ScienceClaw: Personal research assistant built with LangChain DeepAgents and AIO Sandbox infrastructure, adopting

by AgentTeam-TaichuAI · MCP Server · ★ 670

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

How to install ScienceClaw

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

Taken from the project's README on GitHub. Check the security audit before running it.

Security audit verdict: SAFE · quality 60/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

ai-agentbioinformaticsdata-analysisdockerdrug-discoveryfastapifeishulangchainlanggraphllm

Quick Facts

Stars670
Forks73
LanguagePython
CategoryMCP Server
Quality Score60/100
Open Issues14
Last Updated2026-05-09
Created2026-03-13
Platformsdocker, mcp, python
Est. Tokens~143k

About ScienceClaw

 ScienceClaw English | 中文 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.

Compatible Skills

These tools work well together with ScienceClaw for enhanced workflows:

  • ciana-parrot — semantic(0.17)+complementary+shared_fw(langchain)+same_lang+similar_pop+shared_platform (64%)
  • STORM-Research-Assistant — semantic(0.34)+complementary+rare_topics+same_lang+similar_pop+shared_platform (61%)
  • full-stack-ai-agent-template — semantic(0.20)+complementary+shared_fw(langchain)+same_lang+similar_pop+shared_platform (60%)

ScienceClaw alternative? Top 6 similar tools

Looking for a ScienceClaw alternative? If you're comparing ScienceClaw with other mcp server tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • ScienceClaw by beita6969 · ⭐ 1.0k

    Verifiable program-level self-evolution for AI-for-Science agents: Skills and typed Operators grow from replay

  • full-stack-ai-agent-template by vstorm-co · ⭐ 1.9k

    Full-stack AI app generator — FastAPI + Next.js with agents, RAG, streaming, auth, and 20+ integrations out of

  • k-dense-byok by K-Dense-AI · ⭐ 1.4k

    An AI co-scientist running on your desktop. Claude Science but better.

  • cuga-agent by cuga-project · ⭐ 1.1k

    CUGA is an open-source generalist agent harness for the enterprise, supporting complex task execution on web a

  • flock by Onelevenvy · ⭐ 1.1k

    Flock is a workflow-based low-code platform for rapidly building chatbots, RAG, and coordinating multi-agent t

  • oreilly-ai-agents by sinanuozdemir · ⭐ 322

    An introduction to the world of AI Agents

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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