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 rubenmarcus/ralph-starter --skill ralph-rungit clone --depth 1 https://github.com/rubenmarcus/ralph-starterWrote 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/rubenmarcus/ralph-starter/ralph-run)<a href="https://agentmods.dev/skills/rubenmarcus/ralph-starter/ralph-run"><img src="https://agentmods.dev/badge/skills/rubenmarcus/ralph-starter/ralph-run.svg" alt="Measured on agentmods" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00011 | $0.00205 |
| Opus 5 | $0.00005 | $0.00102 |
| Sonnet 5 | $0.00002 | $0.00041 |
| Haiku 4.5 | $0.00001 | $0.00020 |
Grade A, and why
ralph-run 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.
What it actually says
Run an autonomous coding loop using ralph-starter.
- Use the
ralph_statustool to check the current project state - Use
ralph_runwith the current project path to start the loop- Set
auto: truefor fully automated mode - Set
commit: trueto auto-commit changes - Set
validate: trueto run tests/lint/build between iterations
- Set
- The agent will iterate until the task is complete: read specs, write code, validate, commit, repeat
Options:
- Specify
taskfor a one-off task, or let it read fromIMPLEMENTATION_PLAN.md - Use
fromto fetch specs from integrations:github,linear,notion,figma - Use
projectandlabelto filter issues from GitHub or Linear
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 · 19 lines · 11 tokens per session scan A a74461f25e80
ralph-run is a skill published in the GitHub repository rubenmarcus/ralph-starter (106 stars, last pushed 1mo ago), licensed MIT. It adds 11 tokens to every session and 205 once invoked, about $0.0001 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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