apache/magpie
87 instruction files for AI agents, collected from apache/magpie. Install any of them at an exact version with mdr add apache/magpie/<name>.
git:20261027.5bb1ea3 · audit F · 138 stars
activity-sweep SKILL.md skill
apache/magpie · plugins/magpie-contributor-growth/skills/activity-sweep/SKILL.md · Read-only activity card for a named contributor on `<upstream>` across
code-host and tracker surfaces. Code-host and…
git:20261027.5395957 · audit A · 138 stars
calibrate SKILL.md skill
apache/magpie · plugins/magpie-contributor-growth/skills/calibrate/SKILL.md · Derive committer and <governance-body> reference levels from the
project's own past nomination decisions on…
git:20261101.f3adbcc · audit A · 138 stars
candidate-screen SKILL.md skill
apache/magpie · plugins/magpie-contributor-growth/skills/candidate-screen/SKILL.md · Surface activity data about recent contributors who pass a
long-tail pre-filter — for committer and…
git:20261031.ff839a6 · audit A · 138 stars
committer-onboarding SKILL.md skill
apache/magpie · plugins/magpie-contributor-growth/skills/committer-onboarding/SKILL.md · Post-vote committer and PMC onboarding for Apache projects, podling
or top-level: walks the nominator from ICLA check…
git:20261027.5395957 · audit B · 138 stars
contributor-to-committer SKILL.md skill
apache/magpie · plugins/magpie-contributor-growth/skills/contributor-to-committer/SKILL.md · Read-only brief showing a contributor's activity next to the project's
committer or PMC reference levels, as plain…
git:20261101.f3adbcc · audit A · 138 stars
identity-map SKILL.md skill
apache/magpie · plugins/magpie-contributor-growth/skills/identity-map/SKILL.md · Map a contributor's code-host or community handle to their Slack, Discord, Matrix,
mailing-list, and social-media…
git:20261027.5395957 · audit B · 138 stars
nomination SKILL.md skill
apache/magpie · plugins/magpie-contributor-growth/skills/nomination/SKILL.md · Read-only nomination brief for a named contributor on <upstream>.
Aggregates code-host and tracker activity across…
git:20261027.5395957 · audit A · 138 stars
onboarding-concierge SKILL.md skill
apache/magpie · plugins/magpie-contributor-growth/skills/onboarding-concierge/SKILL.md · Answer newcomer contribution questions grounded in `CONTRIBUTING.md` and docs.
Classifies questions into setup…
git:20261027.5395957 · audit A · 138 stars
sentiment SKILL.md skill
apache/magpie · plugins/magpie-contributor-growth/skills/sentiment/SKILL.md · Measure contributor-sentiment signals on `<upstream>` over a window:
thread tone, time-to-first-reply, first-PR…
git:20261027.5395957 · audit A · 138 stars
backlog-stats SKILL.md skill
apache/magpie · plugins/magpie-issue/skills/backlog-stats/SKILL.md · Read-only maintainer dashboard for the open general-issue backlog of
<issue-tracker>. Surfaces a health rating…
git:20261027.5395957 · audit A · 138 stars
deduplicate SKILL.md skill
apache/magpie · plugins/magpie-issue/skills/deduplicate/SKILL.md · Merge two open `<issue-tracker>` issues that describe the same
root cause, preserving both reporters' context. Proposes…
git:20261027.5395957 · audit A · 138 stars
fix-workflow SKILL.md skill
apache/magpie · plugins/magpie-issue/skills/fix-workflow/SKILL.md · For a single triaged `<issue-tracker>` issue confirmed as a
bug or feature, draft a fix against `<upstream>`…
git:20261027.5395957 · audit A · 138 stars
reassess-stats SKILL.md skill
apache/magpie · plugins/magpie-issue/skills/reassess-stats/SKILL.md · Read-only dashboard over a directory of `verdict.json` files
produced by `issue-reassess` campaigns. Surfaces a…
git:20261027.5395957 · audit A · 138 stars
reassess SKILL.md skill
apache/magpie · plugins/magpie-issue/skills/reassess/SKILL.md · Sweep a configured pool of resolved or end-of-life
`<issue-tracker>` issues and re-assess each against the
current…
git:20261104.b1bc935 · audit A · 138 stars
reproducer SKILL.md skill
apache/magpie · plugins/magpie-issue/skills/reproducer/SKILL.md · For a single `<issue-tracker>` issue identifying a code-level
bug, extract the reporter's example code from the issue…
git:20261101.694e264 · audit A · 138 stars
stale-sweep SKILL.md skill
apache/magpie · plugins/magpie-issue/skills/stale-sweep/SKILL.md · Sweep open `<issue-tracker>` issues for inactivity past a
