SDYJ_Multi_Agents — Agent Tool by hwfengcs

by hwfengcs · Agent Tool · ★ 50

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About SDYJ_Multi_Agents

SDYJ Multi Agents English | 中文 SDYJ Multi Agents 是一个基于 LangGraph 的多智能体研究框架。它把开放式研究任务拆成“意图识别 - 计划生成 - 人工审核 - 多源检索 - 综合报告”的可控工作流,并重点提供 Trace v2、deterministic replay、证据追踪和可作为 CI gate 的 benchmark。 为什么值得关注 多 Agent 工作流:Coordinator、Planner、Researcher、Rapporteur 分工协作。 Human-in-the-loop:执行研究前先展示计划,用户可批准或反馈修改。 多模型适配:支持 DeepSeek、OpenAI、Claude、Gemini,统一 LLM 抽象层。 多源检索:集成 Tavily、arXiv,并预留 MCP 工具适配接口。 证据驱动报告:检索结果会规范化为 证据项,自动去重并保留 URL、domain、query、发布时间和相关性分数。 Trace v2 可观测性:每次运行都会生成事件时间线,记录节点、LLM 调用、工具调用、routing decision、latency、错误、报告指标和 replay cache。 Deterministic Replay:可用已记录的 LLM/tool I/O 重放一次历史运行,复现失败路径,不调用真实 API。 实用 Benchmark:内置困难 Agent 场景,支持阈值 gate、summary compare、trace completeness 和离线确定性检查。 可复现工程:提供 Python 包配置、CLI 入口、单元测试、CI、示例输出和架构文档。 架构概览 更完整的设计说明见 [docs/architect

agentagent-skillsagentic-workflowlanggraphllmllm-agentllm-toolsmulti-agentpythonrag

Quick Facts

Stars50
Forks7
LanguagePython
CategoryAgent Tool
LicenseMIT
Quality Score64.8855506615949/100
Open Issues2
Last Updated2026-05-28
Created2025-10-04
Platformspython
Est. Tokens~42k

Compatible Skills

These tools work well together with SDYJ_Multi_Agents for enhanced workflows:

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Frequently Asked Questions

What is SDYJ_Multi_Agents?

SDYJ_Multi_Agents is A LangGraph-powered multi-agent deep research system featuring task planning, human-in-the-loop review, multi-source retrieval, evidence-grounded report generation, full tracing and reproducible evalu. It is categorized as a Agent Tool with 50 GitHub stars.

What programming language is SDYJ_Multi_Agents written in?

SDYJ_Multi_Agents is primarily written in Python. It covers topics such as agent, agent-skills, agentic-workflow.

How do I install or use SDYJ_Multi_Agents?

You can find installation instructions and usage details in the SDYJ_Multi_Agents GitHub repository at github.com/hwfengcs/SDYJ_Multi_Agents. The project has 50 stars and 7 forks, indicating an active community.

What license does SDYJ_Multi_Agents use?

SDYJ_Multi_Agents is released under the MIT license, making it free to use and modify according to the license terms.

What are the best alternatives to SDYJ_Multi_Agents?

The top alternatives to SDYJ_Multi_Agents on Agent Skills Hub include open-extract, captain-claw, ai-agents-reality-check. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.

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