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SKILL verified MIT Self-run

Bio Digital Pathology Wsi

skill-onescience-ai-oneskills-digital-pathology-wsi · by onescience-ai

全切片病理图像 WSI 处理 skill。用于 H&E/IHC/mIF whole-slide image 的组织检测、tile extraction、stain normalization、slide QC、tile-level 特征、病理 ML 数据集准备和报告交接。

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Install

$ agentstack add skill-onescience-ai-oneskills-digital-pathology-wsi

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

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Reliability & compatibility

Security review passed
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Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

Preview Execution monitoring

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About

全切片病理图像处理

使用边界

用于 SVS/NDPI/MRXS/OME-TIFF 等 WSI 的 tile 提取、组织 mask、颜色标准化、QC 和病理图像机器学习交接。若是单张显微图像或细胞核分割,读取 ../bioimage-segmentation/SKILL.md

可复用资源

  • onescience-coder/assets/bio_cell_imaging_templates/wsi_tile_plan.yaml:slide manifest、tile size、magnification、tissue filter、stain normalization 和 QC 模板。
  • references/wsi_processing_qc.md:WSI 维度、level、MPP、tile 策略、颜色和数据泄漏风险。

推荐流程

  1. 建 slide manifest:case、slide id、stain、scanner、MPP、label、split。
  2. Slide QC:空白、模糊、折叠、pen mark、组织比例、扫描 level。
  3. Tissue mask:低倍图阈值或模型,确定 tile inclusion rule。
  4. Tile extraction:tile size、overlap、magnification、背景过滤、坐标记录。
  5. 预处理:stain normalization、颜色增强、artifact filter。
  6. 输出:tile manifest、QC report、thumbnail overlay、case-level split 和 ML 交接。

交接物

bio_task_family: cell-imaging-cytometry
cell_task: digital-pathology-wsi
slide_manifest:
stain_and_scanner:
tile_strategy:
tissue_detection:
stain_normalization:
qc_filters:
case_split:
expected_outputs:
execution_entry:

禁止事项

  • 不要按 tile 随机划分训练/测试;必须按 patient/case/slide 防泄漏。
  • 不要在未固定 magnification/MPP 时比较 morphology feature。
  • 不要丢失 tile 到 slide/case 的坐标和层级映射。

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.