seed-iv-skill
Use this skill whenever the user wants an end-to-end workflow for the SEED-IV (SJTU Emotion EEG Dataset - 4 emotions) dataset, including EEG validation, preprocessing, feature extraction, and emotion classification. Triggers include: 'SEED-IV', 'SEED4', 'emotion EEG', 'EEG emotion recognition', 'process SEED-IV', or any request to run the SEED-IV pipeline.
npx skills add BioTender-max/awesome-bio-agent-skills --skill seed-iv-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.
# SEED-IV Skill (Dataset-Orchestration Layer) ## Overview `seed-iv-skill` is the NeuroClaw orchestration skill for the **SEED-IV (SJTU Emotion EEG Dataset - 4 emotions)** dataset, developed by the BCMI Lab at Shanghai Jiao Tong University. 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 EEG validation, feature extraction, and classification. **Core workflow (never bypassed):** 1. Identify input SEED-IV data and target analysis. 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 (`
- Overview
- Quick Reference
- Dataset Characteristics
- Supported Modalities
- SEED-IV Emotion Labels
- BIDS Preparation
- Script: scripts/validateseediv.py
- Core Workflow (Never Bypassed)
- Standard Output Layout
- Benchmark Adapter Guidance
- Safety and Execution Policy
- Important Notes and Limitations
- When to Call This Skill
- Complementary / Related Skills
python skills/seed-iv-skill/scripts/validate_seed_iv.py \
What does the seed-iv-skill skill do?
Use this skill whenever the user wants an end-to-end workflow for the SEED-IV (SJTU Emotion EEG Dataset - 4 emotions) dataset, including EEG validation, preprocessing, feature extraction, and emotion classification. Triggers include: 'SEED-IV', 'SEED4', 'emotion EEG', 'EEG emotion recognition', 'process SEED-IV', or any request to run the SEED-IV pipeline.
How do I install it?
Run `npx skills add BioTender-max/awesome-bio-agent-skills --skill seed-iv-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.