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。
Ragent is a Java-based, enterprise-grade Agentic RAG platform built with Spring AI that covers the full pipeline from document ingestion to intelligent question answering. It implements parallel multi-channel retrieval with deduplication and reranking, a tree-structured intent classifier that requests clarification when confidence falls below a threshold, query rewriting for multi-turn conversations, session memory management, and MCP tool integration that automatically invokes business tools for non-knowledge intents. The platform includes a model scheduling layer with health checks, first-packet latency probing, and automatic failover so that individual model outages do not interrupt service. It connects to LLMs through a custom scheduling engine rather than LangChain4j or Spring AI abstractions, a deliberate design choice the project documents in detail. The primary audience is Java backend developers transitioning into AI engineering roles, and the repository explicitly frames the codebase as resume-ready material for candidates who need to demonstrate production-grade RAG and Agent experience in technical interviews.
- ✓Open-source license (Apache-2.0)
- ✓Actively maintained (<30d)
- ✓Healthy fork ratio
- ✓Clear description
- ✓Topics declared
- ✓Documented (README)
git clone https://github.com/nageoffer/ragent && cp ragent/*.md ~/.claude/agents/Subagents overview
What people ask about ragent
What is nageoffer/ragent?
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nageoffer/ragent is subagents for the Claude AI ecosystem. 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。 It has 2.7k GitHub stars and was last updated 2d ago.
How do I install ragent?
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You can install ragent by cloning the repository (https://github.com/nageoffer/ragent) or following the README instructions on GitHub. ClaudeWave also provides quick install blocks on this page.
Is nageoffer/ragent safe to use?
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Our security agent has analyzed nageoffer/ragent and assigned a Trust Score of 100/100 (tier: Verified). See the full breakdown of passed checks and flags on this page.
Who maintains nageoffer/ragent?
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nageoffer/ragent is maintained by nageoffer. The last recorded GitHub activity is from 2d ago, with 25 open issues.
Are there alternatives to ragent?
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Yes. On ClaudeWave you can browse similar subagents at /categories/agents, sorted by popularity or recent activity.
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