configurable threshold and propose either a closure (when…
git:20261101.4466930 · audit A · 138 stars
triage SKILL.md skill
apache/magpie · plugins/magpie-issue/skills/triage/SKILL.md · For each open `<issue-tracker>` issue in the configured
candidate pool, read the issue body and comments and…
git:20261101.4466930 · audit A · 138 stars
good-first-issue-author SKILL.md skill
apache/magpie · plugins/magpie-mentoring/skills/good-first-issue-author/SKILL.md · Draft one net-new *good first issue* on the configured `<upstream>`
repo from one supplied gap or small…
git:20261027.5395957 · audit A · 138 stars
good-first-issue-sweep SKILL.md skill
apache/magpie · plugins/magpie-mentoring/skills/good-first-issue-sweep/SKILL.md · Sweep the open `<issue-tracker>` backlog for issues that could be
labelled as good first issues. Classifies each…
git:20261101.4466930 · audit A · 138 stars
newcomer-issue-explainer SKILL.md skill
apache/magpie · plugins/magpie-mentoring/skills/newcomer-issue-explainer/SKILL.md · Given an open good-first-issue on the configured `<upstream>` repo,
explain it in beginner terms and sketch a concrete…
git:20261027.5395957 · audit A · 138 stars
welcome SKILL.md skill
apache/magpie · plugins/magpie-mentoring/skills/welcome/SKILL.md · Draft a first-contact orientation comment for a first-time contributor
on a newly opened issue or PR on the configured…
git:20261027.5395957 · audit A · 138 stars
multi-agent-review SKILL.md skill
apache/magpie · plugins/magpie-pairing/skills/multi-agent-review/SKILL.md · Fan a local diff through three independent, axis-focused review passes
(correctness, security, conventions), then merge…
git:20261027.5395957 · audit A · 138 stars
self-review SKILL.md skill
apache/magpie · plugins/magpie-pairing/skills/self-review/SKILL.md · Run a structured pre-flight self-review on local changes before opening a PR.
Reads the diff against a configurable…
git:20261027.5395957 · audit A · 138 stars
code-review SKILL.md skill
apache/magpie · plugins/magpie-pr-management/skills/code-review/SKILL.md · Walk a maintainer through deep, sequential code review of open PRs on the
configured `<upstream>` repo. Defaults to the…
git:20261101.87ad524 · audit B · 138 stars
mentor SKILL.md skill
apache/magpie · plugins/magpie-pr-management/skills/mentor/SKILL.md · Draft a teaching-register comment on a GitHub issue or PR thread on the
configured `<upstream>` repo, aimed at a…
git:20261027.5395957 · audit A · 138 stars
pr-stale-sweep SKILL.md skill
apache/magpie · plugins/magpie-pr-management/skills/pr-stale-sweep/SKILL.md · Sweep open PRs on the configured `<upstream>` repo for inactivity past a
configurable threshold and propose either a…
git:20261027.5395957 · audit A · 138 stars
pr-triage SKILL.md skill
apache/magpie · plugins/magpie-pr-management/skills/pr-triage/SKILL.md · Sweep open PRs on the configured `<upstream>` repo, classify
each against the project's quality criteria, and — on…
git:20261027.5395957 · audit B · 138 stars
pre-first-pr-check SKILL.md skill
apache/magpie · plugins/magpie-pr-management/skills/pre-first-pr-check/SKILL.md · Run a newcomer-focused pre-flight checklist on a local branch before
opening a PR. Checks CONTRIBUTING conventions…
git:20261027.5395957 · audit A · 138 stars
quick-merge SKILL.md skill
apache/magpie · plugins/magpie-pr-management/skills/quick-merge/SKILL.md · Identify trivial, low-risk PRs in the `ready for maintainer review` queue
of <upstream> that pass every quality gate…
git:20261027.5395957 · audit A · 138 stars
reviewer-routing SKILL.md skill
apache/magpie · plugins/magpie-pr-management/skills/reviewer-routing/SKILL.md · Given an open issue or PR, scores the project's configured reviewer roster
across three signals — touched-area…
git:20261027.5395957 · audit B · 138 stars
stack-review SKILL.md skill
apache/magpie · plugins/magpie-pr-management/skills/stack-review/SKILL.md · Review a GitHub stacked pull request as one unit on `<upstream>`: resolve
the stack from any member PR or its stack…
git:20261027.5395957 · audit A · 138 stars
stats SKILL.md skill
apache/magpie · plugins/magpie-pr-management/skills/stats/SKILL.md · Read-only maintainer dashboard for the open-PR backlog of <upstream>.
