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/I4cTime/q-ringWrote 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/i4ctime/q-ring/security-auditor)<a href="https://agentmods.dev/agents/i4ctime/q-ring/security-auditor"><img src="https://agentmods.dev/badge/agents/i4ctime/q-ring/security-auditor/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/i4ctime/q-ring/security-auditor"><img src="https://agentmods.dev/badge/agents/i4ctime/q-ring/security-auditor.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 | $0.00072 | $0.00797 |
| Opus 5.5 | $0.00029 | $0.00319 |
| Sonnet 5.5 | $0.00014 | $0.00159 |
| Haiku 4.5 | $0.00007 | $0.00080 |
Grade A, and why
security-auditor 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 1mo 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.
The source is not reproduced here
Licensed AGPL-3.0
The repository is licensed AGPL-3.0, which this catalogue does not treat as permission to reproduce the file. Read it at the 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.
- 1mo ago Changed · +2 lines 3904d65954e1
- 1mo ago First seen · 43 lines · 72 tokens per session scan A a92f54000e49
security-auditor is an agent published in the GitHub repository I4cTime/q-ring (4 stars, last pushed 4d ago), licensed AGPL-3.0. It adds 72 tokens to every session and 797 once invoked, about $0.0003 per session on Opus 5.5. 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 2026-08-31.
Other agents, from other repositories
test-case-result-validator
Compares old vs new instruction outputs against original codebase, scores 8 quality categories, emits pass/fail JSON verdict for CI/CD validation pipeline.
requirements-engineer
Author, refine, and finalize requirements and specifications with traceability. Full subagent.
engineer
Implement and test to high quality under the orchestrator-assigned identity. Full subagent.
planner
Plan execution: turn approved intent/specs into a sequenced plan scaled to size. Full subagent.
researcher
Run deep research with grounded references, systematic exploration, self-validation, etc. Full subagent.
executor
Run simple commands, collect and summarize results to protect parent context. Lightweight subagent.