stackhpc · Alex-Welsh · May 11, 2026 · Apr 23, 2026 · Apr 23, 2026 · Apr 23, 2026
diff --git a/.gitignore b/.gitignore
@@ -231,3 +231,4 @@ internal/cpp/cmake-build-debug/
 # Go server build output
 bin/*
 !bin/.gitkeep
+.claude/settings.local.json
diff --git a/AGENTS.md b/AGENTS.md
@@ -35,7 +35,7 @@ The project uses **uv** for dependency management.
 1. **Setup Environment**:
    ```bash
    uv sync --python 3.12 --all-extras
-   uv run download_deps.py
+   uv run python3 download_deps.py
    ```
 
 2. **Run Server**:

diff --git a/CLAUDE.md b/CLAUDE.md
@@ -52,7 +52,7 @@ RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on d
 ```bash
 # Install Python dependencies
 uv sync --python 3.12 --all-extras
-uv run download_deps.py
+uv run python3 download_deps.py
 pre-commit install
 
 # Start dependent services

diff --git a/README.md b/README.md
@@ -10,9 +10,9 @@
   <a href="./README_tzh.md"><img alt="繁體版中文自述文件" src="https://img.shields.io/badge/繁體中文-DFE0E5"></a>
   <a href="./README_ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-DFE0E5"></a>
   <a href="./README_ko.md"><img alt="한국어" src="https://img.shields.io/badge/한국어-DFE0E5"></a>
+  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_id.md"><img alt="Bahasa Indonesia" src="https://img.shields.io/badge/Bahasa Indonesia-DFE0E5"></a>
   <a href="./README_pt_br.md"><img alt="Português(Brasil)" src="https://img.shields.io/badge/Português(Brasil)-DFE0E5"></a>
-  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_ar.md"><img alt="README in Arabic" src="https://img.shields.io/badge/Arabic-DFE0E5"></a>
   <a href="./README_tr.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-DFE0E5"></a>
 </p>
@@ -22,10 +22,10 @@
         <img src="https://img.shields.io/twitter/follow/infiniflow?logo=X&color=%20%23f5f5f5" alt="follow on X(Twitter)">
     </a>
     <a href="https://cloud.ragflow.io" target="_blank">
-        <img alt="Static Badge" src="https://img.shields.io/badge/Online-Demo-4e6b99">
+        <img alt="Static Badge" src="https://img.shields.io/badge/Get-Started-4e6b99">
     </a>
     <a href="https://hub.docker.com/r/infiniflow/ragflow" target="_blank">
-        <img src="https://img.shields.io/docker/pulls/infiniflow/ragflow?label=Docker%20Pulls&color=0db7ed&logo=docker&logoColor=white&style=flat-square" alt="docker pull infiniflow/ragflow:v0.25.0">
+        <img src="https://img.shields.io/docker/pulls/infiniflow/ragflow?label=Docker%20Pulls&color=0db7ed&logo=docker&logoColor=white&style=flat-square" alt="docker pull infiniflow/ragflow:v0.25.2">
     </a>
     <a href="https://github.com/infiniflow/ragflow/releases/latest">
         <img src="https://img.shields.io/github/v/release/infiniflow/ragflow?color=blue&label=Latest%20Release" alt="Latest Release">
@@ -39,11 +39,10 @@
 </p>
 
 <h4 align="center">
+  <a href="https://cloud.ragflow.io">Cloud</a> |
   <a href="https://ragflow.io/docs/dev/">Document</a> |
   <a href="https://github.com/infiniflow/ragflow/issues/12241">Roadmap</a> |
-  <a href="https://twitter.com/infiniflowai">Twitter</a> |
-  <a href="https://discord.gg/NjYzJD3GM3">Discord</a> |
