Scikit Learn
zLanqing/codex-claude-academic-skills
Machine learning in Python with scikit-learn. An agent skill from zLanqing/codex-claude-academic-skills.
Audit EEG/BCI model evaluation and prevent data leakage. An agent skill from Drchronx/ai-agent-research-starter-kit.
Install Eeg Model Evaluation Leakage
$ npx skills add Drchronx/ai-agent-research-starter-kit --skill eeg-model-evaluation-leakage -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit eeg-model-evaluation-leakage --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/'本地Skills功能分类库/15_BCI脑电智能建模Skills/eeg-model-evaluation-leakage' .claude/skills/eeg-model-evaluation-leakage && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "eeg-model-evaluation-leakage" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/15_BCI%E8%84%91%E7%94%B5%E6%99%BA%E8%83%BD%E5%BB%BA%E6%A8%A1Skills/eeg-model-evaluation-leakage into .claude/skills/eeg-model-evaluation-leakage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "eeg-model-evaluation-leakage", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/15_BCI%E8%84%91%E7%94%B5%E6%99%BA%E8%83%BD%E5%BB%BA%E6%A8%A1Skills/eeg-model-evaluation-leakageType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Drchronx/ai-agent-research-starter-kit --skill eeg-model-evaluation-leakage -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit eeg-model-evaluation-leakage --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/'本地Skills功能分类库/15_BCI脑电智能建模Skills/eeg-model-evaluation-leakage' .agents/skills/eeg-model-evaluation-leakage && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "eeg-model-evaluation-leakage" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/15_BCI%E8%84%91%E7%94%B5%E6%99%BA%E8%83%BD%E5%BB%BA%E6%A8%A1Skills/eeg-model-evaluation-leakage into .agents/skills/eeg-model-evaluation-leakage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "eeg-model-evaluation-leakage", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Drchronx/ai-agent-research-starter-kit --skill eeg-model-evaluation-leakage -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit eeg-model-evaluation-leakage --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/'本地Skills功能分类库/15_BCI脑电智能建模Skills/eeg-model-evaluation-leakage' .cursor/skills/eeg-model-evaluation-leakage && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "eeg-model-evaluation-leakage" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/15_BCI%E8%84%91%E7%94%B5%E6%99%BA%E8%83%BD%E5%BB%BA%E6%A8%A1Skills/eeg-model-evaluation-leakage into .cursor/skills/eeg-model-evaluation-leakage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "eeg-model-evaluation-leakage", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Drchronx/ai-agent-research-starter-kit.git --path '本地Skills功能分类库/15_BCI脑电智能建模Skills/eeg-model-evaluation-leakage'--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Drchronx/ai-agent-research-starter-kit --skill eeg-model-evaluation-leakage -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit eeg-model-evaluation-leakage --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/'本地Skills功能分类库/15_BCI脑电智能建模Skills/eeg-model-evaluation-leakage' .gemini/skills/eeg-model-evaluation-leakage && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "eeg-model-evaluation-leakage" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/15_BCI%E8%84%91%E7%94%B5%E6%99%BA%E8%83%BD%E5%BB%BA%E6%A8%A1Skills/eeg-model-evaluation-leakage into .gemini/skills/eeg-model-evaluation-leakage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "eeg-model-evaluation-leakage", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Drchronx/ai-agent-research-starter-kit eeg-model-evaluation-leakageInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Drchronx/ai-agent-research-starter-kit --skill eeg-model-evaluation-leakage -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .github/skills && cp -r skills-src/'本地Skills功能分类库/15_BCI脑电智能建模Skills/eeg-model-evaluation-leakage' .github/skills/eeg-model-evaluation-leakage && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "eeg-model-evaluation-leakage" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/15_BCI%E8%84%91%E7%94%B5%E6%99%BA%E8%83%BD%E5%BB%BA%E6%A8%A1Skills/eeg-model-evaluation-leakage into .github/skills/eeg-model-evaluation-leakage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "eeg-model-evaluation-leakage", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Drchronx/ai-agent-research-starter-kit --skill eeg-model-evaluation-leakage -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit eeg-model-evaluation-leakage --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/'本地Skills功能分类库/15_BCI脑电智能建模Skills/eeg-model-evaluation-leakage' .opencode/skills/eeg-model-evaluation-leakage && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "eeg-model-evaluation-leakage" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/15_BCI%E8%84%91%E7%94%B5%E6%99%BA%E8%83%BD%E5%BB%BA%E6%A8%A1Skills/eeg-model-evaluation-leakage into .opencode/skills/eeg-model-evaluation-leakage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "eeg-model-evaluation-leakage", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
eeg-model-evaluation-leakage- GitHub stars
- 137
- Token cost
- ~413 tokens
- SKILL.md length
- 142 words
- Files
- 3 (incl. scripts)
- Skills in repo
- 36
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Audit EEG/BCI model evaluation and prevent data leakage. An agent skill from Drchronx/ai-agent-research-starter-kit.
