REPOGEO 报告 · LITE
beita6969/ScienceClaw
默认分支 main · commit 7f5e6569 · 扫描时间 2026/5/31 15:23:40
星标 828 · Fork 93
行动计划告诉你下一步要做什么——按影响力排序、可直接复制粘贴的修改。品类可见性是真正的 GEO 测试:当用户向 AI 提一个不带品牌、本应让 beita6969/ScienceClaw 浮出水面的问题时,AI 是真的推荐了你,还是推荐了你的竞品?客观检查验证 AI 引擎最先权衡的那些元数据信号。自指检查判断 AI 是否还认识你的名字。
行动计划 — 可复制粘贴的修复
3 条由 gemini-2.5-flash 生成、按优先级排序的修改。修完后请把对应条目标记为完成。
- highreadme#1Reposition README's opening to clarify ScienceClaw as an end-user application for scientific literature review
原因:
当前A self-evolving AI research colleague for scientists. 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**. It remembers your research context across sessions, adapts its skills to your field, and never fabricates a citation. ScienceClaw is built on the OpenClaw engine, but redesigned from the ground up for academic research.
复制粘贴的修复ScienceClaw is a self-evolving AI research *application* for scientists, specifically designed for **hallucination-free scientific literature review** and automated research tasks. Unlike general-purpose AI assistants, ScienceClaw is built for researchers to perform real scientific work—searching literature, querying databases, and running analyses. It gets better the more you use it, remembering your research context, adapting its skills to your field, and never fabricating citations. Built on the OpenClaw engine, it's redesigned from the ground up as a dedicated tool for academic research.
- mediumreadme#2Highlight the '285 skills' count in the README
原因:
复制粘贴的修复Add a sentence early in the 'Core 1: Self-Evolving Skills' section, such as: 'ScienceClaw ships with an initial suite of 285 pre-built skills, which then evolve and adapt with your usage.'
- lowreadme#3Add a 'Comparison' section to the README
原因:
复制粘贴的修复## ScienceClaw vs. Other Tools ScienceClaw differentiates itself from general-purpose AI assistants and existing literature review tools like Elicit, Scite.ai, and ResearchRabbit through its core features: - **Self-Evolving Skills:** Learns and adapts to your specific research workflow and field over time. - **Persistent Memory:** Remembers your research context across sessions, providing continuity. - **Zero Hallucination:** Guarantees factual accuracy and never fabricates citations. - **Dedicated Research Application:** Built from the ground up as a specialized tool for academic scientists, not a general-purpose AI or a foundational library.
本次扫描解析到的品类 GEO 通道:google/gemini-2.5-flash, deepseek/deepseek-v4-flash
品类可见性 — 真正的 GEO 测试
向 google/gemini-2.5-flash 提出的不带品牌问题。AI 推荐了你,还是推荐了别人?
各模型使用同一组问题 — 切换标签对比回答与排名。
- Elicit · 被推荐 1 次
- Scite.ai · 被推荐 1 次
- ResearchRabbit · 被推荐 1 次
- Connected Papers · 被推荐 1 次
- Semantic Scholar · 被推荐 1 次
- 品类问题AI assistant for scientific literature review with zero hallucination and persistent memory?你:未被推荐AI 推荐顺序:
- Elicit
- Scite.ai
- ResearchRabbit
- Connected Papers
- Semantic Scholar
- Custom GPTs
- OpenAI's ChatGPT Enterprise/Plus
- Perplexity AI
AI 推荐了 8 个替代方案,却始终没点名 beita6969/ScienceClaw。这就是要补上的差距。
查看 AI 完整回答
- 品类问题Tool to automate scientific research tasks that learns and adapts to my workflow?你:未被推荐AI 推荐顺序:
- OpenAI API
- AutoGPT
- BabyAGI
- Hugging Face Transformers Library
- DeepMind AlphaFold
- Scikit-learn
- TensorFlow
- PyTorch
- Jupyter Notebooks
- Zapier
- Make
AI 推荐了 11 个替代方案,却始终没点名 beita6969/ScienceClaw。这就是要补上的差距。
查看 AI 完整回答
客观检查
针对 AI 引擎最看重的元数据信号的规则审计。
- Metadata completenesspass
- README presencepass
自指检查
当被直接问到你时,AI 是否还知道你的仓库存在?
- Compared to common alternatives in this category, what is the core differentiator of beita6969/ScienceClaw?passAI 明确点名了 beita6969/ScienceClaw
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- If a team adopts beita6969/ScienceClaw in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 beita6969/ScienceClaw
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- In one sentence, what problem does the repo beita6969/ScienceClaw solve, and who is the primary audience?passAI 明确点名了 beita6969/ScienceClaw
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
嵌入你的 GEO 徽章
把这个徽章贴进 beita6969/ScienceClaw 的 README。每次重新扫描都会自动更新,并跳到最新报告——是「我在乎 AI 可发现性」最简单的公开证明。
[](https://repogeo.com/zh/r/beita6969/ScienceClaw)<a href="https://repogeo.com/zh/r/beita6969/ScienceClaw"><img src="https://repogeo.com/badge/beita6969/ScienceClaw.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
beita6969/ScienceClaw — 轻量扫描仍免费;本卡列出 Pro 相对轻量的深度额度。
- 深度报告每月 10 次
- 无品牌品类查询5,轻量 2
- 优先行动项8,轻量 3