token-budget-advisor

Estimate input tokens and set session-level response depth before answering.

2|Updated Mar 3, 2026
One-click install
npx skills add https://github.com/MomoDaviluke/star-citizen-promotion --skill token-budget-advisor-momodaviluke
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: token-budget-advisor
Source: https://github.com/MomoDaviluke/star-citizen-promotion/tree/main/.agents/skills/ecc/token-budget-advisor
Command: npx skills add https://github.com/MomoDaviluke/star-citizen-promotion --skill token-budget-advisor-momodaviluke

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

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

Core Features & Use Cases

  • Intercepts the response flow to present depth options before answering.
  • Estimates input tokens and response size using a heuristic budget.
  • Maintains session-level depth preferences and applies them to subsequent prompts.

Quick Start

Set a preferred depth (e.g., 50% depth) and then ask your question to have the response aligned to that level.

Frequently Asked Questions about token-budget-advisor

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I control AI response length to save tokens before an answer is generated?

To control AI response length and save tokens, you can set a preferred depth level before submitting your prompt. This approach intercepts the response flow to present depth options, estimating input tokens and response size to guide generation.

Can I switch between concise and exhaustive outputs in the same conversation session?

Yes, you can switch between concise and exhaustive outputs in the same conversation session. The system maintains session-level depth settings, allowing you to adjust your response depth preferences and apply them to subsequent prompts.

What is the best way to minimize token usage when asking AI complex questions?

The best way to minimize token usage for complex questions is to apply a heuristic token budget. By presenting four depth levels before a response is generated, you can limit depth and align the output to your exact needs.

How do I set a specific token budget percentage for my AI prompts?

To set a specific token budget percentage for your AI prompts, simply declare your preferred depth level, such as 50% depth, before asking your question. The system will estimate input tokens and align the response to that level.

Does this token budgeting approach work without integrating external components?

Yes, this token budgeting approach works without integrating external components. It operates independently by intercepting the response flow and using a heuristic budget to estimate input tokens and manage session-level depth settings.

What are the limitations of using heuristic budgets for conversation management?

When using heuristic budgets for conversation management, the limitation is that response size estimation is an approximation rather than an exact count. Depth control is guided by presenting four levels, which may not yield precise token limits for highly constrained environments.