- Works in 6 steps: Identify all possible leakage paths:… → Match validation split to claim:… → Require nested CV when tuning… → …
- Subject-wise splits
- SKILL.md covers Inputs, Workflow, Hard Constraints and Output
- Runs Python scripts from its folder
What it does
Eeg Model Evaluation Leakage is an agent skill from Drchronx/ai-agent-research-starter-kit. Audit EEG/BCI model evaluation and prevent data leakage. Use for subject-wise splits, session-wise splits, trial-window leakage, nested cross-validation, permutation tests, confidence intervals, chance level, repeated runs, class imbalance, and reproducible EEG ML evaluation.
Its SKILL.md is about 410 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including scripts (for example `agents/openai.yaml` and `scripts/create_bci_evaluation_audit.py`).
It sits in Data & Analytics, covering Machine learning. The repository describes itself as: AI Agent 科研全流程教学包，能教学生从零部署 Codex、Claude Code、OpenClaw、Hermes 等 Agent，学会使用 Skills、飞书、AMiner、AI4Scholar、Zotero、Obsidian…
When your agent uses it
- Subject-wise splits
- Session-wise splits
- Trial-window leakage
- Nested cross-validation
Example prompts
- “/eeg-model-evaluation-leakage”
Requirements
- Python 3
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Identify all possible leakage paths: preprocessing, filtering, normalization, feature selection, windows, augmentation, hyperparameters…
- Match validation split to claim: within-subject, cross-session, cross-subject, or online.
- Require nested CV when tuning hyperparameters.
- Compute appropriate metrics: balanced accuracy, AUC, F1, confusion matrix, kappa, ITR when relevant.
- Estimate uncertainty with subject-level confidence intervals or paired tests.
- Run permutation or label-shuffle tests when needed.
What it can do on your machine
Read from SKILL.md and the folder at commit aab1133. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 1 file in scripts/ (Python), which the agent can run.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Eeg Model Evaluation Leakage loads about 413 tokens when it runs. Until then it costs about 76 tokens; SKILL.md has 142 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 142 words (~413 tokens).
“Use this skill before trusting any EEG/BCI accuracy number.”
- name
- eeg-model-evaluation-leakage
Files
SKILL.md and 2 other files (scripts) in 本地Skills功能分类库/15_BCI脑电智能建模Skills/eeg-model-evaluation-leakage of Drchronx/ai-agent-research-starter-kit.
