apache/magpie - 第 2 页

sentiment

Measure contributor-sentiment signals on `<upstream>` over a window: thread tone, time-to-first-reply, first-PR retention, and reviewer load. Compares signals against baseline to generate a mode promotion gate report.

原文语言：英语

backlog-stats

Read-only maintainer dashboard for the open general-issue backlog of <issue-tracker>. Surfaces a health rating, prioritised recommendations, age and staleness breakdowns, area pressure ranking, and a triage-funnel summary. Output is HTML by default; markdown…

原文语言：英语

deduplicate

Merge two open `<issue-tracker>` issues that describe the same root cause, preserving both reporters' context. Proposes a closing comment on the duplicate and a cross-reference comment on the kept issue. Waits for maintainer confirmation before posting…

原文语言：英语

fix-workflow

For a single triaged `<issue-tracker>` issue confirmed as a bug or feature, draft a fix against `<upstream>` on `<default-branch>`. Produces the failing test, the smallest production change, the targeted+module test runs, and the commit. The PR is NOT opened…

原文语言：英语

reassess

Sweep a configured pool of resolved or end-of-life `<issue-tracker>` issues and re-assess each against the current `<default-branch>`. Per-issue: invoke `issue-reproducer` to extract and run the reporter's code, classify the runtime outcome, attach a nature…

原文语言：英语

reassess-stats

Read-only dashboard over a directory of `verdict.json` files produced by `issue-reassess` campaigns. Surfaces a health rating, classification distribution, partial-fix surfaces, oldest-unresolved buckets, and per-component breakdowns. Output is HTML by…

原文语言：英语

reproducer

For a single `<issue-tracker>` issue identifying a code-level bug, extract the reporter's example code from the issue body, adapt it to run on the current `<default-branch>`, execute via `<runtime>`, and compose a `verdict.json` describing the observed…

原文语言：英语

stale-sweep

Sweep open `<issue-tracker>` issues for inactivity past a configurable threshold and propose either a closure (when the issue has been unresponsive long enough to presume abandonment) or an update request (nudge the reporter to confirm the issue is still…

原文语言：英语

triage

For each open `<issue-tracker>` issue in the configured candidate pool, read the issue body and comments and classify the candidate disposition. On user confirmation, posts a triage-proposal comment that invites the project team to react. Read-only on tracker…

原文语言：英语

good-first-issue-author

Draft one net-new *good first issue* on the configured `<upstream>` repo from one supplied gap or small maintainer-named task. Run suitability and readiness checks before showing the draft. File via `gh` only after explicit maintainer confirmation. Never…

原文语言：英语

good-first-issue-sweep

Sweep the open `<issue-tracker>` backlog for issues that could be labelled as good first issues. Classifies each candidate as READY (propose the GFI label), NEAR-MISS (surface edits to make it GFI-ready), or SKIP using the G1–G7 rubric. Applies labels only…

原文语言：英语

newcomer-issue-explainer

Given an open good-first-issue on the configured `<upstream>` repo, explain it in beginner terms and sketch a concrete approach: which files to read first, what "done" looks like, and where to ask follow-up questions — without writing any code. First confirms…

原文语言：英语

welcome

Draft a first-contact orientation comment for a first-time contributor on a newly opened issue or PR on the configured `<upstream>` repo. Detects first-time authorship via the GitHub `author_association` field and drafts a welcome with contributing-guide…

原文语言：英语

multi-agent-review

Fan a local diff through three independent, axis-focused review passes (correctness, security, conventions), then merge the findings into a single structured report. Each pass is isolated so one axis cannot bias another. The merged report uses the same format…

原文语言：英语

self-review

Run a structured pre-flight self-review on local changes before opening a PR. Reads the diff against a configurable base (default: the merge base of HEAD and origin/<default-branch>), checks correctness, security, and project conventions, and returns a…

原文语言：英语

mentor

Draft a teaching-register comment on a GitHub issue or PR thread on the configured `<upstream>` repo, aimed at a contributor missing context the maintainer would spell out. Reads the thread, decides whether an intervention is warranted, drafts one comment per…

原文语言：英语

pr-stale-sweep

Sweep open PRs on the configured `<upstream>` repo for inactivity past a configurable threshold and propose either a conversion to draft (open but quiet) or a closure (abandoned long enough to presume the author moved on). Waits for maintainer confirmation…

原文语言：英语

pr-triage

Sweep open PRs on the configured `<upstream>` repo, classify each against the project's quality criteria, and — on the maintainer's confirmation — act via `gh`. One disposition per PR: draft / comment / close / rebase / CI-rerun / workflow-approve /…

原文语言：英语

pre-first-pr-check

Run a newcomer-focused pre-flight checklist on a local branch before opening a PR. Checks CONTRIBUTING conventions, SPDX headers on new files, commit-message shape (including the Generated-by: trailer for AI-assisted work), and the placeholder convention —…

原文语言：英语

quick-merge

Identify trivial, low-risk PRs in the `ready for maintainer review` queue of <upstream> that pass every quality gate and touch only supplementary areas (docs, changelog, translations, tests) — the "express lane". Surfaces and ranks candidates with per-PR diff…

