Scikit Learn
zLanqing/codex-claude-academic-skills
Machine learning in Python with scikit-learn. An agent skill from zLanqing/codex-claude-academic-skills.
Design and audit BCI and EEG machine-learning data structures.
Install Bci Data Structure
$ npx skills add Drchronx/ai-agent-research-starter-kit --skill bci-data-structure -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit bci-data-structure --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/bci-data-structure' .claude/skills/bci-data-structure && 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 "bci-data-structure" 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/bci-data-structure into .claude/skills/bci-data-structure/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bci-data-structure", 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/bci-data-structureType 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 bci-data-structure -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit bci-data-structure --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/bci-data-structure' .agents/skills/bci-data-structure && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "bci-data-structure" 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/bci-data-structure into .agents/skills/bci-data-structure/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bci-data-structure", 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 bci-data-structure -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit bci-data-structure --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/bci-data-structure' .cursor/skills/bci-data-structure && 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 "bci-data-structure" 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/bci-data-structure into .cursor/skills/bci-data-structure/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bci-data-structure", 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/bci-data-structure'--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 bci-data-structure -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit bci-data-structure --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/bci-data-structure' .gemini/skills/bci-data-structure && 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 "bci-data-structure" 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/bci-data-structure into .gemini/skills/bci-data-structure/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bci-data-structure", 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 bci-data-structureInstalls 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 bci-data-structure -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/bci-data-structure' .github/skills/bci-data-structure && 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 "bci-data-structure" 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/bci-data-structure into .github/skills/bci-data-structure/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bci-data-structure", 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 bci-data-structure -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 bci-data-structure --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/bci-data-structure' .opencode/skills/bci-data-structure && 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 "bci-data-structure" 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/bci-data-structure into .opencode/skills/bci-data-structure/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bci-data-structure", 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
bci-data-structure- GitHub stars
- 135
- Token cost
- ~429 tokens
- SKILL.md length
- 166 words
- Files
- 4 (incl. scripts, references)
- Skills in repo
- 36
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Design and audit BCI and EEG machine-learning data structures.
- Works in 6 steps: Define the unit hierarchy: subject ->… → Create a metadata table with subject,… → Decide split units before modeling:… → …
- Subject/session/run/trial organization
- SKILL.md covers Inputs, Workflow, Hard Constraints and Output
- Runs Python scripts from its folder
What it does
Bci Data Structure is an agent skill from Drchronx/ai-agent-research-starter-kit. Design and audit BCI and EEG machine-learning data structures. Use for subject/session/run/trial organization, labels, metadata, train-test split units, BIDS-like EEG folders, feature tables, event logs, class balance, and reproducible BCI project structure.
Its SKILL.md is about 430 tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including scripts and reference files (for example `agents/openai.yaml`, `references/bci-project-checklist.md` and `scripts/create_bci_metadata_template.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/session/run/trial organization
- Train-test split units
- BIDS-like EEG folders
- Reproducible BCI project structure
Example prompts
- “/bci-data-structure”
Requirements
- Python 3
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Define the unit hierarchy: subject -> session -> run -> trial -> window.
- Create a metadata table with subject, session, run, trial, label, condition, timestamp, and file path.
- Decide split units before modeling: trial-level, session-level, or subject-level.
- Audit class balance by subject and session.
- Define raw, processed, features, models, reports, and logs folders.
- Produce a data dictionary and leakage-risk notes.
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
Bci Data Structure loads about 429 tokens when it runs, and up to ~636 if it reads all its reference files. Until then it costs about 69 tokens; SKILL.md has 166 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 166 words (~429 tokens).
“Use this skill before building any EEG/BCI model. Most BCI failures start with unclear subject, session, trial, and label structure.”
- name
- bci-data-structure
Files
SKILL.md and 3 other files (scripts, references) in 本地Skills功能分类库/15_BCI脑电智能建模Skills/bci-data-structure of Drchronx/ai-agent-research-starter-kit.
- SKILL.md
- agents/openai.yaml
- references/bci-project-checklist.md
- scripts/create_bci_metadata_template.py
Open the folder on GitHubat commit aab1133
Compare with similar skills
Bci Data Structure 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 |
|---|---|---|---|---|---|---|
| Bci Data Structure this skillDrchronx/ai-agent-research-starter-kit | 135 | — | ~429 | Automated safety check: Pass | Custom licence | |
| Scikit LearnzLanqing/codex-claude-academic-skills | 4.6k | 17 repos | ~3.9k | Automated safety check: Pass | BSD-3-Clause | |
| Senior Data ScientistRaidriar7170/hermes-skilleval | 125 | 6 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Agentic Kaggle WorkflowFrankS-IntelLab/agentic-kaggle-skill | 188 | — | ~4k | Automated safety check: Pass | MIT | |
| Retention Analysisliangdabiao/claude-data-analysis-ultra-main | 290 | 1 repos | ~1.3k | Automated safety check: Notes | None | |
| Geomlitalo-goncalves/geoML | 109 | — | ~4.2k | Automated safety check: Pass | GPL-3.0 |
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Related
Categories
Questions about Bci Data Structure
What does Bci Data Structure do?
Design and audit BCI and EEG machine-learning data structures. Bci Data Structure is an agent skill from Drchronx/ai-agent-research-starter-kit. Design and audit BCI and EEG machine-learning data structures.
When should I use Bci Data Structure?
Bci Data Structure fits situations like: subject/session/run/trial organization; train-test split units; BIDS-like EEG folders; reproducible BCI project structure.
How do I install Bci Data Structure in Claude Code?
Run `npx skills add Drchronx/ai-agent-research-starter-kit --skill bci-data-structure -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/bci-data-structure in Drchronx/ai-agent-research-starter-kit) into .claude/skills/bci-data-structure in your project. Claude Code loads it when a task matches its description.
How do I install Bci Data Structure in Codex?
Run `npx skills add Drchronx/ai-agent-research-starter-kit --skill bci-data-structure -a codex`. Or copy the skill folder (本地Skills功能分类库/15_BCI脑电智能建模Skills/bci-data-structure in Drchronx/ai-agent-research-starter-kit) into .agents/skills/bci-data-structure in your project. Codex loads it when a task matches its description.
Can I use Bci Data Structure 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 bci-data-structure -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/bci-data-structure, .gemini/skills/bci-data-structure, .github/skills/bci-data-structure and .opencode/skills/bci-data-structure in your project.
What does Bci Data Structure need to run?
Going by SKILL.md and its folder, Bci Data Structure needs Python for the scripts in its folder. Our summary lists: Python 3.
Does Bci Data Structure 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 Bci Data Structure 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 Bci Data Structure use?
Bci Data Structure 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 Bci Data Structure use?
About 429 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. Its references folder adds about 207 tokens, read only when the agent opens those files.
What are the alternatives to Bci Data Structure?
Skills that share tags, products or a category with Bci Data Structure: Scikit Learn (zLanqing/codex-claude-academic-skills, 4.6k stars), Senior Data Scientist (Raidriar7170/hermes-skilleval, 125 stars), Agentic Kaggle Workflow (FrankS-IntelLab/agentic-kaggle-skill, 188 stars) and Retention Analysis (liangdabiao/claude-data-analysis-ultra-main, 290 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Bci Data Structure?
Drchronx (a GitHub user) maintains it in Drchronx/ai-agent-research-starter-kit, which has 135 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.