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Scope. Works on any project, ASF or not — no Apache-Software-Foundation-specific assumptions baked in.
Maintainer-facing PR-queue management for projects with a public contributor PR queue. Nine skills that compose into a complete triage + review + mentoring + hygiene pass:
- Agentic Triage — sweep open PRs, classify against the project's quality criteria, propose a disposition (draft / comment / close / rebase / rerun / mark ready / ping), execute on maintainer confirmation.
- Stats — read-only summary tables of the open PR backlog, grouped by area label, so the maintainer can see where queue pressure is sitting before / after a triage sweep.
- Code review — deep, line-aware code review one PR at a
time. Reads the diff, applies the project's review criteria,
drafts an
APPROVE/REQUEST_CHANGES/COMMENTreview with inline comments, posts on confirmation. - Quick-merge — express-lane screener for trivial, low-risk PRs (docs, changelog, translations, tests) that pass every quality gate; surfaces ranked candidates with diff summaries and the exact merge command for the maintainer to run. Never merges itself — automated merge is the framework's deliberately-deferred Agentic Autonomous mode.
- Mentor — joins a PR (or issue) thread in a teaching register: clarifying questions, pointers to project conventions and docs, an explanation of why a change is being asked for. Waits for explicit maintainer confirmation before posting; never gatekeeps. Lives in the Mentoring mode but operates on the same PR surface as skills 1–4.
- Stale-sweep — identify open PRs past a configurable
inactivity threshold, classify as
NUDGEorCLOSE-STALE, post one comment per PR on maintainer confirmation. - Pre-first-PR check — pre-flight a contributor's first PR against project conventions before it reaches a human reviewer; surfaces formatting, test, and documentation gaps.
- Reviewer routing — suggest the best-fit reviewer(s) for a new PR based on path ownership, recent review history, and current load.
- Stack review — review a GitHub stacked pull request as one
unit: chain currency, file-by-layer matrix, removed-definition
seams, narrative drift, and code read by tier with a coverage
table. Drafts one rolling
COMMENTon the lowest open layer and names the layers that deserve acode-reviewpass. Never approves.
Why a framework skill family? These skills were originally
maintained inside one ASF project's developer-tooling repo as
breeze pr auto-triage and breeze pr stats — useful for any
ASF project with a meaningful contributor-PR queue, but locked
behind that project's local toolchain. Lifting them into the
framework lets other adopters reuse the playbook with their own
adopter-config files for project-specific
knobs (committers team handle, area-label prefix, comment-template
wording, CI-check → doc-URL map, review-criteria source files).
Tip
Why this family
- A maintainer's review queue, sorted by what actually needs you today
- Deep, sequential review of one PR at a time, with the draft review shown before it is posted
- Nothing is posted, merged or closed without your explicit confirmation on that PR
Install just this family — one plugin, 9 skills. Maintainer-facing PR-queue management.
Once you have added the marketplace:
/plugin install magpie-pr-management@apache-magpie
New to Magpie? The quick start walks the whole path in
one place — install, the first /magpie-setup run, and a recording of it
happening — plus the other agents and the secure-isolation setup to run next.
Illustrative — the real run derives more and asks better. What is true is the shape: it runs itself, it writes only your personal layer, and it stages nothing.
Every skill here resolves project-specific values from the adopter's
<project-config>/ directory — which is
your personal layer first — .apache-magpie-local/ (gitignored) in a
project that adopted Magpie, <git-common-dir>/apache-magpie/ in one
that did not — then .apache-magpie-overrides/ (committed, the project's).
For yourself: /magpie-setup config scaffolds and fills these locally.
Nothing is staged, nothing is committed, and it works on a repository that
has never adopted Magpie.
For the project: /magpie-setup adopt
commits them for every contributor, either scaffolded directly or promoted
from what you configured locally.
