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seandavi/awesome-single-cell
默认分支 master · commit 9005eaaf · 扫描时间 2026/6/25 08:37:10
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下方为分数趋势(含全部就绪扫描;左旧右新,可横向滚动)。表格明细默认折叠,展开后每页 10 条,最新在上。
共 3 条就绪扫描。点击下方按钮展开表格(每页 10 条,可翻页)。
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 seandavi/awesome-single-cell 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 H1 and opening sentence to explicitly state 'awesome list'
原因:
当前# awesome-single-cell List of software packages (and the people developing these methods) for single-cell data analysis, including RNA-seq, ATAC-seq, etc. Contributions welcome...
复制粘贴的修复# awesome-single-cell: A Curated List of Single-Cell Software and Resources This is a community-curated awesome list of software packages, data resources, and methods for single-cell data analysis, including RNA-seq, ATAC-seq, spatial transcriptomics, and more. Contributions welcome...
- hightopics#2Add 'curated-list' topic to reinforce repo's nature
原因:
当前analysis-pipeline, atac-seq, awesome-list, bioinformatics, cell-clusters, cell-differentiation, cell-populations, clustering, data-integration, data-visualization, dimensionality-reduction, gene-expression, gene-expression-profiles, python, rna-seq-data, rna-seq-experiments, scrna-seq-data, single-cell, spatial-transcriptomics
复制粘贴的修复analysis-pipeline, atac-seq, awesome-list, bioinformatics, cell-clusters, cell-differentiation, cell-populations, clustering, curated-list, data-integration, data-visualization, dimensionality-reduction, gene-expression, gene-expression-profiles, python, rna-seq-data, rna-seq-experiments, scrna-seq-data, single-cell, spatial-transcriptomics
- mediumreadme#3Add a section highlighting the unique value of expert commentary
原因:
复制粘贴的修复## Why this list is different Unlike many other resource lists, awesome-single-cell includes expert commentary, critical evaluations, and insights into the practical utility and limitations of the listed software and resources. This provides a more opinionated and curated guide for researchers navigating the single-cell landscape.
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。
- Seurat · 被推荐 1 次
- Scanpy · 被推荐 1 次
- Cell Ranger · 被推荐 1 次
- Monocle 3 · 被推荐 1 次
- SCENIC · 被推荐 1 次
- 品类问题How can I find software for analyzing single-cell RNA sequencing data?你:未被推荐AI 推荐顺序:
- Seurat
- Scanpy
- Cell Ranger
- Monocle 3
- SCENIC
- Velocyto
- scVelo
- Partek Flow
AI 推荐了 8 个替代方案,却始终没点名 seandavi/awesome-single-cell。这就是要补上的差距。
查看 AI 完整回答
- 品类问题Where can I find a curated list of bioinformatics tools for single-cell genomics?你:未被推荐AI 推荐顺序:
- Awesome Single Cell
- OmicVerse
- scRNA-tools
- The Human Cell Atlas (HCA) Data Coordination Platform (DCP) Documentation
- Nature Methods "Technology Feature" Articles on Single-Cell Analysis
AI 推荐了 5 个替代方案,却始终没点名 seandavi/awesome-single-cell。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 completenesswarn
建议:
- 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 seandavi/awesome-single-cell?passAI 明确点名了 seandavi/awesome-single-cell
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 seandavi/awesome-single-cell in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 seandavi/awesome-single-cell
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 seandavi/awesome-single-cell solve, and who is the primary audience?passAI 未点名 seandavi/awesome-single-cell —— 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 seandavi/awesome-single-cell 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/seandavi/awesome-single-cell)<a href="https://repogeo.com/zh/r/seandavi/awesome-single-cell"><img src="https://repogeo.com/badge/seandavi/awesome-single-cell.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
seandavi/awesome-single-cell — 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