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

An update focused on CLI enhancements, calibration utilities, and compatibility fixes for PyTorch Lightning and dependencies.

Dec 7, 2025

A release focusing on document processing enhancements, new integrations for data sources, and build system updates.

Nov 26, 2025

A minor maintenance release introducing a new path for document stdout reporting and minor internal updates.

Nov 19, 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

A comprehensive update adding security token detection for Amazon Bedrock and Sonar, improving configuration validation, and adding logging for archive files.

Nov 4, 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

This release introduces composite rules with proximity matching capabilities, enhances API key detection for Anthropic and Artifactory, and includes significant performance optimizations for fragment processing and stopwords. It also addresses security vulnerabilities in Go and Go Crypto.

Jul 20, 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