Surfaces a health rating, prioritised action…
git:20261027.5395957 · audit A · 138 stars
announce-draft SKILL.md skill
apache/magpie · plugins/magpie-release-management/skills/announce-draft/SKILL.md · Draft the `[ANNOUNCE]` email and open (never merge) the site-bump PR for
a promoted release of `<upstream>`. Never…
git:20261027.5395957 · audit A · 138 stars
archive-sweep SKILL.md skill
apache/magpie · plugins/magpie-release-management/skills/archive-sweep/SKILL.md · Scan the release distribution area (`dist/release/<project>/` when `release_dist_backend = svnpubsub`, or the…
git:20261027.5395957 · audit A · 138 stars
audit-report SKILL.md skill
apache/magpie · plugins/magpie-release-management/skills/audit-report/SKILL.md · Assemble a per-release audit record from lifecycle artefacts (planning
issue, vote thread, artefact list, promote…
git:20261027.5395957 · audit A · 138 stars
keys-sync SKILL.md skill
apache/magpie · plugins/magpie-release-management/skills/keys-sync/SKILL.md · Add the Release Manager's public key to the project KEYS file: check it
meets the ASF strength floor, draft the KEYS…
git:20261027.5395957 · audit A · 138 stars
prepare SKILL.md skill
apache/magpie · plugins/magpie-release-management/skills/prepare/SKILL.md · Draft release-preparation artefacts for `<upstream>`: the planning
issue, the version-bump and changelog prep PR (with…
git:20261027.5395957 · audit A · 138 stars
promote SKILL.md skill
apache/magpie · plugins/magpie-release-management/skills/promote/SKILL.md · Emit the backend-shaped promotion command set for a release that has
passed its vote. Reads the planning issue (must…
git:20261027.5395957 · audit A · 138 stars
rc-cut SKILL.md skill
apache/magpie · plugins/magpie-release-management/skills/rc-cut/SKILL.md · Emit the paste-ready commands to tag an RC, build the source archive
reproducibly, sign, checksum and stage it to the…
git:20261027.5395957 · audit A · 138 stars
verify-rc SKILL.md skill
apache/magpie · plugins/magpie-release-management/skills/verify-rc/SKILL.md · Read-only verification of a staged RC of `<upstream>`: signatures and
checksums, RAT headers, NOTICE/LICENSE…
git:20261027.5395957 · audit A · 138 stars
vote-draft SKILL.md skill
apache/magpie · plugins/magpie-release-management/skills/vote-draft/SKILL.md · Draft the `[VOTE]` email body and planning-issue comment for an
RC of `<upstream>`. Reads RC metadata from the planning…
git:20261027.5395957 · audit A · 138 stars
vote-tally SKILL.md skill
apache/magpie · plugins/magpie-release-management/skills/vote-tally/SKILL.md · After the approval window closes, fetch the approval signal for an RC
of `<upstream>`, classify each reply as +1 / 0 /…
git:20261027.5395957 · audit A · 138 stars
audit-finding-fix SKILL.md skill
apache/magpie · plugins/magpie-repo-health/skills/audit-finding-fix/SKILL.md · For a batch of findings from a non-security audit tool (`<audit-tool>`
— ruff / flake8 / mypy / pylint / CodeQL /…
git:20261027.5395957 · audit A · 138 stars
ci-runner-audit SKILL.md skill
apache/magpie · plugins/magpie-repo-health/skills/ci-runner-audit/SKILL.md · Read-only audit of GitHub Actions runner compatibility for one
repository, a repository set, one Apache project, or the…
git:20261027.5395957 · audit A · 138 stars
dependency-audit SKILL.md skill
apache/magpie · plugins/magpie-repo-health/skills/dependency-audit/SKILL.md · Read-only dependency vulnerability audit for one repository or a local
checkout. Detects the project's dependency…
