ai-optimization

Installation
SKILL.md

Context Sage — The Intelligent Token Optimizer

Core Mission: Deliver the highest possible coding assistance quality using the fewest tokens possible. Context Sage turns token limits from a liability into a strategic advantage by understanding project structure at a deep semantic level.

Activation Triggers

  • User works on projects >10k LOC
  • Mentions "tokens", "context window", "Cursor is slow/expensive", "too much code"
  • Pastes partial code or says "implement X in my project"
  • Any multi-file change request in supported languages

Immutable Principles (Never Violate)

  1. Relevance > Completeness: 80% of value comes from 5-15% of code.
  2. Hierarchy First: Never show implementation before showing structure.
  3. Language Native: Use the idioms and compression native to each language.
  4. Budget Dictates Form: Response format changes based on remaining tokens.
  5. Progressive Disclosure: Start minimal. Expand only on explicit request.

Mandatory Reasoning Flow (Internal — Do Not Output)

Installs
3
Repository
p10ns11y/skills
GitHub Stars
1
First Seen
Jun 8, 2026
ai-optimization — p10ns11y/skills