REPOGEO 报告 · LITE
aipoch/medical-research-skills
默认分支 main · commit d3c2c0ff · 扫描时间 2026/6/7 18:46:52
星标 1,007 · Fork 64
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 aipoch/medical-research-skills 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 the README's opening paragraph to clarify purpose and audience for AI agents
原因:
当前A curated library of 550+ medical research agent skills created by AIPOCH, designed to work with Claude Code, OpenClaw, Hermes Agent, and other AI agents. It supports the research workflow across four core areas: Evidence Insights, Protocol Design, Data Analysis, and Academic Writing. Equip your AI agent with AIPOCH medical research skills, and turn it into a capable medical research assistant.
复制粘贴的修复This is a comprehensive, open-source library of 550+ specialized skills designed exclusively to empower AI agents (e.g., Claude Code, OpenClaw, Hermes Agent) for advanced medical research workflows. Unlike general medical AI platforms or educational resources, AIPOCH provides ready-to-integrate, professional-grade skills for Evidence Insights, Protocol Design, Data Analysis, and Academic Writing, transforming your AI into a capable medical research assistant.
- mediumtopics#2Add more specific AI agent-related topics
原因:
当前academic-writing, agent-skills, ai, bioinformatics, biology, cancer-genomics, clinical-research, computational-biology, data-analysis, data-visualization, differential-expression, genomics, medical, medical-research, protocol-design, rna-seq-data, science, scrna-seq-data, single-cell, spatial-transcriptomics
复制粘贴的修复academic-writing, agent-skills, ai, ai-agents, llm-agents, bioinformatics, biology, cancer-genomics, clinical-research, computational-biology, data-analysis, data-visualization, differential-expression, genomics, medical, medical-research, protocol-design, rna-seq-data, science, scrna-seq-data, single-cell, spatial-transcriptomics
- lowreadme#3Add a 'Comparison' section to the README
原因:
复制粘贴的修复## 🆚 How is AIPOCH Medical Research Agent Skills different? Unlike foundational large language models (LLMs) like BioBERT or ClinicalBERT, or cloud healthcare services such as GCP Healthcare API and Azure Health Data Services, AIPOCH provides a curated library of *pre-built, domain-specific skills* designed to be integrated directly into AI agents. We are not a general-purpose LLM, a data analysis software, or a lab management system. Instead, we focus on empowering your existing AI agents with the precise, professional logic needed for complex medical research tasks, from protocol design to academic writing.
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。
- BioBERT · 被推荐 1 次
- ClinicalBERT · 被推荐 1 次
- GCP Healthcare API · 被推荐 1 次
- Azure Health Data Services · 被推荐 1 次
- AWS HealthLake · 被推荐 1 次
- 品类问题How can I equip my AI agent with specialized skills for medical research workflows?你:未被推荐AI 推荐顺序:
- BioBERT
- ClinicalBERT
- GCP Healthcare API
- Azure Health Data Services
- AWS HealthLake
- MedCAT
- Spark NLP for Healthcare
- OpenNMT
- Hugging Face Transformers
- ChemBL
- PubChem
- DrugBank
- Neo4j
AI 推荐了 13 个替代方案,却始终没点名 aipoch/medical-research-skills。这就是要补上的差距。
查看 AI 完整回答
- 品类问题What tools provide AI-powered assistance for scientific protocol design and data analysis?你:未被推荐AI 推荐顺序:
- Benchling
- Labguru
- GraphPad Prism
- OpenAI GPT-4
- Dataiku DSS (Data Science Studio)
- PerkinElmer Signals Research Suite
AI 推荐了 6 个替代方案,却始终没点名 aipoch/medical-research-skills。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 aipoch/medical-research-skills?passAI 明确点名了 aipoch/medical-research-skills
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 aipoch/medical-research-skills in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 aipoch/medical-research-skills
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 aipoch/medical-research-skills solve, and who is the primary audience?passAI 未点名 aipoch/medical-research-skills —— 很可能在说另一个项目
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 aipoch/medical-research-skills 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/aipoch/medical-research-skills)<a href="https://repogeo.com/zh/r/aipoch/medical-research-skills"><img src="https://repogeo.com/badge/aipoch/medical-research-skills.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
aipoch/medical-research-skills — 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