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ground-zeroshot Skill

AI Agent SkillJupyter NotebookOpen source

Ground CXR findings using MI2 zero-shot classification. Returns per-finding probabilities bucketed into positive/possible for the agent to use when writing the report. Published by microsoft in healthcareai-examples.

Decision snapshot

Is this a fit?

Best for

Design and media, Writing, Includes SKILL.md, Reusable instructions

Works with

Compatibility not yet detected.

Access

Permission behavior not yet detected.

Setup

Copy skill directory

Project health

2 months ago · MIT license

Considerations

No specific cautions were detected. Review the source and requested permissions before installing.

What is ground-zeroshot Skill?

Ground CXR findings using MI2 zero-shot classification. Returns per-finding probabilities bucketed into positive/possible for the agent to use when writing the report. Published by microsoft in healthcareai-examples. This profile combines repository metadata with install, compatibility, and usage signals so developers can quickly decide whether it fits their agent workflow before opening the source repository.

Trust signal
95/100
Maintenance signal
90/100
Adoption signal
57/100

Automated repository signals based on public metadata such as recency, license, installation evidence, and adoption. These are not a security audit or endorsement. See how SkillIndex evaluates profiles.

Key capabilities

  • Includes SKILL.md support
  • Reusable instructions support
  • Design and media
  • Writing
  • Design and media use cases
  • Writing use cases

Declared skill metadata

  • Source file: agentic/medimageinsight/skills/ground-zeroshot/SKILL.md

These fields retain source and confidence evidence from the indexed SKILL.md.

Compatibility and setup

Copy skill directory
  • Install or run with Copy skill directory

When to use ground-zeroshot Skill

  • Use it for design and media.
  • Use it for writing.

Built with

Jupyter NotebookCopy skill directory

Editorial notes

Source

  • Creator: microsoft
  • Repository: microsoft/healthcareai-examples
  • Skill file: agentic/medimageinsight/skills/ground-zeroshot/SKILL.md

What it does

Ground CXR findings using MI2 zero-shot classification. Returns per-finding probabilities bucketed into positive/possible for the agent to use when writing the report.

Skill instructions

ground-zeroshot Calls the MI2 zero-shot classifier and returns bucketed per-finding probabilities. Does not write a report — the agent produces the report using the write-report skill after grounding. Budget - Tool calls: 1 — exactly one mcpmedimageinsigzeroshotclassify call per image. - Do not retry on success. How to use 1. Resolve the image. If imagepath is an http(s) URL, pass it through to the tool unchanged — do NOT download it, curl it, or turn it into a local file; the MCP server fetches URLs itself. Otherwise it is a local path: the MCP tool runs in a different working directory, so if it is not absolute, resolve it via realpath; if it can't be resolved, ask the user. 2. Assemble the label list. Read the canonical label list from below and use those strings verbatim. Append any caller-provided extralabels. 3. Call the classifier. Call mcpmedimageinsigzeroshotclassify with filepath = absolute path and labels = assembled list. One call per image. 4. Bucket the scores. Use these

Verified compatibility and discovery

Frequently asked questions

What is ground-zeroshot?

ground-zeroshot is a open-source AI agent skill with Copy skill directory. Ground CXR findings using MI2 zero-shot classification. Returns per-finding probabilities bucketed into positive/possible for the agent to use when writing the report.

Who is ground-zeroshot best for?

ground-zeroshot is best for reusing agent instructions, scripts, and references, design and media workflows, writing workflows.

How do I install ground-zeroshot?

Install or run ground-zeroshot using Copy skill directory. Check ground-zeroshot for the latest setup command.

Is ground-zeroshot actively maintained?

ground-zeroshot may need a closer maintenance check before production use.

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Stars
192
Forks
50
Last commit
2 months ago
Last verified
Aug 30, 2026
Metadata fetched
Aug 30, 2026
Repository age
2 years
License
MIT

Project health auto-fetched from the source repository.

Maintain this resource?

Review this source-backed profile, send a correction with evidence, or link to it from your documentation. Claims verify your relationship to the project; profile facts still require source evidence and editorial review.

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