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Releases: infiniflow/ragflow

nightly

01 Dec 13:17
8de6b97

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nightly Pre-release
Pre-release

Release nightly created from 8de6b97 at 2025-12-05 21:15:37+08:00

v0.22.1

19 Nov 12:14
cfdcceb

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Release v0.22.1 created from cfdcceb at 2025-11-19 20:13:52+08:00

Summary

Improvements

  • Agent:
    • Supports exporting Agent outputs in Word or Markdown formats.
    • Adds a List operations component.
    • Adds a Variable aggregator component.
  • Data sources:
    • Supports S3-compatible data sources, e.g., MinIO.
    • Adds data synchronization with JIRA.
  • Continues the redesign of the Profile page layouts.
  • Upgrades the Flask web framework from synchronous to asynchronous, increasing concurrency and preventing blocking issues caused when requesting upstream LLM services.

Fixed issues

  • A v0.22.0 issue: Users failed to parse uploaded files or switch embedding model in a dataset containing parsed files using a built-in model from a -full RAGFlow edition.
  • Image concatenated in Word documents. #11310
  • Mixed images and text were not correctly displayed in the chat history.

Newly supported models

  • Gemini 3 Pro Preview

What's Changed

New Contributors

Full Changelog: v0.22.0...v0.22.1

v0.22.0

12 Nov 06:57
a36a0fe

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Released on November 12, 2025.

Breaking Changes

  • From this release onwards, we ship only the slim edition (without embedding models) Docker image and no longer append the -slim suffix to the image tag.

New Features

  • Dataset:
    • Supports data synchronization from five online sources (AWS S3, Google Drive, Notion, Confluence, and Discord).
    • RAPTOR can be built across an entire dataset or on individual documents.
  • Ingestion pipeline: Supports Docling document parsing in the Parser component.
  • Launches a new administrative Web UI dashboard for graphical user management and service status monitoring.
  • Agent:
    • Supports structured output.
    • Supports metadata filtering in the Retrieval component.
    • Introduces a Variable aggregator component with data operation and session variable definition capabilities.

Improvements

  • Agent: Supports visualizing previous components' outputs in the Await Response component.
  • Revamps the model provider page.
  • Upgrades RAGFlow's document engine Infinity to v0.6.5.

Added Models

  • Kimi-K2-Thinking

New agent templates

  • Interactive Agent, incorporates real-time user feedback to dynamically optimize Agent output.

What's Changed

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v0.21.1

23 Oct 11:08
de24e74

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Release v0.21.1 created from de24e74 at 2025-10-23 19:08:09+08:00

New features

  • Experimental: Adds support for PDF document parsing using MinerU. See here.

Improvements

  • Enhances UI/UX for the dataset and personal center pages.
  • Upgrades RAGFlow's document engine, Infinity, to v0.6.1.

Fixed issues

  • An issue with video parsing.

What's Changed

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v0.21.0

15 Oct 05:35
fdac4af

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Released on October 15, 2025.

New features

  • Orchestratable ingestion pipeline: Supports customized data ingestion and cleansing workflows, enabling users to flexibly design their data flows or directly apply the official data flow templates on the canvas.
  • GraphRAG & RAPTOR write process optimized: Replaces the automatic incremental build process with manual batch building, significantly reducing construction overhead.
  • Long-context RAG: Automatically generates document-level table of contents (TOC) structures to mitigate context loss caused by inaccurate or excessive chunking, substantially improving retrieval quality. This feature is now available via a TOC extraction template.
  • Admin CLI: Introduces a new command-line tool for system administration, allowing users to manage and monitor RAGFlow's service status via command line.

Improvements

  • Redesigns RAGFlow's Login and Registration pages.
  • Upgrades RAGFlow's document engine Infinity to v0.6.0.

Added models

  • Tongyi Qwen 3 series
  • Claude Sonnet 4.5
  • Meituan LongCat-Flash-Thinking

New agent templates

  • Company Research Report Deep Dive Agent: Designed for financial institutions to help analysts quickly organize information, generate research reports, and make investment decisions.
  • Orchestratable Ingestion Pipeline Template: Allows users to apply this template on the canvas to rapidly establish standardized data ingestion and cleansing processes.

