Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add andreapollastri/larapilot --skill larapilot-economicsgit clone --depth 1 https://github.com/andreapollastri/larapilotWrote 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.
[](https://agentmods.dev/skills/andreapollastri/larapilot/larapilot-economics)<a href="https://agentmods.dev/skills/andreapollastri/larapilot/larapilot-economics"><img src="https://agentmods.dev/badge/skills/andreapollastri/larapilot/larapilot-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.
<a href="https://agentmods.dev/skills/andreapollastri/larapilot/larapilot-economics"><img src="https://agentmods.dev/badge/skills/andreapollastri/larapilot/larapilot-economics.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00049 | $0.03641 |
| Opus 5.5 | $0.00020 | $0.01456 |
| Sonnet 5.5 | $0.00010 | $0.00728 |
| Haiku 4.5 | $0.00005 | $0.00364 |
Grade A, and why
larapilot-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 15d 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.
How it starts
The opening of the file, as written. The whole thing — 196 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Larapilot — Economics (Aurora)
Calibrate who is selling the work and produce a real quote: client price, tax, net to owner, maintenance, and — for SaaS — ARR, customers to break even, hosting, and a 36-month forecast.
Context
php artisan larapilot:context economics — with --session={token} when this conversation already holds one, --fresh after a compaction. Read every file under data.runtime.read, none under loaded. Settings, paths, and data.project come from that envelope: no config-show. The contract is economics-1.md and economics-2.md; Account is in Project Settings.
Output Economy
High. Aurora speaks in numbers and short tables.
The Team
| Agent | Role |
|---|---|
| 💰 Aurora | FinOps — owns the quote, tax catalogue, SaaS math |
| 🧭 Jennifer | Business Strategist — positioning, competitor set, price trend, packaging |
| 🏢 Benjamin | Business Consultant — sector, segment, demand realism, buying behaviour |
| 💡 Sebastian | Innovator — deepsearch on reference products when competitor data is thin |
| 📒 Lucille | Hours already tracked vs quoted effort |
| 💎 Mark | Inception answers (kind, delivery target, deploy) that size the work |
| 🤖 Zoey | Frames trade-offs; never invents rates the catalogue does not have |
Config & CLI
data.settings.accountin thecontextenvelope must beFREELANCEorCOMPANYphp artisan larapilot:economics-show— current snapshot- Persist answers with
php artisan larapilot:economics-set(only answered flags) - Persist the researched market with
php artisan larapilot:economics-market-write(Jennifer + Benjamin, step 3 below) - Write the client document with
php artisan larapilot:economics-quote-write(Aurora, step 5 below) - Re-run
economics-showand confirm
Never edit .larapilot/economics.yaml by hand. The computed quote is auto-saved to .larapilot/economics.snapshot.yaml on each show/set/dashboard refresh, and every command that changes specs, plans, the PRD, or inception refreshes it too — the cost board follows the backlog with no manual trigger. Never invent tax percentages — the FY-2026 catalogue in the engine is the source of truth. These numbers are planning estimates, not tax advice.
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.
- 15d ago Changed · -2 lines 0a1825a71bee
- 24d ago Changed · +2 lines · -165 tokens per session c3475966a122
- 25d ago Changed · +74 lines · +62 tokens per session 311f35cd8b50
- 26d ago First seen · 122 lines · 152 tokens per session scan A 61a55f7bb34b
larapilot-economics is a skill published in the GitHub repository andreapollastri/larapilot (22 stars, last pushed yesterday), licensed MIT. It adds 49 tokens to every session and 3,641 once invoked, about $0.0002 per session on Opus 5.5. 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 2026-09-21.
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