content-retrieval
✓Token-efficient retrieval using depth levels (L0-L5) and heading-based sections. Use for any file reads.
Installation
SKILL.md
Token-efficient retrieval system using markdown-native section detection.
Core Principle: Never read a full file when partial content suffices.
| L0 | Exists? | Grep(output: fileswithmatches) | 1 | | L1 | Count? | Grep(output: count) | 1 | | L2 | Lookup value | Grep(pattern, -C:2) | 5 | | L3 | Overview | Read(limit: 40) | 40 | | L4 | Section | Grep heading → Read(offset, limit) | 50 | | L5 | Full | Read() - justify first | All |
Token-efficient retrieval using depth levels (L0-L5) and heading-based sections. Use for any file reads. Source: thapaliyabikendra/ai-artifacts.
Facts (cite-ready)
Stable fields and commands for AI/search citations.
- Install command
npx skills add https://github.com/thapaliyabikendra/ai-artifacts --skill content-retrieval- Category
- </>Dev Tools
- Verified
- ✓
- First Seen
- 2026-02-01
- Updated
- 2026-02-18
Quick answers
What is content-retrieval?
Token-efficient retrieval using depth levels (L0-L5) and heading-based sections. Use for any file reads. Source: thapaliyabikendra/ai-artifacts.
How do I install content-retrieval?
Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.) Copy and run this command: npx skills add https://github.com/thapaliyabikendra/ai-artifacts --skill content-retrieval Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code or Cursor
Where is the source repository?
https://github.com/thapaliyabikendra/ai-artifacts
Details
- Category
- </>Dev Tools
- Source
- skills.sh
- First Seen
- 2026-02-01