r3dlex/oh-my-antigravity/context-optimize

Claude Code and agent skill by r3dlex/oh-my-antigravity

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Analyze and compress context for higher signal-to-noise ratio. Use when GEMINI.md or session context is bloated and needs cleanup.

Install

npx vskill@latest install r3dlex/oh-my-antigravity/context-optimize

SKILL.md

Context Optimize Skill (oh-my-antigravity)

Quick Start

  • Measure current context size, identify low-signal sections, then propose the smallest cleanup that improves signal density.

Optimize prompt and context files for maximum signal density.

Quick Start

  • GEMINI.md or context files have grown large and unfocused
  • Session context feels bloated with stale information
  • Token budget is tight and every token must count
  • After a major feature addition that expanded context

Workflow

  1. Audit: Measure current context size and composition
  2. Score: Rate each section for signal density (useful / total tokens)
  3. Identify issues: Flag duplicates, stale entries, verbose sections
  4. Propose changes: Show diff of recommended optimizations
  5. Apply: With user approval, apply the optimizations

Optimization Strategies

StrategyDescriptionRisk
DeduplicateRemove repeated instructions across layersLow
CompressShorten verbose sections preserving meaningLow
PrioritizeMove high-signal content earlier in contextLow
PruneRemove stale or irrelevant entriesMedium
RestructureImprove formatting for model parsingLow

Metrics

Before: 4,200 tokens | Signal: 62% | Redundancy: 18% | Stale: 12%
After: 2,800 tokens | Signal: 89% | Redundancy: 3% | Stale: 0%
Savings: 33% token reduction

5-Layer Context Model

oh-my-antigravity contexts follow this priority hierarchy:

  1. System/Runtime: Gemini CLI constraints (immutable)
  2. Project Standards: GEMINI.md + context/omg-core.md
  3. Session Memory: .omg/state/, memory entries
  4. Active Task: Current plan, taskboard, PRD
  5. Execution Traces: Recent iteration results

Optimization targets layers 2-5 (layer 1 is immutable).

Safety Rules

  • Never remove user-authored content without confirmation
  • Always show diff before applying changes
  • Preserve semantic meaning — compress, don't delete meaning
  • Back up original before modifying

Related commands

  • /omg:optimize — quick context optimization command
  • /omg:memory compact — compact memory entries specifically

Security

  • Security scanPassed, 95 of 100Pattern checks on the skill's files.
  • Model reviewPassed

Quality evaluation

  • Task evaluationNot runNo evaluation yet. Run one in Skill Studio.

Source

Popularity

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