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 agentmods add skills/apache/magpie/audit-finding-fixnpx skills add apache/magpie --skill audit-finding-fixgit clone --depth 1 https://github.com/apache/magpieWhat 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 | $0.00110 | $0.04334 |
| Opus 5 | $0.00055 | $0.02167 |
| Sonnet 5 | $0.00022 | $0.00867 |
| Haiku 4.5 | $0.00011 | $0.00433 |
Grade A, and why
magpie-audit-finding-fix 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 2d 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 — 457 lines — stays where its author put it; the contents beside it link to each section on GitHub.
audit-finding-fix
This skill drafts fixes for non-security audit-tool findings in
<upstream>. It accepts a batch of findings from <audit-tool>
— lint violations, type errors, dead-code warnings, doc-coverage
gaps — and for each finding applies the smallest change that
makes the tool no longer report it.
The skill re-runs <audit-tool> after each fix to confirm the
finding is cleared. The entire batch is committed on a single
branch and handed back for human review. The skill stops before
opening a PR.
This skill is the generic-Agentic Drafting companion to
issue-fix-workflow (which
handles issue-tracker bugs and feature requests) and
security-issue-fix (which
handles security-class findings). Security-class findings (those
with a CVE or private-tracker origin) are out of scope here.
It composes with:
issue-triage— when an audit-tool report has been ingested as a tracker issue, the triaged issue is a valid input for this skill.issue-fix-workflow— sibling; use for tracker-originated issues rather than raw audit output.
Golden rules
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.
- 2d ago First seen · 457 lines · 110 tokens per session scan A 855e153b4201
magpie-audit-finding-fix is a skill published in the GitHub repository apache/magpie (84 stars, last pushed 3d ago), licensed Apache-2.0. It adds 110 tokens to every session and 4,334 once invoked, about $0.0006 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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