What's Changed

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v0.20.5

10 Sep 03:23
e650f0d

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Summary

Improvements

  • Agent Performance Optimized: Improved planning and reflection speed for simple tasks; optimized concurrent tool calls for parallelizable scenarios, significantly reducing overall response time.
  • Agent Prompt Framework exposed: Developers can now customize and override framework-level prompts in the system prompt section, enhancing flexibility and control.
  • Execute SQL Component Enhanced: Replaced the original variable reference component with a text input field, allowing free-form SQL writing with variable support.
  • Chat: Re-enabled Reasoning and Cross-language search.
  • Retrieval API Enhanced: Added metadata filtering support to the Retrieve chunks method.

Added models

  • Meituan LongCat
  • Kimi: kimi-k2-turbo-preview and kimi-k2-0905-preview
  • Qwen: qwen3-max-preview
  • SiliconFlow: DeepSeek V3.1

Fixed issues

  • Dataset: Deleted files remained searchable.
  • Chat: Unable to chat with an Ollama model.
  • Agent: Resolved issues including cite toggle failure, task mode requiring dialogue triggers, repeated answers in multi-turn dialogues, and duplicate summarization of parallel execution results.

What's Changed

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v0.20.4

27 Aug 10:56
2d89863

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Summary

Improvements

  • Agent component: Completes Chinese localization for the Agent component.
  • Introduces the ENABLE_TIMEOUT_ASSERTION environment variable to enable or disable timeout assertions for file parsing tasks.
  • Dataset:
    • Improves Markdown file parsing, with AST support to avoid unintended chunking.
    • Enhances HTML parsing, supporting bs4-based HTML tag traversal.

Added models

ZHIPU GLM-4.5

New Agent templates

Ecommerce Customer Service Workflow: A template designed to handle enquiries about product features and multi-product comparisons using the internal knowledge base, as well as to manage installation appointment bookings.

Fixed issues

  • Dataset:
    • Unable to share resources with the team.
    • Inappropriate restrictions on the number and size of uploaded files.
  • Chat:
    • Unable to preview referenced files in responses.
    • Unable to send out messages after file uploads.
  • An OAuth2 authentication failure.
  • A logical error in multi-conditioned metadata searches within a dataset.
  • Citations infinitely increased in multi-turn conversations.

What's Changed

New Contributors

Full Changelog: v0.20.3...v0.20.4

v0.20.3

20 Aug 03:08
d55f446

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Summary

Improvements

  • Revamps the user interface for the Datasets, Chat, and Search pages.
  • Search and Chat: Introduces document-level metadata filtering, allowing automatic or manual filtering during chats or searches.
  • Search: Supports creating search apps tailored to various business scenarios
  • Chat: Supports comparing answer performance of up to three chat model settings on a single Chat page.
  • Agent:
    • Implements a toggle in the Agent component to enable or disable citation.
    • Introduces a drag-and-drop method for creating components.
  • Documentation: Corrects inaccuracies in the API reference.

New Agent templates

  • Report Agent: A template for generating summary reports in internal question-answering scenarios, supporting the display of tables and formulae. #9427 (The template is now in active use at a research institution.)

Fixed issues

  • The timeout mechanism introduced in v0.20.0 caused tasks like GraphRAG to halt.
  • Predefined opening greeting in the Agent component was missing during conversations.
  • An automatic line break issue in the prompt editor.
  • A memory leak issue caused by PyPDF. #9469

What's Changed

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v0.20.2

19 Aug 11:33
e6cb74b

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v0.20.2 Pre-release
Pre-release
Fix (next search): Optimize the search problem interface and related …

v0.20.1

08 Aug 10:51
9b026fc

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Release v0.20.1 created from 9b026fc at 2025-08-08 18:51:10+08:00

Summary

New Features

  • The Retrieval components now support the dynamic specification of knowledge base names using variables.
  • The user interface now includes a French language option.

Added Models

  • GPT 5
  • Claude 4.1

New agent Templates (both workflow and agentic)

  • SQL Assistant Workflow: Empowers non-technical teams (e.g., operations, product) to independently query business data.
  • Choose Your Knowledge Base Workflow: Lets users select a knowledge base to query during conversations. #9325
  • Choose Your Knowledge Base Agent: Delivers higher-quality responses with extended reasoning time, suited for complex queries. #9325

Fixed Issues

  • The Agent component was unable to invoke models installed via vLLM.
  • Agents could not be shared with the team.
  • Embedding an Agent into a webpage was not functioning properly.

What's Changed

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