- SKILL.md
- agents/openai.yaml
- scripts/create_bci_evaluation_audit.py
Open the folder on GitHubat commit aab1133
Compare with similar skills
Eeg Model Evaluation Leakage next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Eeg Model Evaluation Leakage this skillDrchronx/ai-agent-research-starter-kit | 137 | — | ~413 | Automated safety check: Pass | Custom licence | |
| Scikit LearnzLanqing/codex-claude-academic-skills | 4.7k | 16 repos | ~3.9k | Automated safety check: Pass | BSD-3-Clause | |
| Agentic Kaggle WorkflowFrankS-IntelLab/agentic-kaggle-skill | 188 | — | ~4k | Automated safety check: Pass | MIT | |
| Senior Data ScientistRaidriar7170/hermes-skilleval | 125 | 5 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Geomlitalo-goncalves/geoML | 109 | — | ~4.6k | Automated safety check: Pass | GPL-3.0 | |
| QuantMind Training Config Generatorqusong0627/QuantMind | 1.7k | — | ~1.5k | Automated safety check: Pass | AGPL-3.0 |
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Related
Categories
Questions about Eeg Model Evaluation Leakage
What does Eeg Model Evaluation Leakage do?
Audit EEG/BCI model evaluation and prevent data leakage. An agent skill from Drchronx/ai-agent-research-starter-kit. Eeg Model Evaluation Leakage is an agent skill from Drchronx/ai-agent-research-starter-kit. Audit EEG/BCI model evaluation and prevent data leakage.
When should I use Eeg Model Evaluation Leakage?
Eeg Model Evaluation Leakage fits situations like: subject-wise splits; session-wise splits; trial-window leakage; nested cross-validation.
How do I install Eeg Model Evaluation Leakage in Claude Code?
Run `npx skills add Drchronx/ai-agent-research-starter-kit --skill eeg-model-evaluation-leakage -a claude-code`. Or copy the skill folder (本地Skills功能分类库/15_BCI脑电智能建模Skills/eeg-model-evaluation-leakage in Drchronx/ai-agent-research-starter-kit) into .claude/skills/eeg-model-evaluation-leakage in your project. Claude Code loads it when a task matches its description.
How do I install Eeg Model Evaluation Leakage in Codex?
Run `npx skills add Drchronx/ai-agent-research-starter-kit --skill eeg-model-evaluation-leakage -a codex`. Or copy the skill folder (本地Skills功能分类库/15_BCI脑电智能建模Skills/eeg-model-evaluation-leakage in Drchronx/ai-agent-research-starter-kit) into .agents/skills/eeg-model-evaluation-leakage in your project. Codex loads it when a task matches its description.
Can I use Eeg Model Evaluation Leakage in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Drchronx/ai-agent-research-starter-kit --skill eeg-model-evaluation-leakage -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/eeg-model-evaluation-leakage, .gemini/skills/eeg-model-evaluation-leakage, .github/skills/eeg-model-evaluation-leakage and .opencode/skills/eeg-model-evaluation-leakage in your project.
What does Eeg Model Evaluation Leakage need to run?
Going by SKILL.md and its folder, Eeg Model Evaluation Leakage needs Python for the scripts in its folder. Our summary lists: Python 3.
Does Eeg Model Evaluation Leakage access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Eeg Model Evaluation Leakage safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Eeg Model Evaluation Leakage use?
Eeg Model Evaluation Leakage has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Eeg Model Evaluation Leakage use?
About 413 tokens (SKILL.md is roughly 1.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Eeg Model Evaluation Leakage?
Skills that share tags, products or a category with Eeg Model Evaluation Leakage: Scikit Learn (zLanqing/codex-claude-academic-skills, 4.7k stars), Agentic Kaggle Workflow (FrankS-IntelLab/agentic-kaggle-skill, 188 stars), Senior Data Scientist (Raidriar7170/hermes-skilleval, 125 stars) and Geoml (italo-goncalves/geoML, 109 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Eeg Model Evaluation Leakage?
Drchronx (a GitHub user) maintains it in Drchronx/ai-agent-research-starter-kit, which has 137 GitHub stars. The repository holds 36 skills in this directory. The repository was last updated on May 19, 2026.
Source: Drchronx/ai-agent-research-starter-kit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.