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 muyen/vibe-to-prod --skill ralph-invokegit clone --depth 1 https://github.com/muyen/vibe-to-prodWrote 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/muyen/vibe-to-prod/ralph-invoke)<a href="https://agentmods.dev/skills/muyen/vibe-to-prod/ralph-invoke"><img src="https://agentmods.dev/badge/skills/muyen/vibe-to-prod/ralph-invoke/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/muyen/vibe-to-prod/ralph-invoke"><img src="https://agentmods.dev/badge/skills/muyen/vibe-to-prod/ralph-invoke.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 | $0.00883 |
| Opus 5.5 | $0.00000 | $0.00353 |
| Sonnet 5.5 | $0.00000 | $0.00177 |
| Haiku 4.5 | $0.00000 | $0.00088 |
Grade B, and why
ralph-invoke scanned grade B with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Reads agent configuration directoriesmediumAgent snooping
.claude/, .codex/, .gemini/ hold keys, settings and other credentials a mod has no legitimate need for.
4. **Monitor progress** - `head -10 .claude/ralph-loop.local.md` How it starts
The opening of the file, as written. The whole thing — 110 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Ralph Invoke Skill
Allows Claude to directly start Ralph-Wiggum autonomous loops without user commands.
Prerequisites
The ralph-wiggum plugin must be installed and enabled:
/plugin install ralph-wiggum@claude-code-plugins
/plugin enable ralph-wiggum@claude-code-plugins
Triggers
Use this skill when:
- User asks to "start a ralph loop" or "run ralph"
- User wants autonomous iteration on a task
- User says "keep working until done" or "iterate until complete"
- A complex task would benefit from multiple iterations
- User explicitly requests Claude to invoke ralph
How to Start a Ralph Loop
Run this bash command:
"$HOME/.claude/plugins/cache/claude-code-plugins/ralph-wiggum/1.0.0/scripts/setup-ralph-loop.sh" \
"<TASK_DESCRIPTION>" \
--max-iterations <N> \
--completion-promise "<PROMISE_TEXT>"
Parameters
| Parameter | Required | Default | Description |
|---|---|---|---|
| TASK_DESCRIPTION | Yes | - | The task to work on |
| --max-iterations | Recommended | unlimited | Safety limit (use 20-100) |
| --completion-promise | Recommended | null | Text to output when truly done |
Example Invocations
Simple task:
"$HOME/.claude/plugins/cache/claude-code-plugins/ralph-wiggum/1.0.0/scripts/setup-ralph-loop.sh" \
"Fix all TypeScript type errors" \
--max-iterations 50 \
--completion-promise "ALL_ERRORS_FIXED"
Complex refactor:
"$HOME/.claude/plugins/cache/claude-code-plugins/ralph-wiggum/1.0.0/scripts/setup-ralph-loop.sh" \
"Migrate all API handlers to the new v2 pattern" \
--max-iterations 100 \
--completion-promise "MIGRATION_COMPLETE"
How the Loop Works
- Claude runs the setup script → Creates state file at
.claude/ralph-loop.local.md - Claude works on the task → Normal operation
- Claude tries to exit → Stop hook intercepts
- Hook re-injects prompt → Claude continues with same task
- Repeat until:
- Max iterations reached, OR
- Claude outputs
<promise>PROMISE_TEXT</promise>
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.
- 12d ago First seen · 110 lines · 0 tokens per session scan B 4a024f2992a8
ralph-invoke is a skill published in the GitHub repository muyen/vibe-to-prod (34 stars, last pushed 6mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 883 tokens. A static security scan graded it B with 1 finding (reads agent configuration directories). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-04.
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story-readiness
Is a story implementation-ready? Checks clear acceptance criteria, open questions, ADR refs. READY/NEEDS WORK/BLOCKED/NOT ASSESSED.
quick-design
Lightweight spec for small changes — tuning adjustments, minor mechanics. Embeds directly into stories; skips full GDD.
bug-report
Structured bug report from a description, or analyze code for potential bugs. Reproduction steps, severity.
bug-triage
Re-evaluate open bugs — priority vs severity, assign to sprints, surface systemic trends. Run when the count grows.
playtest-report
Structured playtest report template, or turn existing playtest notes into structured feedback.