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。
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
| Category | Subcategory | Name | URL |
|---|---|---|---|
| Open-source | Agent Framework | XAgent | https://github.com/OpenBMB/XAgent |
| Open-source | Agent Framework | AutoGen | https://github.com/microsoft/autogen |
| Open-source | Agent Framework | Qwen-Agent | https://github.com/QwenLM/Qwen-Agent |
| Open-source | Agent Framework | OpenAI Agents SDK | https://github.com/openai/openai-agents-python |
| Open-source | Agent Framework | N8n | https://github.com/n8n-io/n8n |
| Open-source | Agent Framework | AutoChain | https://github.com/Forethought-Technologies/AutoChain |
| Open-source | Agent Framework | AgentGPT | https://github.com/reworkd/AgentGPT |
| Open-source | Agent Framework | Open-operator | https://github.com/browserbase/open-operator |
| Open-source | Agent Framework | BabyAGI | https://github.com/yoheinakajima/babyagi |
| Open-source | Agent Framework | AutoGPT | https://github.com/Significant-Gravitas/AutoGPT |
| Open-source | Agent Framework | MetaGPT | https://github.com/geekan/MetaGPT |
| Open-source | Agent Framework | Llama_index | https://github.com/run-llama/llama_index |
| Open-source | Agent Framework | LangGraph | https://github.com/langchain-ai/langgraph |
| Open-source | Agent Framework | GoogleADK | https://google.github.io/adk-docs/ |
| Open-source | Agent Framework | CrewAI | https://github.com/crewAIInc/crewAI |
| Open-source | Agent Framework | Agno | https://github.com/agno-agi/agno |
| Open-source | Agent Framework | Temporal | https://github.com/temporalio/temporal |
| Open-source | Agent Framework | Orkes | https://orkes.io/use-cases/agentic-workflows |
| Open-source | Agent Framework | Pydantic-AI | https://github.com/pydantic/pydantic-ai |
| Open-source | Agent Framework | Letta | https://github.com/letta-ai/letta |
| Open-source | Agent Framework | Mastra | https://github.com/mastra-ai/mastra |
| Open-source | Agent Framework | Semantic Kernel | https://github.com/microsoft/semantic-kernel |
| Open-source | Agent Orchestration Platform | Dify | https://github.com/langgenius/dify |
| Closed-source | Agent Orchestration Platform | Coze Space | https://www.coze.cn/space-preview |
| Closed-source | Agent Orchestration Platform | Flowise | https://flowiseai.com/ |
| Closed-source | AI Assistant Tools | NotebookLm | https://notebooklm.google/ |
| Closed-source | AI Assistant Tools | MGX.dev | https://mgx.dev |
| Closed-source | AI Assistant Tools | You | https://you.com/about |
| Closed-source | AI Assistant Tools | Microsoft Copilot | https://www.microsoft.com/en-us/microsoft-copilot/organizations |
| Closed-source | Workflow | Claude Research | https://www.anthropic.com/news/research |
| Open-source | Workflow | Google-gemini/gemini-fullstack-langgraph-quickstart | https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart |
| Open-source | Workflow | Dzhng/deep-research | https://github.com/dzhng/deep-research |
| Open-source | Workflow | Jina-AI/node-DeepResearch | https://github.com/jina-ai/node-DeepResearch |
| Open-source | Workflow | LangChain-AI/open_deep_research | https://github.com/langchain-ai/open_deep_research |
| Open-source | Workflow | TheBlewish/Automated-AI-Web-Researcher-Ollama | https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama |
| Open-source | Workflow | Btahir/open_deep_research | https://github.com/btahir/open-deep-research |
| Open-source | Workflow | Nickscamara/open-deep-research | https://github.com/nickscamara/open-deep-research |
| Open-source | Workflow | Mshumer/OpenDeepResearcher | https://github.com/mshumer/OpenDeepResearcher |
| Open-source | Workflow | Grapeot/deep_research_agent | https://github.com/grapeot/deep_research_agent |
| Open-source | Workflow | Smolagents/open_deep_research | https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research |
| Open-source | Workflow | Assafelovic/GPT-Researcher | https://github.com/assafelovic/gpt-researcher/ |
| Open-source | Workflow | HKUDS/Auto-Deep-Research | https://github.com/HKUDS/Auto-Deep-Research |
| Open-source | Workflow | AgentLaboratory | https://github.com/SamuelSchmidgall/AgentLaboratory |
| Closed-source | Multi-modal Agent UI | Manus | https://manus.im/ |
| Closed-source | Multi-modal Agent UI | Flowith-Oracle Mode | https://flowith.net/ |
| Open-source | Multi-modal Agent UI | OpenManus | https://github.com/FoundationAgents/OpenManus |
| ) | |||
| Open-source | Multi-modal Agent UI | Camel-AI/OWL | https://github.com/camel-ai/owl |
| Open-source | Multi-modal Agent UI | TARS | https://github.com/bytedance/UI-TARS-desktop |
