Borrowing it
Nothing to install: this file belongs to senda-labs/DQIII8. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/senda-labs/DQIII8/main/.claude/skills/security-cycle/SKILL.mdgit clone --depth 1 https://github.com/senda-labs/DQIII8Wrote 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/senda-labs/dqiii8/security-cycle)<a href="https://agentmods.dev/skills/senda-labs/dqiii8/security-cycle"><img src="https://agentmods.dev/badge/skills/senda-labs/dqiii8/security-cycle/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/senda-labs/dqiii8/security-cycle"><img src="https://agentmods.dev/badge/skills/senda-labs/dqiii8/security-cycle.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 | $0.00055 | $0.00693 |
| Opus 5 | $0.00028 | $0.00347 |
| Sonnet 5 | $0.00011 | $0.00139 |
| Haiku 4.5 | $0.00006 | $0.00069 |
Grade A, and why
security-cycle 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 10d 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 — 70 lines — stays where its author put it; the contents beside it link to each section on GitHub.
/security-cycle — Iterative Security Hardening
Run red-team → blue-team → red-team cycles until the code is a bunker.
Usage
/security-cycle # Full cycle on current project
/security-cycle --max-iterations 5 # Limit iterations
/security-cycle $ARGUMENTS # Cycle on specific path
Pipeline
Iteration N:
- Run
/red-team→ generates red-team report attasks/audit/red-team-{date}-{N}.md - Count CRITICAL + HIGH findings in the report
- If 0: STOP — code is hardened
- If > 0: Run
/blue-team→ fixes findings, generatestasks/audit/blue-team-{date}-{N}.md - Run
/red-teamagain → verify fixes hold + find new issues - Repeat until CRITICAL + HIGH = 0 or max iterations reached (default: 10)
Stopping criteria
- SUCCESS: Red-team finds 0 CRITICAL and 0 HIGH findings
- MAX ITERATIONS: Limit reached — generate final report with remaining risks documented
- NO PROGRESS: Two consecutive red-team reports with identical findings — stop, flag for manual review
After all iterations:
Generate: tasks/audit/security-cycle-{date}.md
# Security Cycle Report — {date}
## Iterations: {N}
| Iteration | Critical | High | Medium | Low | Fixed |
|-----------|----------|------|--------|-----|-------|
| 1 (red) | 3 | 5 | 12 | 8 | — |
| 1 (blue) | — | — | — | — | 8 fixed |
| 2 (red) | 0 | 1 | 9 | 6 | — |
| 2 (blue) | — | — | — | — | 1 fixed |
| 3 (final) | 0 | 0 | 7 | 4 | HARDENED |
## Final Security Score: {score}/100
## Vibe-Coding Patterns Fixed: {N}
## Kill Chains Eliminated: {N}
## Total Fixes Applied: {N}
Notes
- Max 10 iterations by default (prevent infinite loops)
- MEDIUM and LOW findings are documented but do not block completion
- Each iteration generates separate red/blue reports for full audit trail
- The security-cycle report is the master summary
- After completion, commit all reports:
git add tasks/audit/ && git commit -m "security: cycle {date} — {N} iterations, {score}/100"
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.
- 10d ago First seen · 70 lines · 55 tokens per session scan A 3f90f50b4116
security-cycle is a skill published in the GitHub repository senda-labs/DQIII8 (11 stars, last pushed 21d ago), licensed MIT. It adds 55 tokens to every session and 693 once invoked, about $0.0003 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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