-  <a href="https://cloud.ragflow.io">Demo</a>
+  <a href="https://discord.gg/NjYzJD3GM3">Discord</a>
 </h4>
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
@@ -58,11 +57,11 @@
 <summary><b>📕 Table of Contents</b></summary>
 
 - 💡 [What is RAGFlow?](#-what-is-ragflow)
-- 🎮 [Demo](#-demo)
+- 🎮 [Get Started](#-get-started)
 - 📌 [Latest Updates](#-latest-updates)
 - 🌟 [Key Features](#-key-features)
 - 🔎 [System Architecture](#-system-architecture)
-- 🎬 [Get Started](#-get-started)
+- 🎬 [Self-Hosting](#-self-hosting)
 - 🔧 [Configurations](#-configurations)
 - 🔧 [Build a Docker image](#-build-a-docker-image)
 - 🔨 [Launch service from source for development](#-launch-service-from-source-for-development)
@@ -77,9 +76,9 @@
 
 [RAGFlow](https://ragflow.io/) is a leading open-source Retrieval-Augmented Generation ([RAG](https://ragflow.io/basics/what-is-rag)) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs. It offers a streamlined RAG workflow adaptable to enterprises of any scale. Powered by a converged [context engine](https://ragflow.io/basics/what-is-agent-context-engine) and pre-built agent templates, RAGFlow enables developers to transform complex data into high-fidelity, production-ready AI systems with exceptional efficiency and precision.
 
-## 🎮 Demo
+## 🎮 Get Started
 
-Try our demo at [https://cloud.ragflow.io](https://cloud.ragflow.io).
+Try our cloud service at [https://cloud.ragflow.io](https://cloud.ragflow.io).
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
 <img src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/image/image/chunking.gif" width="1200"/>
@@ -88,6 +87,7 @@ Try our demo at [https://cloud.ragflow.io](https://cloud.ragflow.io).
 
 ## 🔥 Latest Updates
 
+- 2026-04-24 Supports DeepSeek v4.
 - 2026-03-24 [RAGFlow Skill on OpenClaw](https://clawhub.ai/yingfeng/ragflow-skill) — Provides an official skill for accessing RAGFlow datasets via OpenClaw.
 - 2025-12-26 Supports 'Memory' for AI agent.
 - 2025-11-19 Supports Gemini 3 Pro.
@@ -144,7 +144,7 @@ releases! 🌟
 <img src="https://github.com/user-attachments/assets/31b0dd6f-ca4f-445a-9457-70cb44a381b2" width="1000"/>
 </div>
 
-## 🎬 Get Started
+## 🎬 Self-Hosting
 
 ### 📝 Prerequisites
 
@@ -192,12 +192,12 @@ releases! 🌟
 > All Docker images are built for x86 platforms. We don't currently offer Docker images for ARM64.
 > If you are on an ARM64 platform, follow [this guide](https://ragflow.io/docs/dev/build_docker_image) to build a Docker image compatible with your system.
 
-> The command below downloads the `v0.25.0` edition of the RAGFlow Docker image. See the following table for descriptions of different RAGFlow editions. To download a RAGFlow edition different from `v0.25.0`, update the `RAGFLOW_IMAGE` variable accordingly in **docker/.env** before using `docker compose` to start the server.
+> The command below downloads the `v0.25.2` edition of the RAGFlow Docker image. See the following table for descriptions of different RAGFlow editions. To download a RAGFlow edition different from `v0.25.2`, update the `RAGFLOW_IMAGE` variable accordingly in **docker/.env** before using `docker compose` to start the server.
 