| Open-source | Multi-modal Agent UI | Nanobrowser | https://github.com/nanobrowser/nanobrowser |
| Open-source | Multi-modal Agent UI | JARVIS | https://github.com/microsoft/JARVIS |
| Closed-source | Multi-modal Agent UI | Devin | https://devin.ai/ |
| Closed-source | Foundation Models | OpenAI Deep Research | https://openai.com/index/introducing-deep-research/ |
| Closed-source | Foundation Models | Gimini Deep Research | https://blog.google/products/gemini/google-gemini-deep-research/ |
| Closed-source | Foundation Models | Perplexity Deep Research | https://www.perplexity.ai/hub/blog/introducing-perplexity-deep-research |
| Closed-source | Foundation Models | Grok 3 Beta | https://x.ai/news/grok-3 |
| Closed-source | Foundation Models | AutoGLM-Research | https://autoglm-research.zhipuai.cn/ |
| Closed-source | Foundation Models | DeepSeek-R1 | https://arxiv.org/abs/2501.12948 |
| Closed-source | Developer Tools | Vercel | https://vercel.com/ |
| Closed-source | Developer Tools | Bolt | https://bolt.new/ |
| Closed-source | Developer Tools | Cursor | https://www.cursor.com/ |
| Closed-source | Developer Tools | Github Copilot | https://github.com/features/copilot?ref=nav.poetries.top |
| Open-source | Developer Tools | Cline | https://github.com/cline/cline |
| Open-source | Developer Tools | GPT-pilot | https://github.com/Pythagora-io/gpt-pilot |
| Open-source | Developer Tools | Restate | https://restate.dev/ |
| Open-source | Developer Tools | OpenAI Codex | https://github.com/openai/codex |
| Closed-source | Research/Academic Search | Elicit | https://elicit.com/?redirected=true |
| Closed-source | Research/Academic Search | ResearchRabbit | https://www.researchrabbit.ai/ |
| Closed-source | Research/Academic Search | STORM | https://storm.genie.stanford.edu/ |
| Closed-source | Research/Academic Search | Consensus | https://consensus.app/ |
| Closed-source | Research/Academic Search | Scite | https://scite.ai/ |
| Closed-source | Research/Academic Search | Scispace | https://scispace.com/ |
| Closed-source | Research/Academic Search | FutureHouse Platform | https://www.futurehouse.org/research-announcements/launching-futurehouse-platform-ai-agents |
| Open-source | Research/Academic Search | PaperQA | https://github.com/Future-House/paper-qa |
| Open-source | Research/Academic Search | HKUDS/AI-Researcher | https://github.com/HKUDS/AI-Researcher |
| Open-source | Model Training Frameworks | Agent-RL/ReSearch | https://github.com/Agent-RL/ReSearch |
| Open-source | Model Training Frameworks | DSPy | https://github.com/stanfordnlp/dspy |
| Open-source | Model Training Frameworks | Gair-NLP/DeepResearcher | https://github.com/GAIR-NLP/DeepResearcher |
| Open-source | Model Training Frameworks | ModelTC/lightllm | https://github.com/ModelTC/lightllm |
| Open-source | Other LLM Tools | Ollama | https://github.com/ollama/ollama |
| Open-source | Other LLM Tools | Vllm | https://github.com/vllm-project/vllm |
| Open-source | Other LLM Tools | Web-LLM | https://github.com/mlc-ai/web-llm |
开源项目列表
- Agentic Reasoning:
- GitHub: theworldofagents/Agentic-Reasoning
- 推理方式: Prompting
- gpt-researcher:
- GitHub: assafelovic/gpt-researcher
- 模型基座: OpenAI
- 推理方式: Prompting
- deep-searcher:
- GitHub: zilliztech/deep-searcher
- 模型基座: Deepseek, OpenAI, Anthropic, Gemini, Qwen
- 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
- 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
- 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
- nanoDeepResearch:
- GitHub: liyuan24/nanoDeepResearch
- 模型基座: OpenAI, Anthropic
- 优化策略: Prompting
- DeerFlow:
- GitHub: bytedance/deer-flow
- 模型基座: Qwen, OpenAI
- 优化策略: Prompting
- deep-research:
- GitHub: dzhng/deep-research
- 模型基座: Deepseek, OpenAI
- 优化策略: Prompting
- open-deep-research:
- GitHub: btahir/open-deep-research
- 模型基座: OpenAI, Deepseek, Anthropic, Gemini
- 优化策略: Prompting
- DeepResearcher:
- GitHub: GAIR-NLP/DeepResearcher
- 模型基座: Qwen2.5-7B-Instruct
- 优化策略: GRPO
- 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
- ReSearch:
- GitHub: Agent-RL/ReSearch
- 模型基座: Qwen2.5-7B-Instruct, Qwen2.5-32B-Instruct
- 优化策略: GRPO
- Search-o1:
- GitHub: Agent-RL/ReSearch
- 模型基座: QwQ-32B-Preview
- 优化策略: Prompting
- r1-reasoning-rag:
- GitHub: deansaco/r1-reasoning-rag
- 基座: Deepseek
- 推理方式: Prompting
- Open Deep Search:
- GitHub: sentient-agi/OpenDeepSearch
- 基座: Llama3.1-70B, Deepseek-R1
- 推理方式: Prompting
- node-DeepResearch:
- GitHub: jina-ai/node-DeepResearch
- 基座: Gemini, OpenAI
- 推理方式: Prompting
- deep-research:
- GitHub: u14app/deep-research
- 基座: Gemini, OpenAI, Deepseek, Anthropic, Grok
- 推理方式: Prompt
Resources:
https://github.com/scienceaix/deepresearch A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications