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ScienceClaw

ScienceClaw is a personal research assistant built with LangChain DeepAgents and AIO Sandbox infrastructure, adopting a completely new architecture beyond OpenClaw. It offers stronger security, better transparency, and a more user-friendly experience. ScienceClaw 是一款基于 LangChain DeepAgents 架构与 AIO Sandbox 基础设施构建的个人科研助手，摒弃了 OpenClaw 的旧有架构，从底层全面重新设计，在安全性、透明度和易用性上实现质的飞跃。

1,900+ built-in scientific tools · Multi-format content generation · Fully isolation & privacy-first 1,900+ 内置科研工具 · 多格式内容生成 · 完全隔离 · 隐私优先

GitHub 快速开始Quick Start 观看演示Watch Demo

一览At a Glance

1,900+
科研工具Tools
8
学科领域Domains
4
内容格式Content Formats
100%
本地部署Local

为什么选择 ScienceClaw Why ScienceClaw

🔒 安全至上🔒 Security First

完全运行在 Docker 容器内。Agent 无法访问宿主系统、个人文件或环境变量。所有代码在隔离沙箱中执行，数据不会上传到外部服务器。 Runs entirely inside Docker containers. The agent cannot access your host system, personal files, or environment variables. All code runs in an isolated sandbox.

👁️ 全链路透明👁️ Full Transparency

工作流每一步清晰可见、全程可追溯——从网页搜索、数据爬取到推理决策、工具调用再到报告生成，随时检查任何步骤。 Every step of the agent's workflow is visible and traceable — from web search and data crawling to reasoning, tool invocation, and final report generation.

🚀 开箱即用🚀 Ready Out of the Box

无需繁琐配置。内置精选工具集与技能包，一条命令即可启动完整环境。专注于实际任务，而非环境搭建。 No tedious configuration needed. Ships with curated tools and skill packages — launch the entire environment with a single command.

架构对比Architecture Comparison

ScienceClaw 与传统方案的架构对比，直观展示核心差异与优势。 A side-by-side comparison of ScienceClaw's architecture versus traditional approaches.

架构对比 Architecture Comparison

产品演示Product Demo

观看 ScienceClaw 如何在真实场景中辅助科研工作——从文献检索到报告生成，一站式完成。 Watch how ScienceClaw assists real research workflows — from literature search to report generation.

ScienceClaw Demo

快速开始Quick Start

前置准备：安装 Docker Prerequisite: Install Docker

建议系统内存 ≥ 8 GB Recommended system RAM ≥ 8 GB

Windows 普通用户 —— 桌面端一键安装 Windows Users — Desktop One-Click Install

1
下载安装包 Download the installer
👉 ScienceClaw Desktop v0.0.4（.tar.gz）
2
解压并安装 Extract and install

下载完成后解压压缩包，运行安装程序，按照向导提示完成安装。 Extract the archive, run the installer, and follow the wizard to complete installation.

3
启动使用 Launch

安装完成后，双击桌面快捷方式即可启动 ScienceClaw，开箱即用。 After installation, double-click the desktop shortcut to launch ScienceClaw — ready to use out of the box.

1

获取代码Get the Code

首次安装：First install:

terminal
git clone https://github.com/AgentTeam-TaichuAI/ScienceClaw.git
cd ScienceClaw

升级已有版本：Upgrade existing version:

terminal
cd ScienceClaw
git pull
2

启动（首次安装、代码更新或需要重新启动时执行，需确保 Docker Desktop 是启动状态）Launch (run on first install, code update, or restart; ensure Docker Desktop is running)

terminal
docker compose -f docker-compose-release.yml up -d --pull always
3

打开浏览器访问Open in browser

browser
http://localhost:5173
4

停止服务Stop services

terminal
docker compose -f docker-compose-release.yml down

八大学科 · 1,900+ 科研工具 Eight Domains · 1,900+ Scientific Tools

集成 ToolUniverse 统一生态系统，从药物发现到天文学，从基因组学到社会科学，覆盖全方位科研需求。 Powered by ToolUniverse — spanning drug discovery, astronomy, genomics, social science, and more.

💊

药物发现与生物医学Drug Discovery & Biomedicine

靶点识别、ADMET 预测、药物安全、蛋白质分析、基因组学、临床试验 Target ID, ADMET, drug safety, protein analysis, genomics, clinical trials

🔭

天文学与空间科学Astronomy & Space Science

SIMBAD 天体、SDSS 巡天、NASA 系外行星、JPL 星历表、太阳活动事件 SIMBAD, SDSS sky survey, NASA exoplanets, JPL Horizons, DONKI solar events

🌍

地球与环境科学Earth & Environmental Science

USGS 地震水文、ERDDAP 海洋气候、SoilGrids 土壤、空气质量、天气气候 USGS earthquakes, ERDDAP ocean/climate, SoilGrids, air quality, weather

