Qwen TTS Integration  We have officially expanded the multimodal capabilities of the framework by integrating **Qwen (Tongyi Qianwen) Text-to-Speech**.  * **Voice Generation:** Agents can now generate high-quality speech output usi |
| `v1.0.7` | 2026-01-14 | Low | This release expands the ecosystem with comprehensive **Ollama integration** for local LLMs, introduces **Kotlin Coroutine extensions** for a more modern development experience, and significantly enhances the **Skill and RAG systems** with dynamic JAR loading and Tika document parsing.  ## 🌟 Key Highlights  ### 1. Comprehensive Ollama Integration  We have added full support for **Ollama**, enabling seamless integration with local Large Language Models (LLMs).  * **Capabilities:** Includ |
| `v1.0.6` | 2026-01-05 | Low | This release introduces significant enhancements to **Human-in-the-Loop (HITL)** interaction patterns and optimizes the **streaming experience** for tool usage. It also includes new integrations (Nacos), API simplifications, and various bug fixes.  ## 🌟 Key Highlights  ### 1. Comprehensive Human-in-the-Loop (HITL) Support  We have refactored the execution flow to support robust HITL scenarios. You can now suspend agent execution to await human input, confirmation, or modification, and the |
| `v1.0.5` | 2025-12-31 | Low | **🎉 The 2025 Finale Release!**  As we wrap up 2025, we are proud to present **AgentScope Java v1.0.5**. This marks our 9th release of the year. We extend our sincere gratitude to everyone who contributed code, feedback, and support to the AgentScope Java community over the past few months.  ## 🚀 Key Highlights  * **Universal Model Support:** We have completely refactored the OpenAI request handling (replacing the SDK with a native HTTP client) to support all mainstream models from multip |

## Dependency audit

- **Score**: 98/100
- **Total deps**: 0
- **Resolved**: 0
- **Unresolved**: 0
- **License conflicts**: 0
- **Warnings**: 1
- **Scanned**: 2026-05-18

## Citation

- HTML: https://www.freshcrate.ai/projects/agentscope-java
- Markdown: https://www.freshcrate.ai/projects/agentscope-java.md
- Dependencies JSON: https://www.freshcrate.ai/api/projects/agentscope-java/deps

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