mschallenge-skill
Use this skill whenever the user wants an end-to-end workflow for the Longitudinal MS Lesion Segmentation Challenge dataset, including data validation, multimodal processing of T1w, T2w, FLAIR, and PD, lesion segmentation, and QC integration. Triggers include: 'MS Lesion Challenge', 'MS Lesion', 'ISBI MS', 'longitudinal MS', 'multiple sclerosis lesion', or any request to run the MS lesion segmentation pipeline.
npx skills add BioTender-max/awesome-bio-agent-skills --skill mschallenge-skill --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# MS Challenge Skill (Dataset-Orchestration Layer) ## Overview `mschallenge-skill` is the NeuroClaw orchestration skill for the **Longitudinal MS Lesion Segmentation Challenge** dataset. It strictly follows the NeuroClaw hierarchical design principles: - This skill **only describes WHAT needs to be done** and **which tool skill to delegate to**. - It contains **no implementation code or concrete commands**. - All concrete execution is delegated to existing base/tool skills via `claw-shell`. - Companion scripts in `scripts/` provide reference implementations for data validation, lesion analysis, and QC. **Core workflow (never bypassed):** 1. Identify input MS Challenge data and target modalities. 2. Generate a **numbered execution plan** clearly stating WHAT needs to be done and which tool skill will handle each step. 3. Present the full plan, estimated runtime, resource requirements, and risks to the user and wait for explicit confirmation ("YES" / "execute" / "proceed"). 4. On confirmation, delegate every step to the appropriate skill via `claw-shell`. 5. After execution, save all outputs in a clean directory structure (`mschallenge_output/`). **Research use only.** --- ## Quick R
- Overview
- Quick Reference
- Dataset Characteristics
- Supported Modalities
- Directory Structure (Native)
- BIDS Preparation
- Script: scripts/validatemschallenge.py
- Core Workflow (Never Bypassed)
- Modality Processing Delegation
- Standard Output Layout
- Benchmark Adapter Guidance
- Safety and Execution Policy
- Important Notes and Limitations
- When to Call This Skill
python skills/mschallenge-skill/scripts/validate_mschallenge.py \
What does the mschallenge-skill skill do?
Use this skill whenever the user wants an end-to-end workflow for the Longitudinal MS Lesion Segmentation Challenge dataset, including data validation, multimodal processing of T1w, T2w, FLAIR, and PD, lesion segmentation, and QC integration. Triggers include: 'MS Lesion Challenge', 'MS Lesion', 'ISBI MS', 'longitudinal MS', 'multiple sclerosis lesion', or any request to run the MS lesion segmentation pipeline.
How do I install it?
Run `npx skills add BioTender-max/awesome-bio-agent-skills --skill mschallenge-skill --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From BioTender-max/awesome-bio-agent-skills, a repository with 135 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.