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Deep Research现有方案技术总结：实现架构、特点对比、现存问题及未来方向

Deep Research 现有方案技术总结，涵盖实现架构、特点对比及未来方向。

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Deep Research现有方案技术总结：实现架构、特点对比、现存问题及未来方向

当前已有许多系统，实际上，在之前的文章《Deep Research现有方案技术总结：实现架构、特点对比、现存问题及未来方向》中，介绍了《A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications》，分析了自2023年以来涌现的80多个商业和非商业实现，包括OpenAI/DeepResearch、Gemini/DeepResearch、Perplexity/DeepResearch 以及众多开源替代方案，如 dzhng/deepresearch、HKUDS/Auto-Deep-Research等开源实现。

项目

CategorySubcategoryNameURL
Open-sourceAgent FrameworkXAgenthttps://github.com/OpenBMB/XAgent
Open-sourceAgent FrameworkAutoGenhttps://github.com/microsoft/autogen
Open-sourceAgent FrameworkQwen-Agenthttps://github.com/QwenLM/Qwen-Agent
Open-sourceAgent FrameworkOpenAI Agents SDKhttps://github.com/openai/openai-agents-python
Open-sourceAgent FrameworkN8nhttps://github.com/n8n-io/n8n
Open-sourceAgent FrameworkAutoChainhttps://github.com/Forethought-Technologies/AutoChain
Open-sourceAgent FrameworkAgentGPThttps://github.com/reworkd/AgentGPT
Open-sourceAgent FrameworkOpen-operatorhttps://github.com/browserbase/open-operator
Open-sourceAgent FrameworkBabyAGIhttps://github.com/yoheinakajima/babyagi
Open-sourceAgent FrameworkAutoGPThttps://github.com/Significant-Gravitas/AutoGPT
Open-sourceAgent FrameworkMetaGPThttps://github.com/geekan/MetaGPT
Open-sourceAgent FrameworkLlama_indexhttps://github.com/run-llama/llama_index
Open-sourceAgent FrameworkLangGraphhttps://github.com/langchain-ai/langgraph
Open-sourceAgent FrameworkGoogleADKhttps://google.github.io/adk-docs/
Open-sourceAgent FrameworkCrewAIhttps://github.com/crewAIInc/crewAI
Open-sourceAgent FrameworkAgnohttps://github.com/agno-agi/agno
Open-sourceAgent FrameworkTemporalhttps://github.com/temporalio/temporal
Open-sourceAgent FrameworkOrkeshttps://orkes.io/use-cases/agentic-workflows
Open-sourceAgent FrameworkPydantic-AIhttps://github.com/pydantic/pydantic-ai
Open-sourceAgent FrameworkLettahttps://github.com/letta-ai/letta
Open-sourceAgent FrameworkMastrahttps://github.com/mastra-ai/mastra
Open-sourceAgent FrameworkSemantic Kernelhttps://github.com/microsoft/semantic-kernel
Open-sourceAgent Orchestration PlatformDifyhttps://github.com/langgenius/dify
Closed-sourceAgent Orchestration PlatformCoze Spacehttps://www.coze.cn/space-preview
Closed-sourceAgent Orchestration PlatformFlowisehttps://flowiseai.com/
Closed-source​AI Assistant Tools​NotebookLmhttps://notebooklm.google/
Closed-source​AI Assistant Tools​MGX.devhttps://mgx.dev
Closed-source​AI Assistant Tools​Youhttps://you.com/about
Closed-source​AI Assistant Tools​Microsoft Copilothttps://www.microsoft.com/en-us/microsoft-copilot/organizations
Closed-sourceWorkflow​Claude Researchhttps://www.anthropic.com/news/research
Open-sourceWorkflow​Google-gemini/gemini-fullstack-langgraph-quickstarthttps://github.com/google-gemini/gemini-fullstack-langgraph-quickstart
Open-sourceWorkflow​Dzhng/deep-researchhttps://github.com/dzhng/deep-research
Open-sourceWorkflow​Jina-AI/node-DeepResearchhttps://github.com/jina-ai/node-DeepResearch
Open-sourceWorkflow​LangChain-AI/open_deep_researchhttps://github.com/langchain-ai/open_deep_research
Open-sourceWorkflow​TheBlewish/Automated-AI-Web-Researcher-Ollamahttps://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama
Open-sourceWorkflow​Btahir/open_deep_researchhttps://github.com/btahir/open-deep-research
Open-sourceWorkflow​Nickscamara/open-deep-researchhttps://github.com/nickscamara/open-deep-research
Open-sourceWorkflow​Mshumer/OpenDeepResearcherhttps://github.com/mshumer/OpenDeepResearcher
Open-sourceWorkflow​Grapeot/deep_research_agenthttps://github.com/grapeot/deep_research_agent
Open-sourceWorkflow​Smolagents/open_deep_researchhttps://github.com/huggingface/smolagents/tree/main/examples/open_deep_research
Open-sourceWorkflow​Assafelovic/GPT-Researcherhttps://github.com/assafelovic/gpt-researcher/
Open-sourceWorkflow​HKUDS/Auto-Deep-Researchhttps://github.com/HKUDS/Auto-Deep-Research
Open-sourceWorkflow​AgentLaboratoryhttps://github.com/SamuelSchmidgall/AgentLaboratory
Closed-sourceMulti-modal Agent UI​Manushttps://manus.im/
Closed-sourceMulti-modal Agent UI​Flowith-Oracle Modehttps://flowith.net/
Open-sourceMulti-modal Agent UI​OpenManushttps://github.com/FoundationAgents/OpenManus
)   
Open-sourceMulti-modal Agent UI​Camel-AI/OWLhttps://github.com/camel-ai/owl
Open-sourceMulti-modal Agent UI​TARShttps://github.com/bytedance/UI-TARS-desktop
Open-sourceMulti-modal Agent UI​Nanobrowserhttps://github.com/nanobrowser/nanobrowser
Open-sourceMulti-modal Agent UI​JARVIShttps://github.com/microsoft/JARVIS
Closed-sourceMulti-modal Agent UI​Devinhttps://devin.ai/
Closed-sourceFoundation Models​OpenAI Deep Researchhttps://openai.com/index/introducing-deep-research/
Closed-sourceFoundation Models​Gimini Deep Researchhttps://blog.google/products/gemini/google-gemini-deep-research/
Closed-sourceFoundation Models​Perplexity Deep Researchhttps://www.perplexity.ai/hub/blog/introducing-perplexity-deep-research
Closed-sourceFoundation Models​Grok 3 Betahttps://x.ai/news/grok-3
Closed-sourceFoundation Models​AutoGLM-Researchhttps://autoglm-research.zhipuai.cn/
Closed-sourceFoundation Models​DeepSeek-R1https://arxiv.org/abs/2501.12948
Closed-sourceDeveloper Tools​Vercelhttps://vercel.com/
Closed-sourceDeveloper Tools​Bolthttps://bolt.new/
Closed-sourceDeveloper Tools​Cursorhttps://www.cursor.com/
Closed-sourceDeveloper Tools​Github Copilothttps://github.com/features/copilot?ref=nav.poetries.top
Open-sourceDeveloper Tools​Clinehttps://github.com/cline/cline
Open-sourceDeveloper Tools​GPT-pilothttps://github.com/Pythagora-io/gpt-pilot
Open-sourceDeveloper Tools​Restatehttps://restate.dev/
Open-sourceDeveloper Tools​OpenAI Codexhttps://github.com/openai/codex
Closed-source​Research/Academic SearchElicithttps://elicit.com/?redirected=true
Closed-source​Research/Academic SearchResearchRabbithttps://www.researchrabbit.ai/
Closed-source​Research/Academic SearchSTORMhttps://storm.genie.stanford.edu/
Closed-source​Research/Academic SearchConsensushttps://consensus.app/
Closed-source​Research/Academic SearchScitehttps://scite.ai/
Closed-source​Research/Academic SearchScispacehttps://scispace.com/
Closed-source​Research/Academic SearchFutureHouse Platformhttps://www.futurehouse.org/research-announcements/launching-futurehouse-platform-ai-agents
Open-source​Research/Academic SearchPaperQAhttps://github.com/Future-House/paper-qa
Open-source​Research/Academic SearchHKUDS/AI-Researcherhttps://github.com/HKUDS/AI-Researcher
Open-sourceModel Training Frameworks​Agent-RL/ReSearchhttps://github.com/Agent-RL/ReSearch
Open-sourceModel Training Frameworks​DSPyhttps://github.com/stanfordnlp/dspy
Open-sourceModel Training Frameworks​Gair-NLP/DeepResearcherhttps://github.com/GAIR-NLP/DeepResearcher
Open-sourceModel Training Frameworks​ModelTC/lightllmhttps://github.com/ModelTC/lightllm
Open-sourceOther LLM Tools​Ollamahttps://github.com/ollama/ollama
Open-sourceOther LLM Tools​Vllmhttps://github.com/vllm-project/vllm
Open-sourceOther LLM Tools​Web-LLMhttps://github.com/mlc-ai/web-llm

