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context-optimizer

Optimize token usage and context management. Use when sessions feel slow, context is degraded, or you're running out of budget.

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包含的文件(1)

  • SKILL.md3.4 KB

SKILL.md(原文)

安装前可以查看交给 AI 代理的指令内容。

Context Optimizer

Manage your context window and token budget effectively.

Quick Diagnosis

  1. Run /context to check current usage
  2. If > 70% → compact now before it degrades
  3. If > 90% → you're in the "dumb zone", compact immediately

Optimization Strategies

Immediate

ActionSavesWhen
/compact30-50% contextAt task boundaries
Disable unused MCPs~5% per MCPWhen switching domains
Use subagents for explorationKeeps main context cleanHeavy search/read tasks
Fresh session via /resume100% resetWhen starting unrelated work

Configuration

Set proactive auto-compaction:

{
  "env": {
    "CLAUDE_AUTOCOMPACT_PCT_OVERRIDE": "50"
  }
}

MCP Audit

Keep <10 MCPs enabled, <80 tools total. Each MCP adds overhead to every request.

/mcp          # List active servers
# Disable what you're not using

Prompt Engineering for Token Efficiency

  • Scope your prompts: "In src/auth/, fix the login bug"
  • Provide constraints: "Don't modify the middleware"
  • Give acceptance criteria: "Should return 429 after 5 attempts"
  • Avoid vague prompts: "Fix the code" (forces Claude to read everything)

Subagent Delegation

Heavy operations that generate lots of output should go to subagents:

  • Test suite output → subagent
  • Large file exploration → subagent
  • Documentation generation → subagent
  • Log analysis → subagent

The main session stays clean while subagents handle the volume.

Context Budget Planning

PhaseTarget UsageAction If Over
Planning< 20%Keep plans concise
Implementation< 60%Compact between files
Testing< 80%Delegate to subagent
Review< 90%Start fresh session

Token Efficiency

Output Reduction (40-60% savings)

  • No sycophantic openers ("Sure!", "Great question!")
  • No closing fluff ("Let me know if you need anything!")
  • No prompt restatement before answering
  • Code first, explanation only if non-obvious
  • Structured output (tables, bullets) over prose
  • ASCII only: -- not em dashes, straight quotes not smart quotes

Behavioral Efficiency

  • One-pass coding: complete solution, test once, stop if green
  • Read before write: never modify unread files
  • No re-reads: don't re-read unchanged files
  • Tool-call budgets: 20 (quick fix) to 80 (large feature)
  • Never iterate more than twice on the same failure

Task Profiles

Switch response style based on context:

  • Coding: code first, minimal explanation, simplest solution
  • Agent/Pipeline: structured output only, no prose, parseable
  • Analysis: finding first, tables over paragraphs, sourced numbers

CLAUDE.md Optimization

  • Root CLAUDE.md: < 60 lines ideal, < 150 max
  • Move package-specific info to package-level CLAUDE.md
  • Move personal preferences to CLAUDE.local.md
  • Remove obvious or rapidly-changing information

When Context Is Degraded

Signs:

  • Claude repeats itself or forgets earlier context
  • Responses become generic or lose project-specific knowledge
  • Tool calls start failing for reasons that worked earlier

Fix:

  1. Manual /compact
  2. If still bad: new session with /resume
  3. For recurring issues: reduce CLAUDE.md size, disable MCPs

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