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genomoncology/biomcp
默认分支 main · commit 1797a1d3 · 扫描时间 2026/6/3 10:21:59
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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 genomoncology/biomcp 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 and clarify BioMCP's core identity in the README's opening
原因:
当前The current README has a `## Description` section starting with "BioMCP cuts through the usual biomedical data maze: one query reaches the sources that normally live behind different APIs, identifiers, and search habits."
复制粘贴的修复Replace the entire `## Description` section with the following text, placing it immediately after the initial tagline (e.g., after "Evidence from the biomedical sources you already trust."): "BioMCP is a command-line protocol and tool for unified access to diverse biomedical data sources. It cuts through the usual biomedical data maze: one query reaches the sources that normally live behind different APIs, identifiers, and search habits. Researchers, clinicians, and agents use the same command grammar to search, focus, and pivot without rebuilding the workflow for each source. You get compact, evidence-oriented results across live public data plus local study analytics."
- mediumtopics#2Add specific topics for CLI and unified data access
原因:
当前ai, bioinformatics, clinical-trials, genomics, llm, mcp, mcp-server, medical, model-context-protocol, pubmed, pubmed-central
复制粘贴的修复ai, bioinformatics, clinical-trials, genomics, llm, mcp, mcp-server, medical, model-context-protocol, pubmed, pubmed-central, cli, unified-search, data-integration, biomedical-data-access
- lowreadme#3Add a 'Key Differentiator' section to the README
原因:
复制粘贴的修复Add a new section, `## Key Differentiator`, immediately after the main introductory text (or after the `## Features` section), with text like: "Unlike generic search engines, individual API wrappers, or multi-omics pipelines, BioMCP provides a single command grammar to search, focus, and pivot across diverse biomedical literature, clinical trials, and local study data, eliminating the need to rebuild workflows for each source."
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。
- PubMed · 被推荐 1 次
- ClinicalTrials.gov · 被推荐 1 次
- NCBI E-utilities · 被推荐 1 次
- EMBASE · 被推荐 1 次
- Cochrane Library · 被推荐 1 次
- 品类问题How to unify searching across diverse biomedical literature and clinical trial databases?你:未被推荐AI 推荐顺序:
- PubMed
- ClinicalTrials.gov
- NCBI E-utilities
- EMBASE
- Cochrane Library
- Cochrane Central Register of Controlled Trials (CENTRAL)
- Dimensions
- Scopus
- Google Scholar
AI 推荐了 9 个替代方案,却始终没点名 genomoncology/biomcp。这就是要补上的差距。
查看 AI 完整回答
- 品类问题What tools help analyze local genomic study data and pivot between biomedical entities?你:未被推荐AI 推荐顺序:
- Galaxy
- R
- Bioconductor
- Python
- Biopython
- Pandas
- NumPy
- SciPy
- AnnData
- IGV
- UCSC Genome Browser in a Box
- GATK
AI 推荐了 12 个替代方案,却始终没点名 genomoncology/biomcp。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 genomoncology/biomcp?passAI 明确点名了 genomoncology/biomcp
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 genomoncology/biomcp in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 genomoncology/biomcp
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 genomoncology/biomcp solve, and who is the primary audience?passAI 明确点名了 genomoncology/biomcp
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 genomoncology/biomcp 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/genomoncology/biomcp)<a href="https://repogeo.com/zh/r/genomoncology/biomcp"><img src="https://repogeo.com/badge/genomoncology/biomcp.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
genomoncology/biomcp — 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