开源项目列表

  1. Agentic Reasoning:
  2. gpt-researcher:
  3. deep-searcher:
  4. Search-R1:
    • GitHub: PeterGriffinJin/Search-R1
    • 模型基座: Qwen2.5-7B-Instruct, Qwen2.5-7B-Base, Qwen-2.5-3B-Instruct, Qwen-2.5-3B-Base
    • 模型优化: GRPO, PPO
  5. ZeroSearch:
    • GitHub: Alibaba-NLP/ZeroSearch
    • 模型基座: Qwen2.5-3B-Base, Qwen2.5-7B-Base, Qwen2.5-7B-Instruct, Qwen2.5-3B-Instruct, LLaMA3.2-3B-Instruct, LLaMA3.2-3B-Base
    • 模型优化: GRPO, PPO, Reinforce
  6. Webthinker:
    • GitHub: RUC-NLPIR/WebThinker
    • 模型基座: GPT-o1, GPT-o3, Deepseek-R1, QwQ-32B, Qwen2.5-32B-Instruct
    • 模型优化: DPO
  7. nanoDeepResearch:
  8. DeerFlow:
  9. deep-research:
  10. open-deep-research:
  11. DeepResearcher:
  12. R1-Searcher:
    • GitHub: RUCAIBox/R1-Searcher
    • 模型基座: Qwen2.5-7B-Base, Llama3.1-8B-Instruc
    • 优化策略: GRPO, Reinforce++, SFT
  13. ReSearch:
    • GitHub: Agent-RL/ReSearch
    • 模型基座: Qwen2.5-7B-Instruct, Qwen2.5-32B-Instruct
    • 优化策略: GRPO
  14. Search-o1:
  15. r1-reasoning-rag:
  16. Open Deep Search:
  17. node-DeepResearch:
  18. deep-research:

Resources:

https://github.com/scienceaix/deepresearch A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

研究
deep-research AI 技术总结
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