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/issue-fix-workflownpx skills add apache/magpie --skill issue-fix-workflowgit 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 | $0.00108 | $0.05431 |
| Opus 5 | $0.00054 | $0.02715 |
| Sonnet 5 | $0.00022 | $0.01086 |
| Haiku 4.5 | $0.00011 | $0.00543 |
Grade A, and why
magpie-issue-fix-workflow 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 yesterday.
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 — 515 lines — stays where its author put it; the contents beside it link to each section on GitHub.
issue-fix-workflow
This skill drafts a code fix for a single <issue-tracker> issue
that has already been triaged as actionable (classification BUG
or FEATURE-REQUEST per issue-triage).
It produces the failing test, the smallest production change, the
targeted and module test-run results, and the commit — but stops
before opening a PR. The human committer reviews the hand-back
artefact and decides what happens next.
This skill mirrors security-issue-fix
in the security family, adapted to the general-issue tracker.
Confidentiality and CVE-scrubbing concerns do not apply here; the
issue is already public.
It composes with:
issue-triage— predecessor; produces the classification this skill builds on.issue-reproducer— if the triaged issue carries averdict.json, the adapted reproducer inside it is a regression-test starting point.issue-reassess— campaign-level caller; thestill-fails-*tail of a reassess campaign feeds directly into this skill.
Golden rules
Golden rule 1 — every state-changing action is a proposal.
Writing files in <upstream>, committing, pushing, opening a PR,
posting to <issue-tracker>, transitioning workflow state — all
require explicit user confirmation. The fact that the user invoked
the skill is not a blanket "yes"; each action gets its own
confirmation.
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.
- yesterday First seen · 515 lines · 108 tokens per session scan A 1003bc8770c6
magpie-issue-fix-workflow is a skill published in the GitHub repository apache/magpie (84 stars, last pushed 2d ago), licensed Apache-2.0. It adds 108 tokens to every session and 5,431 once invoked, about $0.0005 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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