⚗️

化学与材料科学Chemistry & Materials

COD 晶体结构、分子性质预测、SMILES 分析、化合物相似性、化学计算 COD crystals, molecular prediction, SMILES, compound similarity, chem compute

🌱

生物多样性与生态学Biodiversity & Ecology

GBIF 物种、OBIS 海洋生物、POWO 植物分类、WoRMS 海洋物种、eBird 鸟类 GBIF species, OBIS marine, POWO plants, WoRMS, eBird taxonomy

📊

社会科学与统计Social Science & Statistics

世界银行指标、Eurostat 统计、美国人口普查、Wikidata 知识图谱、DBpedia World Bank, Eurostat, US Census, Wikidata, DBpedia

📚

学术文献Academic Literature

PubMed、arXiv、OpenAlex、Semantic Scholar、DBLP、Crossref 等多源检索 PubMed, arXiv, OpenAlex, Semantic Scholar, DBLP, Crossref multi-source

🤖

数据科学与计算Data Science & Computing

HuggingFace 模型/数据集、OpenML、GitHub 仓库、科学计算、图像处理 HuggingFace models/datasets, OpenML, GitHub repos, scientific computing

四层工具架构Four-Layer Tool Architecture

内置工具Built-in Tools

核心搜索与爬取能力Core search & crawl

web_search web_crawl

ToolUniverse

1,900+ 科研工具1,900+ scientific tools

UniProt PDB ADMET

沙箱工具Sandbox Tools

文件操作与代码执行File ops & code exec

execute shell

自定义 @toolCustom @tool

用户 Python 函数热加载User-defined, hot-loaded

Tools/ @tool

技能系统Skill System

结构化指令文档引导 Agent 完成复杂多步骤工作流，充当 Agent 的「操作手册」。 Structured instruction documents that guide the Agent through complex multi-step workflows — the Agent's playbook.

📄

PDF

读取、创建、合并、OCR、生成专业科研报告 Read, create, merge, OCR, generate professional reports

📝

DOCX

Word 文档、封面、目录、表格和图表 Word docs with covers, TOC, tables, and charts

📊

PPTX

PowerPoint 演示文稿生成与编辑 Generate and edit PowerPoint slide decks

📈

XLSX

Excel 电子表格、CSV/TSV 数据处理 Excel spreadsheets, CSV/TSV data processing

🛠️

Tool Creator

创建和升级自定义 @tool 工具 Create & upgrade custom @tool functions

📝

Skill Creator

创建和优化技能文档 Create & refine skill documents

🔍

Find Skills

搜索、发现和安装社区技能 Search, discover & install community skills

🧪

ToolUniverse

统一访问 1,900+ 科研工具 Unified access to 1,900+ scientific tools

实用功能Practical Features

一键飞书配置Feishu Integration

配置飞书 Webhook 通知，任务结果、告警和报告直接推送到飞书群聊。 Configure Feishu webhook — receive task results, alerts, and reports directly in your group chat.

定时任务Scheduled Tasks

支持 cron 风格定时或一次性任务调度，Agent 自动执行并推送结果。 Cron-style scheduling. The agent runs automatically and delivers results via notifications.

文件管理系统File Management

内置文件面板，浏览、预览和下载所有工作区文件，无需手动翻阅目录。 Built-in file panel for browsing, previewing, and downloading all workspace files.

资源监测Resource Monitoring

实时系统资源仪表盘，展示大模型资源消耗和服务健康状态。 Real-time dashboard showing LLM resource consumption and service health.

🎁 早期用户免费 LLM API 额度 🎁 Free LLM API Credits for Early Users

限量供应，先到先得。我们将持续为社区争取更多算力资源。 Limited availability — first come, first served.

10M
国家超算互联网平台National Supercomputing Internet

1000 万 Token 免费申请10M free tokens — apply now

scnet.cn
10M
DeepSeek V3.2 免费 TokenDeepSeek V3.2 Free Tokens

通过紫东太初云提供 · 1000 万免费 Tokenvia Zidong Taichu Cloud · 10M free tokens

taichuai.cn

致谢Acknowledgements

LangChain DeepAgents

核心 Agent 引擎，提供任务规划、子 Agent 委托和智能上下文管理。 Core agent engine with planning, delegation, and smart context management.

GitHub

AIO Sandbox

全能 Agent 沙箱环境，安全隔离的代码执行和统一文件系统。 All-in-one sandbox with secure, isolated code execution.

GitHub

ToolUniverse

哈佛大学 Zitnik Lab 开发的 1,900+ 科研工具生态系统。 1,900+ scientific tools by Harvard Zitnik Lab.

GitHub

SearXNG

注重隐私保护的开源元搜索引擎。 Privacy-respecting metasearch engine.

GitHub

Crawl4AI

面向 LLM 的开源网页爬取工具。 LLM-friendly open-source web crawler.

GitHub

构建团队Built By

中科紫东太初（北京）科技有限公司 Zhongke Zidong Taichu (Beijing) Technology

Zidong Taichu

zidongtaichu.com

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