git:20261027.5395957 · audit B · 138 stars
dependency-license-audit SKILL.md skill
apache/magpie · plugins/magpie-repo-health/skills/dependency-license-audit/SKILL.md · Read-only license audit of a dependency tree. Detects the manager(s),
resolves each dependency's license from ecosystem…
git:20261027.5395957 · audit A · 138 stars
flaky-test-triage SKILL.md skill
apache/magpie · plugins/magpie-repo-health/skills/flaky-test-triage/SKILL.md · Read-only flaky-test detection from GitHub Actions run history for one
repository: parses run outcomes over a…
git:20261027.5395957 · audit A · 138 stars
license-compliance-audit SKILL.md skill
apache/magpie · plugins/magpie-repo-health/skills/license-compliance-audit/SKILL.md · Read-only license compliance audit for one repository or checkout:
LICENSE present, NOTICE complete when the declared…
git:20261027.5395957 · audit A · 138 stars
workflow-optimization SKILL.md skill
apache/magpie · plugins/magpie-repo-health/skills/workflow-optimization/SKILL.md · Read-only review of one repository's GitHub Actions workflows and
recent run history against the ASF Infra…
git:20261027.5395957 · audit A · 138 stars
workflow-security-audit SKILL.md skill
apache/magpie · plugins/magpie-repo-health/skills/workflow-security-audit/SKILL.md · Read-only GitHub Actions workflow security audit for one repository, a
repository set, or a whole GitHub org. Runs…
git:20261027.5395957 · audit A · 138 stars
cve-allocate SKILL.md skill
apache/magpie · plugins/magpie-security/skills/cve-allocate/SKILL.md · Walk a governance-authorised member through allocating a CVE for a
tracker: allocate it through the `<cve-tool>` API…
git:20261024.c1a5a0a · audit B · 138 stars
issue-deduplicate SKILL.md skill
apache/magpie · plugins/magpie-security/skills/issue-deduplicate/SKILL.md · Merge two <tracker> tracking issues that describe the same
root-cause vulnerability, preserving every reporter's…
git:20261027.5395957 · audit A · 138 stars
issue-fix SKILL.md skill
apache/magpie · plugins/magpie-security/skills/issue-fix/SKILL.md · Fix a tracked security issue in a public `<upstream>` PR: sync the
tracker, propose a plan, and on confirmation write…
git:20261104.b1bc935 · audit A · 138 stars
issue-import-from-md SKILL.md skill
apache/magpie · plugins/magpie-security/skills/issue-import-from-md/SKILL.md · Open one or more `<tracker>` tracking issues from a markdown
file containing a batch of security findings. Each…
git:20261027.5395957 · audit A · 138 stars
issue-import-from-pr SKILL.md skill
apache/magpie · plugins/magpie-security/skills/issue-import-from-pr/SKILL.md · Open a tracker for a security-relevant fix that already exists as a
public `<upstream>` PR, with no `<security-list>`…
git:20261024.c1a5a0a · audit A · 138 stars
issue-import-from-scan SKILL.md skill
apache/magpie · plugins/magpie-security/skills/issue-import-from-scan/SKILL.md · Triage a security scanner's multi-finding output (via a scan-format
adapter; ASVS is the reference), bucket each…
git:20261024.c1a5a0a · audit A · 138 stars
issue-import-via-forwarder SKILL.md skill
apache/magpie · plugins/magpie-security/skills/issue-import-via-forwarder/SKILL.md · Sub-skill for reports relayed onto `<security-list>` by a broker
(the ASF security team, a disclosure platform, a SOC)…
git:20261027.5395957 · audit A · 138 stars
issue-import SKILL.md skill
apache/magpie · plugins/magpie-security/skills/issue-import/SKILL.md · Import new `<security-list>` reports into `<tracker>`: find threads
not yet tracked, propose the imports (default…
