ScienceClaw: Verifiable program-level self-evolution for AI-for-Science agents

by beita6969 · MCP Server · ★ 1.0k

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

How to install ScienceClaw

git clone https://github.com/beita6969/ScienceClaw.git

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

Security audit verdict: SAFE · quality 65/100

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.

aiai-agentbioinformaticsliterature-reviewllmmcpmeta-analysisopenclawpubmedresearch

Quick Facts

Stars1,022
Forks110
LanguageTypeScript
CategoryMCP Server
LicenseMIT
Quality Score65/100
Open Issues10
Last Updated2026-10-31
Created2026-03-11
Platformsmcp, node
Est. Tokens~16k

About ScienceClaw

A self-evolving AI research colleague for scientists. Why ScienceClaw? General-purpose AI assistants are built for everyone. ScienceClaw is built for researchers. The core idea is simple: an AI that does real scientific work — searching literature, querying databases, running analyses — and gets better at it the more you use it.

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 AgentTeam-TaichuAI · ⭐ 670

    ScienceClaw is a personal research assistant built with LangChain DeepAgents and AIO Sandbox infrastructure, a

  • biomcp by genomoncology · ⭐ 674

    BioMCP: Biomedical Model Context Protocol

  • openclaw.net by clawdotnet · ⭐ 524

    Self-hosted OpenClaw gateway + agent runtime in .NET (NativeAOT-friendly)

  • ResearchClawBench by InternScience · ⭐ 276

    🦞 ResearchClawBench: Evaluating AI Agents for Automated Research from Re-Discovery to New-Discovery

  • De-Anthropocentric-Research-Engine by Pthahnix · ⭐ 229

    De-Anthropocentric Research Engine — AI-powered academic research automation with deep literature survey, gap

  • SkillClaw by AMAP-ML · ⭐ 2.7k

    Let Skills Evolve Collectively with Agentic Evolver

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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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