UltraRAG Files

Release date: 2026.1.23

Highlights

Introducing UltraRAG 3.0: Reject "Black Box" Development. Make Every Line of Inference Logic Visible! UltraRAG 3.0 solves the "Last Mile" problem in RAG development, developed by THUNLP, NEUIR, OpenBMB & AI9Stars. This release represents a significant milestone with 129 pull requests merged, bringing major enhancements to functionality, UI/UX, and system stability.

• WYSIWYG Pipeline Builder: From logic to prototype in seconds. Our dual-mode builder (Canvas + Code) syncs in real-time. Click "Build" and your static logic instantly becomes an interactive UI. No more boilerplate code!

• Pixel-Level "White-Box" Visualization: Stop guessing. The "Show Thinking" panel visualizes the entire inference trajectory—loops, branches, and tool calls. Debug bad cases instantly by comparing retrieval chunks vs. model hallucinations.

• Built-in AI Developer Assistant: Stuck on config? The embedded AI Assistant knows the framework inside out. Just use natural language to generate Pipeline configurations, optimize Prompts, or explain parameters.

• DeepResearch Engine: Powered by AgentCPM-Report , it supports "Writing-as-Reasoning." The system dynamically plans, retrieves, and deepens content to generate professional, cited reports automatically.

What's Changed

Demo Mode & Streaming:

• Enable demo-mode compatibility for retriever server and Milvus backend (#145) @mssssss123
• Enable streaming generation in generation server to support demo mode (#147) @mssssss123
• Full stack support (Frontend, Backend, Client) for Demo; Upgrade CLI to v3 (#149) @mssssss123
• Support displaying "thinking process" for demo (#151) @mssssss123
• Support customizable chunk params, optimize corpus server, and add thread cleanup (#167) @mssssss123

Knowledge Base (KB):

• Support knowledge management for demo (#160) @mssssss123
• Support uploading multi-files and folders (#161) @mssssss123
• Support selecting KB during chat (#162) @mssssss123
• Support Chinese KB names (#212) @xhd0728
• Add KB selection validation (#194) @xhd0728
• fix append index error when set an exist collection name (#266 ) @xhd0728

Citations & Rendering:

• Support citation by prompt (#155) @mssssss123
• Support citation for loop-like pipelines (#156) @mssssss123
• Support citation for light research pipelines (#157) @mssssss123
• Re-implement single-step and multi-step citations logic (#173) @mssssss123
• Enhance reference rendering with collapsible unused citations and improved highlight logic (#174) @mssssss123
• Integrate KaTeX for LaTeX rendering in markdown (#171) @mssssss123

Pipeline & Agents:

• Support SurveyCPM pipeline (#183) @mssssss123
• Support background inference suspension & optimize generation details (#185) @mssssss123
• Enhance background task management with user ID isolation (#186) @mssssss123
• Add PaperAgent demo (#189) @mssssss123
• Add AgentCPM-Report demo (#226, [#230]) @Kaguya-19
• Support Fascmcp v2.14.3 (#218) @xhd0728

AI Assistant:

• Introduce AI Assistant for configuration (#202) @mssssss123
• Enhance AI Assistant capabilities and UI (#203, [#229], [#231], [#233]) @xhd0728 @mssssss123

Utilities:

• Add extra_params for generation server (#169) @mssssss123
• Support one-click history cleanup, .docx parsing, and multiline chat input (#172) @mssssss123
• Bundle JS and CSS for offline support (#192) @xhd0728
• Use uv for dependency management (#222) @xhd0728

Logic & Backend:

• Fix server discovery issue when server.py is missing (#152) @mssssss123
• Re-implement search-o1 logic (#158) @mssssss123
• Fix global params bug in client (#184) @mssssss123
• Fix multi-turn chat errors (#193) @xhd0728
• Fix SurveyCPM hard mode parameters and rendering (#205, [#208]) @Kaguya-19 @mssssss123
• Fix event loop and session expiration issues (#216) @xhd0728
• Fix YAML parsing errors and unicode support (#213, [#224]) @xhd0728
• Fix image path indexing in generation (#146) @xhd0728

UI & Display:

• Correctly display final step in branch (#170) @mssssss123
• Prevent data misalignment in router mode (#175) @mssssss123
• Fix user role distinction and citation display in multi-chat history (#176) @mssssss123
• Fix log display issues and upgrade MCP version (#178) @mssssss123
• Fix list format checking for global variables (#191) @mssssss123
• Fix AI assistant application error when switching config view (#228) @xhd0728
• Fix text/table rendering and copy function (#237) @xhd0728
• Fix gpu_ids type loading and evaluation result table display (#249) @xhd0728

General:

• Refine chat UI, UX, and support code highlighting (#234) @xhd0728
• Split chat and config views for better workflow (#204) @xhd0728
• Set normal view to chat & enhance session history handling (#220) @xhd0728
• Enhance document preview and UI components (#238) @mssssss123

Layout & Components:

• Redesign knowledge base menu (#168) and management interface (#214) @mssssss123
• Optimize KB dropdown menu & citation display (#206) @xhd0728
• Update homepage layout (#196, [#197]) @xhd0728
• Update Builder UI components and styles (#232) @mssssss123
• Update navbar functionality and remove status indicator (#221) @mssssss123
• Enhance background task UI (#217) @xhd0728
• Unify alert dialogs (#195) @xhd0728

Code Review & Cleanup:

• Comprehensive code review across multiple servers (Benchmark, Corpus, Custom, Evaluation, Generation, Prompt, Reranker, Retriever, Router, Sayhello) (#239-#248, [#250], [#251], [#255], [#257]) @xhd0728

Pipeline & Server:

• Refactor retriever server and Milvus implementation for demo (#150) @mssssss123
• Optimize markdown rendering (#153) @xhd0728
• Refactor demo citation and history saving (#154) @mssssss123
• Auto start/stop pipeline execution (#165) @mssssss123
• Optimize reference rendering logic (#166) @mssssss123
• Rename pipelines (#235) @mssssss123
• Remove and update obsolete params/tools in retriever (#200) @mssssss123
• Clear pipelines and unused parameters (#211) @mssssss123

Documentation & Maintenance

• Add environment requirements and usage guide (#190) @mssssss123
• Improve example cases on the welcome page (#180) @mssssss123
• Add V3 tutorial (#236) @mssssss123
• Update README and Docker usage (#227, [#252], [#254], [#256], [#261]) @mssssss123 @xhd0728
• Security: Add Dependabot configuration and security notice (#258) @xhd0728
• Deps: Bump vllm from 0.13.0 to 0.14.0 (#259) @dependabot