原文语言：英语

reviewer-routing

Given an open issue or PR, scores the project's configured reviewer roster across three signals — touched-area eligibility, git-history familiarity with the changed paths, and current open-review load — and proposes a primary reviewer (plus an optional…

原文语言：英语

stack-review

Review a GitHub stacked pull request as one unit on `<upstream>`: resolve the stack from any member PR or its stack number, check that the chain is linear and current, map every file to the layers that touch it, trace definitions removed in one layer and…

原文语言：英语

stats

Read-only maintainer dashboard for the open-PR backlog of <upstream>. Surfaces a health rating, prioritised action recommendations, weekly closure velocity trends, area pressure ranking, and a triage-funnel breakdown — with the underlying area-grouped tables…

原文语言：英语

audit-finding-fix

For a batch of findings from a non-security audit tool (`<audit-tool>` — ruff / flake8 / mypy / pylint / CodeQL / Apache Verum / Apache Caer / equivalent; full list in the body) against `<upstream>`, draft the smallest fix per finding, re-running the tool…

原文语言：英语

ci-runner-audit

Read-only audit of GitHub Actions runner compatibility for one repository, a repository set, one Apache project, or the full Apache org. Finds obsolete GitHub-hosted runner labels and macOS runner/tool architecture mismatches. Produces TSV evidence; never…

原文语言：英语

dependency-audit

Read-only dependency vulnerability audit for one repository or a local checkout. Detects the project's dependency manager(s), runs the appropriate audit tool, surfaces patchable findings grouped by severity, and proposes upgrades for maintainer review. Never…

原文语言：英语

dependency-license-audit

Read-only license audit of a dependency tree. Detects the manager(s), resolves each dependency's license from ecosystem metadata, and classifies it against a configured policy (ASF A/B/X or allowlist), surfacing incompatible, forbidden, and unknown-license…

原文语言：英语

flaky-test-triage

Read-only flaky-test detection from GitHub Actions run history for one repository: parses run outcomes over a configurable window, computes per-job failure rates, and separates intermittent failures from deterministically broken ones. Produces a prioritised…

原文语言：英语

license-compliance-audit

Read-only license compliance audit for one repository or checkout: LICENSE present, NOTICE complete when the declared license requires it, and source files carrying SPDX-License-Identifier headers consistent with that license. Produces a grouped report with…

原文语言：英语

workflow-security-audit

Read-only GitHub Actions workflow security audit for one repository, a repository set, or a whole GitHub org. Runs `zizmor` to surface injection vulnerabilities, excessive permissions, unpinned external actions, and self-hosted-runner fork-secret leaks.…

原文语言：英语

model-prepare

Produce a first security model for a project that has none: draft it with `<governance-body>` (draft-first, provenance-tagged), then land the model and its `AGENTS.md` → `SECURITY.md` chain as one PR per repository. Proposes; the maintainers decide.

原文语言：英语

model-update

Refresh a published security model from the project's decision history (tracker dispositions, advisories, canned responses). Proposes new known-non-finding entries (§1.15) and a model-gap list, regression-checked against past valid reports. Read-only on the…

原文语言：英语

model-verify

Check a published security model per repository: is it reachable via `AGENTS.md` → `SECURITY.md` at a named commit, and does it cover the minimum-bar sections? Proposes one fix per failing check (a PR for mechanical gaps, mail to `<governance-body>` for…

原文语言：英语

privacy-llm

Decide which LLMs this project's skills may send private foundation content to, then prove it. Detects the stack in use, writes <project-config>/privacy-llm.md, and runs the approved-model gate and the PII redactor end to end so the result is demonstrated…

原文语言：英语

status

Show how Magpie is adopted in this repo — install method and pin, drift, wired agent targets, installed skill families, symlink health — and change that wiring from the same view. The change itself runs through the setup skill.

原文语言：英语

list-skills

Print a human-readable index of every skill installed for this repository, grouped by the family each one declares, with the name to invoke it by and the first sentence of its `description`. Generated on every run from live `SKILL.md` frontmatter, so it never…

原文语言：英语

optimize-skill

Make an existing framework skill leaner without changing its behavior. Diagnose context-cost smells, propose the applicable optimization passes, and validate before and after every approved change.

原文语言：英语

report-framework-issue

File a clean, redacted GitHub issue against the Apache Magpie framework repo when a skill, tool, or doc misbehaves. Gathers the problem from the user — never the raw session transcript — runs a mandatory public-disclosure scrub, renders the report into the…

原文语言：英语

skill-reconciler

Compare two near-duplicate skills — typically an ASF variant and a non-ASF or multi-project variant — and classify every difference as ALLOWED, DRIFT, or SAFETY-BASELINE. Produces a structured diff and a reconciliation proposal; read-only, it never rewrites…

原文语言：英语

upstream-fix

Turn a framework defect the agent hit while running a Magpie skill into a fix PR against `apache/magpie`, one PR per defect. Confirms it is a framework bug rather than local misconfiguration or a stale snapshot, then searches for an existing issue or PR and…

原文语言：英语