Required. Without these a skill would act on a guess, so it stops and says which file is missing.
| File | What it carries | Read by |
|---|---|---|
pr-management-code-review-criteria.md |
List of project's review-criteria source files (repo-wide AGENTS.md, code-review docs, per-area AGENTS.md), security-model calibration doc, backport-branch pattern, section-anchor URLs. | code-review, stack-review |
pr-management-config.md |
Committers team handle, area-label prefix, project-specific labels (ready for maintainer review, etc.), grace windows. |
pr-stale-sweep, pr-triage, quick-merge, stats |
pr-management-quick-merge-config.md |
Thresholds, path globs, and the merge-command template for the express lane. | quick-merge |
pr-management-triage-comment-templates.md |
Comment-body URLs (PR quality criteria, two-stage triage rationale), AI-attribution footer wording, project display name. | pr-triage |
project.md |
Project manifest. Identity, repositories, mailing lists, tools enabled, CVE tooling, GitHub project-board + issue-template field declarations. The single file every skill reads to resolve project-scoped references. | code-review, mentor, pr-stale-sweep, pr-triage, quick-merge, reviewer-routing, stack-review |
reviewer-roster.md |
Who reviews what. | reviewer-routing |
Optional. Each has a documented fallback; absent, the skill still runs.
| File | What it carries | Read by |
|---|---|---|
mentoring-config.md |
Tone knobs and hand-off protocol for the thread-level mentoring skill. | mentor |
pr-management-triage-ci-check-map.md |
CI-check name pattern → category name + doc-URL mapping for the violations comment. | pr-triage |
privacy-llm.md |
Which model tier may see which class of content, for projects routing foundation-private information away from third-party models. | pr-triage, reviewer-routing |
release-trains.md |
Active release branches, release-manager attribution per cut, rotation rosters, security-team roster. | code-review, reviewer-routing |
stale-sweep-config.md |
Grace windows and exemption labels for stale sweeps. Absent, the framework defaults apply. | pr-stale-sweep |
Third-party packages, none of them required: this family works with none of them installed, and Magpie neither bundles nor depends on any. They are named because they are what a maintainer goes looking for next, and because the answer differs by agent.
Code Review — Anthropic
Automated pull-request review through several specialised agents, scored by confidence.
With this family: pr-management-code-review walks a maintainer through reviewing one PR at a time and drafts the review they post. This is the other half — a broad automated pass whose findings that review can weigh.
Available on Claude Code only.
Install commands per agent are in Companion skill packages.
Illustrative shapes, not real transcripts — your output will differ. Nothing below sends, merges, or posts anything without you confirming it.
Review a PR in depth.
> review PR #5193
PR #5193 'Add retry to the S3 client' +212 -18, 6 files
2 blocking: retry loop swallows KeyboardInterrupt (client.py:88)
no test for the exhausted-retries path
3 non-blocking nits. Review comment drafted, not posted.
Triage the whole queue.
/magpie-pr-management:pr-triage
See where the queue is stuck.
/magpie-pr-management:stats
| Skill | Purpose |
|---|---|
pr-management-triage |
First-pass triage. Successor to breeze pr auto-triage. |
pr-management-stats |
Read-only summary tables grouped by area label. |
pr-management-code-review |
Deep code review, one PR at a time. |
pr-management-quick-merge |
Express-lane screener for trivial, low-risk PRs in the ready for maintainer review queue; surfaces ranked candidates with diff summaries and the exact merge command. Read-only on the queue; the one optional mutation (APPROVE) requires explicit per-PR confirmation. |
pr-management-mentor |
Draft a teaching-register comment on a single GitHub issue or PR thread (clarifying questions, project-convention pointers, rationale explanations); waits for explicit maintainer confirmation before posting. mode: Mentoring — see also docs/mentoring/README.md. |
pr-stale-sweep |
Sweep open PRs for inactivity past a configurable threshold; classify as NUDGE or CLOSE-STALE and post one comment per PR on confirmation. |
pre-first-pr-check |
Pre-flight a contributor's first PR against project conventions before it reaches a human reviewer. |
reviewer-routing |
Suggest the best-fit reviewer(s) for a new PR based on path ownership, recent review history, and current load. |
pr-management-stack-review |
Review a GitHub stacked pull request as one unit — chain, file-by-layer matrix, removed-definition seams, narrative drift, code by tier with a coverage table. One rolling COMMENT on the lowest open layer; never approves; hands each layer to pr-management-code-review. |
- Top-level README — Install — 3-step bootstrap.
projects/_template/README.md— adopter scaffold index, including the PR-management config files.tools/spec-loop/specs/pr-management-family.md— functional spec: acceptance criteria, validation commands, and known gaps.docs/mentoring/README.md—pr-management-mentorfamily overview.