git:20261027.5395957 · audit A · 138 stars
issue-invalidate SKILL.md skill
apache/magpie · plugins/magpie-security/skills/issue-invalidate/SKILL.md · Close a tracker as invalid: label, closing comment, board archive,
and — for `<security-list>` imports — a…
git:20261030.7539f9a · audit A · 138 stars
issue-sync SKILL.md skill
apache/magpie · plugins/magpie-security/skills/issue-sync/SKILL.md · Synchronize a security issue in <tracker> with the state of its
GitHub discussion, the <security-list> mailing thread…
git:20261027.5395957 · audit A · 138 stars
issue-triage SKILL.md skill
apache/magpie · plugins/magpie-security/skills/issue-triage/SKILL.md · Classify each `needs triage` tracker as VALID / DEFENSE-IN-DEPTH /
INFO-ONLY / INVALID / PROBABLE-DUP /…
git:20261104.b1bc935 · audit A · 138 stars
model-prepare SKILL.md skill
apache/magpie · plugins/magpie-security/skills/model-prepare/SKILL.md · Produce a first security model for a project that has none:
draft it with `<governance-body>` (draft-first…
git:20261104.b1bc935 · audit A · 138 stars
model-update SKILL.md skill
apache/magpie · plugins/magpie-security/skills/model-update/SKILL.md · Refresh a published security model from the project's decision
history (tracker dispositions, advisories, canned…
git:20261027.5395957 · audit A · 138 stars
model-verify SKILL.md skill
apache/magpie · plugins/magpie-security/skills/model-verify/SKILL.md · Check a published security model per repository: is it reachable
via `AGENTS.md` → `SECURITY.md` at a named commit, and…
git:20261104.b1bc935 · audit A · 138 stars
submit-to-oss-scan SKILL.md skill
apache/magpie · plugins/magpie-security/skills/submit-to-oss-scan/SKILL.md · Prepare the enrolment (or update) PR that puts a project into
Anthropic's OSS Scanner: `project.yaml`, an…
git:20261104.b1bc935 · audit A · 138 stars
tracker-stats-dashboard SKILL.md skill
apache/magpie · plugins/magpie-security/skills/tracker-stats-dashboard/SKILL.md · Generate a self-contained HTML dashboard of `<tracker>` repository statistics for security-team review.
git:20261027.5395957 · audit A · 138 stars
complete-upgrade SKILL.md skill
apache/magpie · plugins/magpie-setup/skills/complete-upgrade/SKILL.md · Finish a Magpie upgrade in one run. Checks this machine and this project against the installed version and shows one…
git:20261027.5395957 · audit A · 138 stars
isolated-setup-doctor SKILL.md skill
apache/magpie · plugins/magpie-setup/skills/isolated-setup-doctor/SKILL.md · Probe the secure-agent setup for restrictions that block legitimate work — SSH agent reachability, port binding…
git:20261102.af6b176 · audit B · 138 stars
isolated-setup-install SKILL.md skill
apache/magpie · plugins/magpie-setup/skills/isolated-setup-install/SKILL.md · Walk an adopter through the first-time install of the secure agent setup (sandbox, approval and clean-environment…
git:20261024.d260085 · audit A · 138 stars
isolated-setup-update SKILL.md skill
apache/magpie · plugins/magpie-setup/skills/isolated-setup-update/SKILL.md · Report drift between the installed secure setup and the framework's current one — checkout, pinned tools, user-scope…
git:20261025.d871258 · audit A · 138 stars
isolated-setup-verify SKILL.md skill
apache/magpie · plugins/magpie-setup/skills/isolated-setup-verify/SKILL.md · Check the secure agent setup against its checklist and report done, missing or partial for each item, with the evidence…
git:20261028.8a9c00f · audit B · 138 stars
override-upstream SKILL.md skill
