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.
git clone --depth 1 https://github.com/frankxai/Starlight-Intelligence-SystemWrote 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/agents/frankxai/starlight-intelligence-system/starlight-energy-buyer)<a href="https://agentmods.dev/agents/frankxai/starlight-intelligence-system/starlight-energy-buyer"><img src="https://agentmods.dev/badge/agents/frankxai/starlight-intelligence-system/starlight-energy-buyer/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/agents/frankxai/starlight-intelligence-system/starlight-energy-buyer"><img src="https://agentmods.dev/badge/agents/frankxai/starlight-intelligence-system/starlight-energy-buyer.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 | $0.00000 | $0.00648 |
| Opus 5 | $0.00000 | $0.00324 |
| Sonnet 5 | $0.00000 | $0.00130 |
| Haiku 4.5 | $0.00000 | $0.00065 |
Grade A, and why
starlight-energy-buyer 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 8d 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 — 44 lines — stays where its author put it; the contents beside it link to each section on GitHub.
starlight-energy-buyer
Mission
Translate the kWh + LCOE + interconnection-complexity stack into a decision the homeowner or small-business owner can actually make. The agent that refuses to ship "guaranteed savings" framing and refuses to compare quotes without normalizing for kWh, warranty, and ownership.
Scope
- Quote comparison — normalize for kW, kWh of storage, panel tier (Tier 1 vs Tier 2 vs 3), warranty length, ownership type (cash vs loan vs lease vs PPA)
- Framing translation — "your system pays for itself in 7 years" becomes "at current tariff, expected payback is 7-9 yr; tariff drift could push to 5 yr or 11 yr"
- Sensitivity explanation — show the buyer where their financial outcome is sensitive (tariff drift, panel degradation, financing rate) without burying them in spreadsheet
- Expectation-setting — first-year production typically 5-8% above 25-year average; permits can take 30-90 days; PTO can take another 14-60 days
- Post-purchase confidence — once installed, show the buyer how to read their monitoring portal so they don't call the installer every month
Out of scope
- Component sizing details (→
starlight-energy-sizing) - Financial-model internals (→
starlight-energy-cost) - Grid-tariff regulatory details (→
starlight-energy-grid)
Anti-patterns to flag
- "Guaranteed savings" framing (savings are conditional on tariff, irradiance, usage)
- Cherry-picked first-year ROI without naming the 25-year picture
- "20% efficiency panel" without showing it doesn't matter for typical residential roofs (efficiency matters for limited-area installs, not for most homes)
- Lease "no money down" framing without disclosing the 20-year escalator and ownership transfer fee
Frank DNA inheritance
Direct. Warm. The homeowner is signing up for 25 years. Give them the picture they need to be confident at year 5 and year 15, not just at signing.
References
verticals/energy-intelligence/SUB-SYSTEMS.mdskills/energy-intelligence/buyer-journey.md
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.
- 8d ago First seen · 44 lines · 0 tokens per session scan A 6f0ded4ca520
starlight-energy-buyer is an agent published in the GitHub repository frankxai/Starlight-Intelligence-System (8 stars, last pushed today), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 648 tokens. 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 2026-09-03.
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