ragflow Releases

Minor release focused on Memory stability improvements and RAG enhancements. Fixes server startup issues with empty memory objects and adds MDX file parsing support.

Dec 31, 2025

Major feature release introducing Memory interface, major Agent improvements with structured data output and voice support, ingestion pipeline enhancements, and parent-child chunking strategy.

Dec 27, 2025

Release adds Agent components (List operations, Variable aggregator), S3-compatible data sources, JIRA integration, and migrates Flask to Quart for async API handling.

Nov 19, 2025

Ships only slim Docker images without embedding models, adds new data sources (S3, Drive, Notion, Confluence, Discord), Docling parser, Admin Web UI, and Agent features like structured output.

Nov 12, 2025

Provides experimental support for PDF parsing using MinerU, improves UI/UX, upgrades the document engine Infinity to v0.6.1, and fixes video parsing issues.

Oct 23, 2025

Introduces orchestratable ingestion pipelines, long-context RAG with automatic Table of Contents (TOC) extraction, Admin CLI tool, and upgrades Infinity to v0.6.0.

Oct 15, 2025

Optimizes Agent performance, exposes Prompt framework for customization, enhances Execute SQL component with free-form SQL, and adds metadata filtering to the retrieval API.

Sep 10, 2025

Localizes Agent component to Chinese, improves Markdown parsing with AST support, adds ZHIPU GLM-4.5 support, and introduces an Ecommerce Customer Service Agent template.

Aug 27, 2025

Revamps UI for Datasets, Chat, and Search pages, introduces document-level metadata filtering, chat multi-model comparison, and Agent drag-and-drop creation.

Aug 20, 2025

Adds French language support, new models (GPT 5, Claude 4.1), and new agent templates (SQL Assistant, Choose KB). Includes fixes for vLLM/Ollama agent invocation and embedding issues.

Aug 8, 2025

Major refactor of the Agent system with unified orchestration, visual capabilities, and full MCP support. Integrates Infinity as the document engine and introduces OpenAI-compatible APIs.

Aug 1, 2025

Addresses critical bugs including memory leaks, freezing during parsing, and CPU usage issues. Adds support for Qwen 3 Embedding and Voyage Multimodal 3.

Jun 20, 2025

Introduces cross-language search, a new Code component for agents, and inline image display. Adds support for Claude 4 and OpenAI o3 models.

May 23, 2025

Introduces MCP server access to RAGFlow knowledge bases, VLM-based PDF parsing, and Agent version control. Adds OpenAI-compatible APIs and user registration controls.

Apr 23, 2025

Adds OpenAI-compatible APIs, German UI, and Tavily web search support in the Retrieval component. Introduces Tongyi-Qianwen QwQ models and CSV file support.

Mar 13, 2025

Improves English tokenization quality and table extraction logic. Adds XLS file support, HuggingFace rerank models, and relative time expressions in the Rewrite component.

Mar 11, 2025

Implements Deep Research for agentic reasoning with Tavily web search. Adds document parser dropdown, variable picker, and Aliyun OSS support.

Mar 2, 2025

Adds DeepSeek R1/V3 models, GraphRAG enhancements (Light/General mode), and a tagging system. Introduces Iterator and Research Report Generator operators.

Feb 6, 2025

Fixes Infinity exceptions, fastembed reloading issues, and XLS chunk method content loss. Adds Llama3.3 support and improves session APIs.

Dec 25, 2024

Released on December 18, 2024, this update focuses on enhancing Agent capabilities, improving retrieval performance with Page Rank scores, and adding Kubernetes support via Helm charts. It also introduces a dark mode UI, Japanese language support, and resumable GraphRAG and RAPTOR tasks.

Dec 18, 2024