nageoffer/ragent
企业级 Agentic RAG 智能体 - 全链路覆盖文档解析、多路检索、意图识别、问题重写、会话记忆、MCP 工具调用与深度思考。面向真实业务场景，从 0 到 1 完整工程实现。
Is nageoffer/ragent beginner-friendly?
In the last 30 days, nageoffer/ragent merged 3 of 24 pull requests from outside contributors, and its maintainers usually reply within 6 days. 3 beginner-friendly issues are open now.
- Stars
- 4.2k
- Forks
- 847
- Open beginner issues
- 3
- Indexed issues
- 42
- Avg merge
- 6d 7h
- Merged PRs (30d)
- 3
- Dominant language
- Java
- License
- Apache-2.0
- Last GitHub push
- Oct 6, 2026
- Latest indexed
- Oct 7, 2026
- Contributing guide
- No contributing guide
- Code of conduct
- No code of conduct
- Beginner labels
- good first issue
How to contribute to nageoffer/ragent
- There is no contributing guide, so start from the README and a few recently merged pull requests to see how changes are proposed.
- Your contributions will be published under the project's Apache-2.0 license.
- Pick one of the 3 open beginner-friendly issues below and comment that you want to work on it before you start.
Issues somebody may already be working on are listed last. List everything by date
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Difficulty 4/5 3-5 days Newbie friendliness 45/100
Maintainers usually reply within 6 days
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Difficulty 2/5 1-3 hours Newbie friendliness 72/100
Maintainers usually reply within 6 days
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Difficulty 4/5 3-5 days Newbie friendliness 55/100
nageoffer/ragent#172 · 1 comment ·
Maintainers usually reply within 6 days
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Difficulty 4/5 3-5 days Newbie friendliness 45/100
Maintainers usually reply within 6 days
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Difficulty 5/5 Over a week Newbie friendliness 25/100
Maintainers usually reply within 6 days
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windows 系统支持嘛？Open
Difficulty 4/5 3-5 days Newbie friendliness 20/100
Maintainers usually reply within 6 days
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MCP调用可能存在线程卡住的问题Open
Difficulty 2/5 1-3 hours Newbie friendliness 68/100
Maintainers usually reply within 6 days
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GradMindOpen
Difficulty 5/5 Over a week Newbie friendliness 12/100
Maintainers usually reply within 6 days
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Difficulty 3/5 3-5 days Newbie friendliness 5/100
Maintainers usually reply within 6 days
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Difficulty 2/5 1-3 hours Newbie friendliness 70/100
nageoffer/ragent#107 · 1 comment ·
Maintainers usually reply within 6 days
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Difficulty 3/5 1-2 days Newbie friendliness 72/100
Maintainers usually reply within 6 days
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分档分块后30分钟后failedOpen
Difficulty 3/5 1-2 days Newbie friendliness 48/100
nageoffer/ragent#81 · 5 comments ·
Maintainers usually reply within 6 days
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支持 ReAct 吗Open
Difficulty 4/5 3-5 days Newbie friendliness 25/100
Maintainers usually reply within 6 days
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一键部署是否支持Open
Difficulty 5/5 Over a week Newbie friendliness 20/100
Maintainers usually reply within 6 days
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python版本有没有？Open
Difficulty 5/5 Over a week Newbie friendliness 20/100
nageoffer/ragent#51 · 3 comments ·
Maintainers usually reply within 6 days
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Difficulty 5/5 Over a week Newbie friendliness 35/100
Maintainers usually reply within 6 days
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Difficulty 1/5 Under an hour Newbie friendliness 35/100
Maintainers usually reply within 6 days
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Difficulty 5/5 Over a week Newbie friendliness 25/100
Maintainers usually reply within 6 days
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关于文档支持定义向量模型的疑问Open
Difficulty 4/5 3-5 days Newbie friendliness 35/100
Maintainers usually reply within 6 days
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Difficulty 5/5 Over a week Newbie friendliness 35/100
nageoffer/ragent#38 · 2 reactions ·
Maintainers usually reply within 6 days
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这个学习时长大概多久啊？Open
Difficulty 1/5 Under an hour Newbie friendliness 15/100
