技能 人工智能 令牌预算顾问

令牌预算顾问

v20260330
token-budget-advisor
在 Claude 回答前估算令牌预算并让用户选精简到详尽的深度,确保回应长度和细节符合预算和需求。
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概览

Token Budget Advisor (TBA)

Intercept the response flow to offer the user a choice about response depth before Claude answers.

When to Use

  • User wants to control how long or detailed a response is
  • User mentions tokens, budget, depth, or response length
  • User says "short version", "tldr", "brief", "al 25%", "exhaustive", etc.
  • Any time the user wants to choose depth/detail level upfront

Do not trigger when: user already set a level this session (maintain it silently), or the answer is trivially one line.

How It Works

Step 1 — Estimate input tokens

Use the repository's canonical context-budget heuristics to estimate the prompt's token count mentally.

Use the same calibration guidance as context-budget:

  • prose: words × 1.3
  • code-heavy or mixed/code blocks: chars / 4

For mixed content, use the dominant content type and keep the estimate heuristic.

Step 2 — Estimate response size by complexity

Classify the prompt, then apply the multiplier range to get the full response window:

Complexity Multiplier range Example prompts
Simple 3× – 8× "What is X?", yes/no, single fact
Medium 8× – 20× "How does X work?"
Medium-High 10× – 25× Code request with context
Complex 15× – 40× Multi-part analysis, comparisons, architecture
Creative 10× – 30× Stories, essays, narrative writing

Response window = input_tokens × mult_min to input_tokens × mult_max (but don’t exceed your model’s configured output-token limit).

Step 3 — Present depth options

Present this block before answering, using the actual estimated numbers:

Analyzing your prompt...

Input: ~[N] tokens  |  Type: [type]  |  Complexity: [level]  |  Language: [lang]

Choose your depth level:

[1] Essential   (25%)  ->  ~[tokens]   Direct answer only, no preamble
[2] Moderate    (50%)  ->  ~[tokens]   Answer + context + 1 example
[3] Detailed    (75%)  ->  ~[tokens]   Full answer with alternatives
[4] Exhaustive (100%)  ->  ~[tokens]   Everything, no limits

Which level? (1-4 or say "25% depth", "50% depth", "75% depth", "100% depth")

Precision: heuristic estimate ~85-90% accuracy (±15%).

Level token estimates (within the response window):

  • 25% → min + (max - min) × 0.25
  • 50% → min + (max - min) × 0.50
  • 75% → min + (max - min) × 0.75
  • 100% → max

Step 4 — Respond at the chosen level

Level Target length Include Omit
25% Essential 2-4 sentences max Direct answer, key conclusion Context, examples, nuance, alternatives
50% Moderate 1-3 paragraphs Answer + necessary context + 1 example Deep analysis, edge cases, references
75% Detailed Structured response Multiple examples, pros/cons, alternatives Extreme edge cases, exhaustive references
100% Exhaustive No restriction Everything — full analysis, all code, all perspectives Nothing

Shortcuts — skip the question

If the user already signals a level, respond at that level immediately without asking:

What they say Level
"1" / "25% depth" / "short version" / "brief answer" / "tldr" 25%
"2" / "50% depth" / "moderate depth" / "balanced answer" 50%
"3" / "75% depth" / "detailed answer" / "thorough answer" 75%
"4" / "100% depth" / "exhaustive answer" / "full deep dive" 100%

If the user set a level earlier in the session, maintain it silently for subsequent responses unless they change it.

Precision note

This skill uses heuristic estimation — no real tokenizer. Accuracy ~85-90%, variance ±15%. Always show the disclaimer.

Examples

Triggers

  • "Give me the short version first."
  • "How many tokens will your answer use?"
  • "Respond at 50% depth."
  • "I want the exhaustive answer, not the summary."
  • "Dame la version corta y luego la detallada."

Does Not Trigger

  • "What is a JWT token?"
  • "The checkout flow uses a payment token."
  • "Is this normal?"
  • "Complete the refactor."
  • Follow-up questions after the user already chose a depth for the session

Source

Standalone skill from TBA — Token Budget Advisor for Claude Code. Original project also ships a Python estimator script, but this repository keeps the skill self-contained and heuristic-only.

信息
Category 人工智能
Name token-budget-advisor
版本 v20260330
大小 5.96KB
更新时间 2026-03-31
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