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 Oriolshhh/runware-image-mcp --skill loop-debug-loopgit clone --depth 1 https://github.com/Oriolshhh/runware-image-mcpWrote 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/oriolshhh/runware-image-mcp/loop-debug-loop)<a href="https://agentmods.dev/skills/oriolshhh/runware-image-mcp/loop-debug-loop"><img src="https://agentmods.dev/badge/skills/oriolshhh/runware-image-mcp/loop-debug-loop/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/oriolshhh/runware-image-mcp/loop-debug-loop"><img src="https://agentmods.dev/badge/skills/oriolshhh/runware-image-mcp/loop-debug-loop.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 | $0.00021 | $0.00368 |
| Opus 5 | $0.00010 | $0.00184 |
| Sonnet 5 | $0.00004 | $0.00074 |
| Haiku 4.5 | $0.00002 | $0.00037 |
Grade A, and why
loop-debug-loop 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
Loop: debug-loop
Follow the ordered workflow below. Respect every human-approval gate, iteration bound, and stop condition.
name: debug-loop
description: Reproduce, isolate, fix, and verify a failure through bounded evidence-driven iterations.
max_iterations: 5
steps:
- name: orient
agent: debugger
instruction: Reuse a supplied context capsule or build one once; record expected and observed behavior.
- name: reproduce
instruction: Reproduce without editing; capture the exact command, environment, failure, and baseline frequency.
- name: investigate
instruction: Minimize the case, trace the narrowest failing path, and update the evidence ledger.
- name: hypothesize
instruction: Rank falsifiable hypotheses and define the next discriminating experiment with predicted outcomes.
- name: experiment-and-fix
instruction: Change one variable; when causation is supported, add a regression test and apply the minimal fix.
- name: verify
instruction: Run the original reproduction, regression, adjacent tests, and configured gates.
gate: gates/default.yml
- name: decide
instruction: Stop on verified success; otherwise begin another pass only below max_iterations, or stop with evidence.
Apply
context-discoverybefore broad scanning: use a supplied context capsule first; otherwise check context frontmatter freshness, read.agent/context/routing.md, load only relevant summaries, and verify critical claims against source.
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 · 36 lines · 21 tokens per session scan A 42b7535a5121
loop-debug-loop is a skill published in the GitHub repository Oriolshhh/runware-image-mcp (0 stars, last pushed 2mo ago), licensed MIT. It adds 21 tokens to every session and 368 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 2026-09-03.
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