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finops

Attribute AI token costs to projects, councils, and agent phases.

Updated Apr 21, 2026
Search Tags:#observability#finops#token-tracking#cost-attribution#councils#budget-integration
One-click install
npx skills add https://github.com/brucebanner010198-commits/DevSecOps-Agency --skill finops-brucebanner010198-commits
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: finops
Source: https://github.com/brucebanner010198-commits/DevSecOps-Agency/tree/main/skills/finops
Command: npx skills add https://github.com/brucebanner010198-commits/DevSecOps-Agency --skill finops-brucebanner010198-commits

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Cost attribution for AI usage across the agency, enabling transparent FinOps by linking token spend to specific projects, internal councils, and agent phases.

Core Features & Use Cases

  • Four-column token tracking for all LLM calls: prompt_tokens, tool_tokens, memory_tokens, and response_tokens.
  • Three-dimension attribution: project, council, and agent-phase tagging to support precise roll-ups and governance.
  • Quarterly roll-ups and budget integration: feeds portfolio audits and observability data to improve cost control and reporting.

Quick Start

Trace a recent project’s AI spend and attribute it by project, council, and agent phase to generate a FinOps view.

Frequently Asked Questions about finops

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

FAQPage Schema
How do I attribute AI token costs across multiple projects and councils?▼

Attribute AI token costs by tagging usage with three dimensions: project, council, and agent phase. This enables precise cost roll-ups and governance for transparent FinOps across complex multi-tenant workflows.

What is four-column token tracking for AI usage cost attribution?▼

Four-column token tracking records prompt_tokens, tool_tokens, memory_tokens, and response_tokens for all LLM calls. This granular breakdown supports accurate cost attribution and versioned rate tables with append-only logs.

Can I generate quarterly roll-ups and integrate AI spend with budget data?▼

Yes, quarterly roll-ups integrate AI usage costs with budget and observability data. This feeds portfolio audits and improves cost control reporting across the agency's token streams.

How do I trace a recent project's AI spend by agent phase?▼

Trace AI spend by attributing token usage to specific projects, councils, and agent phases. This generates a transparent FinOps view linking token consumption to exact workflow stages.

Does this support versioned rate tables for multi-tenant cost attribution?▼

Yes, versioned rate tables with append-only logs support multi-tenant cost attribution. They maintain accurate historical rate tracking for complex agency workflows across various token streams.

Why do I need three-dimension attribution for AI cost control?▼

Three-dimension attribution tags costs by project, council, and agent phase to support precise roll-ups and governance. It solves transparent FinOps by linking token spend to specific internal entities and workflow stages.

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