nageoffer/ragent#36 · 1 comment ·
Maintainers usually reply within 6 days
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OPTIMISE：关于记忆系统的一些建议Open
Difficulty 5/5 Over a week Newbie friendliness 20/100
Maintainers usually reply within 6 days
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Difficulty 5/5 Over a week Newbie friendliness 12/100
nageoffer/ragent#24 · 1 comment ·
Maintainers usually reply within 6 days
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链路追踪中 查看链路报错Open
Difficulty 1/5 Under an hour Newbie friendliness 78/100
Maintainers usually reply within 6 days
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Difficulty 3/5 1-2 days Newbie friendliness 48/100
Maintainers usually reply within 6 days
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Difficulty 2/5 1-3 hours Newbie friendliness 52/100
Maintainers usually reply within 6 days
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Difficulty 4/5 3-5 days Newbie friendliness 38/100
Maintainers usually reply within 6 days
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mcp服务异常Open
Difficulty 5/5 Over a week Newbie friendliness 25/100
nageoffer/ragent#14 · 1 comment ·
Maintainers usually reply within 6 days
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性能优化Open
Difficulty 5/5 Over a week Newbie friendliness 25/100
nageoffer/ragent#13 · 2 comments ·
Maintainers usually reply within 6 days
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Difficulty 4/5 3-5 days Newbie friendliness 38/100
Maintainers usually reply within 6 days
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预占IssueOpen
Difficulty 1/5 Under an hour Newbie friendliness 1/100
nageoffer/ragent#1 · 3 reactions ·
Maintainers usually reply within 6 days
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fix : 父节点可挂到子孙节点下并形成循环引用Possibly taken @Zhi-Xiang-Guo claimed this 15 days ago. Open
Difficulty 4/5 3-5 days Newbie friendliness 25/100
Maintainers usually reply within 6 days
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fix: 子节点移至 ROOT 后仍保留原父节点Possibly taken @Zhi-Xiang-Guo claimed this 15 days ago. Open
Difficulty 4/5 1-2 days Newbie friendliness 35/100
Maintainers usually reply within 6 days
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前端存在未声明的直接依赖：@antv/g（幽灵依赖）Possibly taken @jiguangdemo claimed this 19 days ago. Open
Difficulty 1/5 Under an hour Newbie friendliness 35/100
Maintainers usually reply within 6 days
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检索侧 query 向量的 embedding 模型与知识库绑定的模型不一致，导致向量空间不同，相似计算无意义Possibly taken @Hyrvex claimed this 25 days ago. Open
Difficulty 3/5 1-2 days Newbie friendliness 45/100
nageoffer/ragent#159 · 3 comments ·
Maintainers usually reply within 6 days
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fix(rewrite): should_split 未参与解析可能导致错误的多路检索Possibly taken @Whao-Chen claimed this 66 days ago. Open
Difficulty 2/5 1-3 hours Newbie friendliness 38/100
Maintainers usually reply within 6 days
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修复文档重新分块时图谱删除与新增竞态Possibly taken @modelpath-dev claimed this 21 days ago. Open
Difficulty 3/5 1-2 days Newbie friendliness 76/100
nageoffer/ragent#115 · 3 comments ·
Maintainers usually reply within 6 days
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feat: 新增消息语音播放功能Possibly taken @juzi050 claimed this 88 days ago. Openenhancement
nageoffer/ragent#108 · 1 assignee ·
Maintainers usually reply within 6 days
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文档上传在配置校验或落库失败时可能遗留对象存储文件Possibly taken @KDB-Wind claimed this 96 days ago. Open
Difficulty 3/5 1-2 days Newbie friendliness 35/100
Maintainers usually reply within 6 days
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用户点「停止生成」后 `t_rag_trace_run` 永远停在 RUNNING，导致管理端链路追踪处显示有歧义Possibly taken @qiyu-lu claimed this 99 days ago. Open
Difficulty 4/5 3-5 days Newbie friendliness 35/100
Maintainers usually reply within 6 days
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关于提交 PR 前的规范说明Possibly taken A pull request linked to this issue is open or already merged. Openannouncement
Difficulty 2/5 1-3 hours Newbie friendliness 30/100
Maintainers usually reply within 6 days
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文档删除与分块的并发竞态问题Possibly taken @WMK666666 claimed this 5 days ago. Opengood first issue question
Difficulty 5/5 Over a week Newbie friendliness 20/100
nageoffer/ragent#42 · 1 comment ·
Maintainers usually reply within 6 days