 ```bash
    $ cd ragflow/docker
 
-   # git checkout v0.25.0
+   # git checkout v0.25.2
    # Optional: use a stable tag (see releases: https://github.com/infiniflow/ragflow/releases)
    # This step ensures the **entrypoint.sh** file in the code matches the Docker image version.
 
@@ -405,7 +405,7 @@ See the [RAGFlow Roadmap 2026](https://github.com/infiniflow/ragflow/issues/1224
 ## 🏄 Community
 
 - [Discord](https://discord.gg/NjYzJD3GM3)
-- [Twitter](https://twitter.com/infiniflowai)
+- [X](https://x.com/infiniflowai)
 - [GitHub Discussions](https://github.com/orgs/infiniflow/discussions)
 
 ## 🙌 Contributing

diff --git a/README_ar.md b/README_ar.md
@@ -10,9 +10,9 @@
   <a href="./README_tzh.md"><img alt="繁體版中文自述文件" src="https://img.shields.io/badge/繁體中文-DFE0E5"></a>
   <a href="./README_ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-DFE0E5"></a>
   <a href="./README_ko.md"><img alt="한국어" src="https://img.shields.io/badge/한국어-DFE0E5"></a>
+  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_id.md"><img alt="Bahasa Indonesia" src="https://img.shields.io/badge/Bahasa Indonesia-DFE0E5"></a>
   <a href="./README_pt_br.md"><img alt="Português(Brasil)" src="https://img.shields.io/badge/Português(Brasil)-DFE0E5"></a>
-  <a href="./README_fr.md"><img alt="README en Français" src="https://img.shields.io/badge/Français-DFE0E5"></a>
   <a href="./README_ar.md"><img alt="README in Arabic" src="https://img.shields.io/badge/Arabic-DBEDFA"></a>
   <a href="./README_tr.md"><img alt="Türkçe README" src="https://img.shields.io/badge/Türkçe-DFE0E5"></a>
 </p>
@@ -22,10 +22,10 @@
         <img src="https://img.shields.io/twitter/follow/infiniflow?logo=X&color=%20%23f5f5f5" alt="follow on X(Twitter)">
     </a>
     <a href="https://cloud.ragflow.io" target="_blank">
-        <img alt="Static Badge" src="https://img.shields.io/badge/Online-Demo-4e6b99">
+        <img alt="Static Badge" src="https://img.shields.io/badge/Get-Started-4e6b99">
     </a>
     <a href="https://hub.docker.com/r/infiniflow/ragflow" target="_blank">
-        <img src="https://img.shields.io/docker/pulls/infiniflow/ragflow?label=Docker%20Pulls&color=0db7ed&logo=docker&logoColor=white&style=flat-square" alt="docker pull infiniflow/ragflow:v0.25.0">
+        <img src="https://img.shields.io/docker/pulls/infiniflow/ragflow?label=Docker%20Pulls&color=0db7ed&logo=docker&logoColor=white&style=flat-square" alt="docker pull infiniflow/ragflow:v0.25.2">
     </a>
     <a href="https://github.com/infiniflow/ragflow/releases/latest">
         <img src="https://img.shields.io/github/v/release/infiniflow/ragflow?color=blue&label=Latest%20Release" alt="Latest Release">
@@ -39,11 +39,10 @@
 </p>
 
 <h4 align="center">
+  <a href="https://cloud.ragflow.io">Cloud</a> |
   <a href="https://ragflow.io/docs/dev/">Document</a> |
   <a href="https://github.com/infiniflow/ragflow/issues/12241">Roadmap</a> |
-  <a href="https://twitter.com/infiniflowai">Twitter</a> |
-  <a href="https://discord.gg/NjYzJD3GM3">Discord</a> |
-  <a href="https://cloud.ragflow.io">Demo</a>
+  <a href="https://discord.gg/NjYzJD3GM3">Discord</a>
 </h4>
 
 <div align="center" style="margin-top:20px;margin-bottom:20px;">
@@ -58,11 +57,11 @@
 <summary><b>📕 جدول المحتويات</b></summary>
 
 - 💡 [ما هو RAGFlow؟](#-what-is-ragflow)
-- 🎮 [Demo](#-demo)
+- 🎮 [ابدأ](#-get-started)
 - 📌 [آخر التحديثات](#-latest-updates)
 - 🌟 [الميزات الرئيسية](#-key-features)
 - 🔎 [بنية النظام](#-system-architecture)
-- 🎬 [ابدأ](#-get-started)
+- 🎬 [الاستضافة الذاتية](#-self-hosting)
 - 🔧 [التكوينات](#-configurations)
 - 🔧 [إنشاء صورة Docker](#-build-a-docker-image)
 - 🔨 [إطلاق الخدمة من المصدر للتطوير](#-launch-service-from-source-for-development)
@@ -77,7 +76,7 @@
 
 يُعد مشروع [RAGFlow](https://ragflow.io/) محركًا رائدًا ومفتوح المصدر للاسترجاع المعزز بالتوليد (<bdi dir="ltr">RAG</bdi>)، ويجمع أحدث تقنيات <bdi dir="ltr">RAG</bdi> مع قدرات الوكلاء لبناء طبقة سياق متقدمة لنماذج <bdi dir="ltr">LLMs</bdi>. يوفّر سير عمل <bdi dir="ltr">RAG</bdi> مبسّطًا وقابلًا للتكيّف مع المؤسسات بمختلف أحجامها. وبالاعتماد على [محرك سياق موحّد](https://ragflow.io/basics/what-is-agent-context-engine) وقوالب وكلاء جاهزة، يتيح <bdi dir="ltr">RAGFlow</bdi> للمطورين تحويل البيانات المعقّدة إلى أنظمة <bdi dir="ltr">AI</bdi> عالية الدقة وجاهزة للإنتاج بكفاءة وموثوقية.
 
