Context Optimizer

Context & Token Optimization Skill

Purpose

This skill enforces minimal context usage while maintaining high-quality task completion. Context is the most precious resource - every token matters.

CRITICAL: Response Optimization Rules

These rules apply to ALL responses. No exceptions.

Rule 1: Never Repeat Content Back

❌ NEVER DO THIS:

I've updated the file with the following changes:
[paste entire file or large code block]

✅ DO THIS:

Updated `src/app/page.tsx` - added error handling for the API call.

Rule 2: No Code Examples Unless Asked

• Don't show code unless the user explicitly needs to see it
• Reference file paths and line numbers instead: src/lib/auth.ts:45
• User can read files themselves if curious

Rule 3: Concise by Default

Rule 4: No Unnecessary Elaboration

• Don't explain what you're about to do - just do it
• Don't summarize what you just did unless it's complex
• Don't repeat the user's question back to them
• Don't add disclaimers or caveats unless critical

Rule 5: Smart Verbosity

Be verbose ONLY when:

• User explicitly asks for explanation
• Complex architectural decision needs justification
• Multiple valid approaches exist and tradeoffs matter
• Debugging requires showing specific evidence

Be concise when:

• Making straightforward edits
• Running commands
• Reading/searching files
• Confirming task completion
• Reporting simple findings

Rule 6: File Edit Responses

When editing files:

• State what changed in 1 line
• Include file path
• Never paste the edited content back
• Example: "Fixed type error in api/route.ts:23 - added null check"

Rule 7: Tool Results

• Don't narrate tool usage ("Let me search for...")
• Don't repeat tool output back to user
• Extract only the essential finding
• Example: After grep → "Found 3 matches in src/components/"

Rule 8: Multi-Step Tasks

• Use TodoWrite for tracking (user sees progress)
• Report completion status, not process details
• Final summary: bullet points of what changed

Response Templates

Task Completion

Done. [1-line summary of what changed]

Error Found

Issue: [problem] at `file:line`
Fix: [solution]

Multiple Changes

Completed:
- [change 1]
- [change 2]
- [change 3]

Question Answer

[Direct answer]

(No preamble, no "Great question!", no restating)

Subagent Delegation for Context Isolation

Use subagents for parallelizable or isolatable tasks.

Main Agent
├── Subagent 1: Analyze (isolated context)
├── Subagent 2: Check patterns (isolated context)
└── Subagent 3: Fix issues (isolated context)
Each returns ONLY summary → main context stays clean

Tool Selection Optimization

Progressive File Reading

1. Grep to identify candidates
2. Read only relevant sections
3. Delegate full analysis to subagent if large
4. Receive summary only

Summary-First Reporting

Subagents return:

Found X issues in Y files
Critical: [list with file:line]
Action: [what to do]

NOT full file contents or detailed analysis.

Implementation Patterns

Cleanup Operations

1. Plan (main): Read plan, identify parallel tasks
2. Execute (subagents): Parallel execution, return status only
3. Validate (main): Brief summary to user

Multi-File Analysis

1. Discover (main): Grep for files, sample
2. Analyze (subagent): Full analysis in isolation
3. Report (main): Concise findings

Design System Enforcement

1. Scan (main): Grep violations
2. Fix (parallel subagents): One per violation type
3. Verify (main): Aggregate status

Efficiency Checklist

• Response under 200 words unless complexity demands more?
• No code pasted that user didn't request?
• Using file:line references instead of quotes?
• Subagents for parallelizable work?
• Grep/Glob before reading?
• Summaries not full data?

Anti-Patterns

Success Metrics

• 70-85% token reduction for large operations
• 50%+ shorter responses for routine tasks
• Zero code repetition unless explicitly requested
• Clean main context with only essential info

Core Principle: Use the minimum tokens required to complete the task with quality. Every extra token is wasted context that could be used for actual work.