apache/magpie · plugins/magpie-setup/skills/override-upstream/SKILL.md · Promote a local `.apache-magpie-overrides/<skill>.md` into a PR against `apache/magpie`. Once it merges and the adopter…
git:20261018.9a8ec5f · audit A · 138 stars
privacy-llm SKILL.md skill
apache/magpie · plugins/magpie-setup/skills/privacy-llm/SKILL.md · Decide which LLMs this project's skills may send private foundation content to, then prove it. Detects the stack in…
git:20261027.d380ad5 · audit A · 138 stars
setup SKILL.md skill
apache/magpie · plugins/magpie-setup/skills/setup/SKILL.md · Install Magpie, configure it for yourself, or adopt it for a repo. Installing touches only this machine; configuring…
git:20261024.c1a5a0a · audit A · 138 stars
shared-config-sync SKILL.md skill
apache/magpie · plugins/magpie-setup/skills/shared-config-sync/SKILL.md · Commit and push the user's shared Claude config to the `~/.claude-config` sync repo, rebasing first so a push never…
git:20261024.c1a5a0a · audit A · 138 stars
status SKILL.md skill
apache/magpie · plugins/magpie-setup/skills/status/SKILL.md · Show how Magpie is adopted in this repo — install method and pin, drift, wired agent targets, installed skill families…
git:20261005.3ac6eee · audit A · 138 stars
upstream-fix SKILL.md skill
apache/magpie · plugins/magpie-setup/skills/upstream-fix/SKILL.md · Turn a framework defect the agent hit while running a Magpie skill into a fix PR against `apache/magpie`, one PR per…
git:20261011.1892f1f · audit A · 138 stars
welcome-guide SKILL.md skill
apache/magpie · plugins/magpie-setup/skills/welcome-guide/SKILL.md · Show a Magpie welcome guide on demand: the general one with no argument, or a skill family's by name. Also turns a…
git:20261027.5395957 · audit A · 138 stars
list-skills SKILL.md skill
apache/magpie · plugins/magpie-utilities/skills/list-skills/SKILL.md · Print a human-readable index of every skill installed for this
repository, grouped by the family each one declares…
git:20261027.5395957 · audit A · 138 stars
optimize-skill SKILL.md skill
apache/magpie · plugins/magpie-utilities/skills/optimize-skill/SKILL.md · Make an existing framework skill leaner without changing its behavior. Diagnose context-cost smells, propose the…
git:20261027.5395957 · audit A · 138 stars
report-framework-issue SKILL.md skill
apache/magpie · plugins/magpie-utilities/skills/report-framework-issue/SKILL.md · File a clean, redacted GitHub issue against the Apache Magpie
framework repo when a skill, tool, or doc misbehaves…
git:20261024.c1a5a0a · audit A · 138 stars
skill-reconciler SKILL.md skill
apache/magpie · plugins/magpie-utilities/skills/skill-reconciler/SKILL.md · Compare two near-duplicate skills — typically an ASF variant and a
non-ASF or multi-project variant — and classify…
git:20261024.c1a5a0a · audit B · 138 stars
write-skill SKILL.md skill
apache/magpie · plugins/magpie-utilities/skills/write-skill/SKILL.md · Write a new skill for the Apache Magpie framework, or bring an existing one up to current conventions. Scaffolds the…
git:20261027.5395957 · audit A · 138 stars
git:20260710.f17cff7 · audit A · 138 stars
generate-cve-json SKILL.md skill
apache/magpie · tools/cve-tool-vulnogram/generate-cve-json/SKILL.md · Generate a CVE 5.x JSON document from an <tracker> tracking
issue, ready to paste into the Vulnogram `#source` tab of…
git:20261025.cb51b53 · audit A · 138 stars
git:20260704.383378b · audit B · 138 stars
Source
github.com/apache/magpie · 138 stars · license Apache-2.0 · pushed 2026-11-05