Agent Skill
Golden Jupyter Topics skill
golden-jupyter-topicsyusufkaraaslan/Skill_Seekerstests/golden/phase2/jupyter_topics/SKILL.md
Use when testing the golden_jupyter_topics golden build
always on
17 tokname + description
once used
850 tokSKILL.md body
bundled files
52 KB
repo stars
15kGitHub
Install the Golden Jupyter Topics skill
Skills CLI (Claude Code, Codex, Cursor and others)
npx skills add https://github.com/yusufkaraaslan/Skill_Seekers --skill golden-jupyter-topics
Claude Code, by hand (all projects)
git clone --depth 1 https://github.com/yusufkaraaslan/Skill_Seekers.git /tmp/Skill_Seekers mkdir -p ~/.claude/skills cp -R /tmp/Skill_Seekers/tests/golden/phase2/jupyter_topics ~/.claude/skills/golden-jupyter-topics
For one project only, copy the folder into .claude/skills/ in that project instead. The agent picks it up when a task matches its description.
What it costs your context
Agent Skills load in three steps. Tokens counted with the o200k tokenizer; your model's count will differ a little.
| When | What loads | Cost |
|---|---|---|
| Every session | Name and description | 17 tok |
| When the agent uses it | The SKILL.md instructions | 850 tok |
| Only if opened | 5 bundled files (2 KB) | varies |
Until it is used, golden-jupyter-topics costs about 80× less than the median MCP server we measured (1,362 tokens on every turn). Installing all 26 skills from yusufkaraaslan/Skill_Seekers would load 397 tokens of descriptions. Skills vs MCP study
Checks
- The name doesn't match its folder name, as the specification requires.
Checked 2026-10-22 · method
What's inside
The headings of its SKILL.md. Read the full file on GitHub.
- GoldenJupyterTopics Notebook Skill
- 📋 Notebook Information
- 💡 When to Use This Skill
- 📖 Section Overview
- 🔑 Key Concepts
- 📦 Dependencies
- ⚡ Quick Reference
- 📝 Code Examples
- Bash Examples (1)
- Python Examples (3)
- 📊 Notebook Statistics
- 🗺️ Navigation
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