auto-co-meta: Skill for Claude Code

.claude/skills/financial-unit-economics/SKILL.md

financial-unit-economics is a skill for Claude Code from NikitaDmitrieff/auto-co-meta. It costs 80 tokens per session (3,472 once invoked), scanned A, original, MIT.

A framework for measuring whether each customer, product, or transaction makes money. It covers metrics such as customer acquisition cost (CAC), customer lifetime value (LTV), contribution margin, and payback period.

In plain words
What is it for?
Use it to test business viability, set prices, compare marketing channels, assess growth plans, and prepare investor metrics.
Why use it?
It shows whether a business model can become profitable as it grows. It also reveals when pricing, marketing spending, or customer retention needs to change.

Skill for Claude Code

Written for Claude Code: installed under .claude/. Also seen: positional $N argument.

This is NikitaDmitrieff/auto-co-meta's own configuration. It tells Claude Code how to work on auto-co-meta itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything auto-co-meta configures →

Reuse

Borrowing it

Nothing to install: this file belongs to NikitaDmitrieff/auto-co-meta. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/NikitaDmitrieff/auto-co-meta/main/.claude/skills/financial-unit-economics/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/NikitaDmitrieff/auto-co-meta

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for financial-unit-economics

README.md
[![agentmods](https://agentmods.dev/badge/skills/nikitadmitrieff/auto-co-meta/financial-unit-economics/github.svg)](https://agentmods.dev/skills/nikitadmitrieff/auto-co-meta/financial-unit-economics)
Your own site
<a href="https://agentmods.dev/skills/nikitadmitrieff/auto-co-meta/financial-unit-economics"><img src="https://agentmods.dev/badge/skills/nikitadmitrieff/auto-co-meta/financial-unit-economics/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for financial-unit-economics

Your own site · 80×15
<a href="https://agentmods.dev/skills/nikitadmitrieff/auto-co-meta/financial-unit-economics"><img src="https://agentmods.dev/badge/skills/nikitadmitrieff/auto-co-meta/financial-unit-economics.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 80 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,472 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00080 $0.03472
Opus 5 $0.00040 $0.01736
Sonnet 5 $0.00016 $0.00694
Haiku 4.5 $0.00008 $0.00347

Measured 12d ago against content hash 58247539a5e7, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

financial-unit-economics scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude/skills/financial-unit-economics/SKILL.md · 245 lines

How it starts

The opening of the file, as written. The whole thing — 245 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Financial Unit Economics

Table of Contents

Purpose

Financial Unit Economics analyzes the profitability of individual units (customers, products, transactions) to determine if a business model is viable and scalable. This skill guides you through calculating key metrics (CAC, LTV, contribution margin), interpreting ratios, conducting cohort analysis, and making data-driven decisions about pricing, marketing spend, and growth strategy.

When to Use

Use this skill when:

  • Business model validation: Determine if startup/new product can be profitable at scale
  • Pricing decisions: Set prices based on target margins and customer economics
  • Marketing spend: Assess ROI of acquisition channels, optimize CAC
  • Growth strategy: Decide when to scale (raise funding, increase spend) based on unit economics
  • Product roadmap: Prioritize features that improve retention or reduce churn (increase LTV)
  • Investor pitch: Demonstrate business model viability with CAC, LTV, payback metrics
  • Channel optimization: Compare profitability across customer segments or acquisition channels
  • Subscription models: Analyze recurring revenue, churn, cohort retention curves
  • Marketplace economics: Model take rate, supply/demand side economics, liquidity
  • Financial planning: Forecast cash flow, runway, burn rate based on unit economics

Trigger phrases: "unit economics", "CAC/LTV", "customer acquisition cost", "lifetime value", "contribution margin", "payback period", "customer profitability", "break-even", "cohort analysis", "is this business viable?"

What Is It?

Financial Unit Economics is the practice of measuring profitability at the most granular level (per customer, product, or transaction) to understand if revenue from a single unit exceeds the cost to acquire and serve it.

Read the full file on GitHub · 245 lines

Files

What ships with it

3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 12d ago First seen · 245 lines · 80 tokens per session scan A 58247539a5e7

Subscribe to this mod's changes

financial-unit-economics is a skill published in the GitHub repository NikitaDmitrieff/auto-co-meta (43 stars, last pushed 2mo ago), licensed MIT. It adds 80 tokens to every session and 3,472 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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