-## 🎮 Demo
+## 🎮 ابدأ
 
 جرّب النسخة التجريبية على [https://cloud.ragflow.io](https://cloud.ragflow.io).
 
@@ -88,8 +87,9 @@
 
 ## 🔥 آخر التحديثات
 
-- 2026-03-24 [RAGFlow Skill on OpenClaw](https://clawhub.ai/yingfeng/ragflow-skill) — توفر مهارة رسمية للوصول إلى مجموعات بيانات RAGFlow عبر OpenClaw.
-- 2025-12-26 يدعم ميزة "Memory" لوكلاء الذكاء الاصطناعي.
+- 24-04-2026 يدعم DeepSeek v4.
+- 24-03-2026 [RAGFlow Skill on OpenClaw](https://clawhub.ai/yingfeng/ragflow-skill) — توفر مهارة رسمية للوصول إلى مجموعات بيانات RAGFlow عبر OpenClaw.
+- 26-12-2025 يدعم ميزة "Memory" لوكلاء الذكاء الاصطناعي.
 - 11-11-2025 يدعم Gemini 3 Pro.
 - 12-11-2025 يدعم مزامنة البيانات من Confluence، S3، Notion، Discord، Google Drive.
 - 23-10-2025 يدعم MinerU وDocling كطرق لتحليل المستندات.
@@ -144,7 +144,7 @@
 <img src="https://github.com/user-attachments/assets/31b0dd6f-ca4f-445a-9457-70cb44a381b2" width="1000"/>
 </div>
 
-## 🎬 ابدأ
+## 🎬 الاستضافة الذاتية
 
 ### 📝 المتطلبات الأساسية
 
@@ -192,12 +192,12 @@
 > جميع الصور Docker مصممة لمنصات x86. لا نعرض حاليًا صور Docker لـ ARM64.
 > إذا كنت تستخدم نظامًا أساسيًا ARM64، فاتبع [هذا الدليل](https://ragflow.io/docs/dev/build_docker_image) لإنشاء صورة Docker متوافقة مع نظامك.
 
-> يقوم الأمر أدناه بتنزيل إصدار `v0.25.0` من الصورة RAGFlow Docker. راجع الجدول التالي للحصول على أوصاف لإصدارات RAGFlow المختلفة. لتنزيل إصدار RAGFlow مختلف عن `v0.25.0`، قم بتحديث المتغير `RAGFLOW_IMAGE` وفقًا لذلك في **docker/.env** قبل استخدام `docker compose` لبدء تشغيل الخادم.
+> يقوم الأمر أدناه بتنزيل إصدار `v0.25.2` من الصورة RAGFlow Docker. راجع الجدول التالي للحصول على أوصاف لإصدارات RAGFlow المختلفة. لتنزيل إصدار RAGFlow مختلف عن `v0.25.2`، قم بتحديث المتغير `RAGFLOW_IMAGE` وفقًا لذلك في **docker/.env** قبل استخدام `docker compose` لبدء تشغيل الخادم.
 
 ```bash
    $ cd ragflow/docker
 
-   # git checkout v0.25.0
+   # git checkout v0.25.2
    # Optional: use a stable tag (see releases: https://github.com/infiniflow/ragflow/releases)
    # This step ensures the **entrypoint.sh** file in the code matches the Docker image version.
 
@@ -405,7 +405,7 @@ docker build --platform linux/amd64 \
 ## 🏄 المجتمع
 
 - [Discord](https://discord.gg/NjYzJD3GM3)
-- [Twitter](https://twitter.com/infiniflowai)
+- [X](https://x.com/infiniflowai)
 - [مناقشات جيثب](https://github.com/orgs/infiniflow/discussions)
 
 ## 🙌 المساهمة