[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-apache-magpie-setup-status":3,"mdc-ttc4md-key":36,"related-repo-apache-magpie-setup-status":1198,"related-org-apache-magpie-setup-status":1303},{"slug":4,"name":4,"fn":5,"description":6,"org":7,"tags":11,"stars":19,"repoUrl":20,"updatedAt":21,"license":22,"forks":23,"topics":24,"repo":31,"sourceUrl":34,"mdContent":35},"magpie-setup-status","manage Apache Magpie framework adoption","Show how the apache-magpie framework is adopted in the current\nrepo, then adjust that setup in place. Renders a Markdown\nadoption dashboard: install method and pin, drift, the wired\nagent targets, the installed skill families, and symlink health.\nFrom the same view the user can add or drop agent targets and\nskill families; the actual change runs through the setup skill.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},"apache","Apache Software Foundation","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Fapache.png",[12,16],{"name":13,"slug":14,"type":15},"Architecture","architecture","tag",{"name":17,"slug":18,"type":15},"Automation","automation",61,"https:\u002F\u002Fgithub.com\u002Fapache\u002Fmagpie","2026-07-12T08:33:22.638666","Apache-2.0",42,[25,8,18,26,27,28,29,30],"agent-skills","claude-code","cve","security","vulnerability-disclosure","vulnerability-management",{"repoUrl":20,"stars":19,"forks":23,"topics":32,"description":33},[25,8,18,26,27,28,29,30],"Agent-assisted maintainership and development framework for Apache projects — Triage, Mentoring, Drafting (agent-authored fixes with human review), and Pairing (developer-side dev-cycle) skills shipping; Agentic Autonomous (auto-merge) on the roadmap.","https:\u002F\u002Fgithub.com\u002Fapache\u002Fmagpie\u002Ftree\u002FHEAD\u002Fskills\u002Fsetup-status","---\n# SPDX-License-Identifier: Apache-2.0\n# https:\u002F\u002Fwww.apache.org\u002Flicenses\u002FLICENSE-2.0\nname: magpie-setup-status\nfamily: setup\nmode: Meta\ndescription: |\n  Show how the apache-magpie framework is adopted in the current\n  repo, then adjust that setup in place. Renders a Markdown\n  adoption dashboard: install method and pin, drift, the wired\n  agent targets, the installed skill families, and symlink health.\n  From the same view the user can add or drop agent targets and\n  skill families; the actual change runs through the setup skill.\nwhen_to_use: |\n  Invoke when the user asks how magpie is set up here, which\n  agent targets are wired, which skill families are installed, or\n  whether the snapshot is in sync. Also when the user wants to\n  change the wiring — add an agent target, enable the security or\n  pr-management family — and wants to see the current state first.\n  Phrases the user might say: \"magpie status\", \"how is magpie\n  adopted\", \"which agent targets are wired\", \"show adoption\n  state\", \"which families are installed\", \"add the github target\".\ncapability:\n  - capability:stats\n  - capability:platform\nlicense: Apache-2.0\n---\n\n\u003C!-- SPDX-License-Identifier: Apache-2.0\n     https:\u002F\u002Fwww.apache.org\u002Flicenses\u002FLICENSE-2.0 -->\n\n\u003C!-- Placeholder convention (see ..\u002F..\u002FAGENTS.md#placeholder-convention-used-in-skill-files):\n     \u003Cproject-config>  → adopter's `.apache-magpie-overrides\u002F` directory\n     \u003Csnapshot-dir>    → `.apache-magpie\u002F` (gitignored snapshot of the framework)\n     \u003Ccommitted-lock>  → `.apache-magpie.lock` (committed — the project's pin)\n     \u003Clocal-lock>      → `.apache-magpie.local.lock` (gitignored — per-machine record)\n     \u003Cupstream>        → adopter's public source repo (the repo this skill runs in) -->\n\n# setup-status\n\nRender a one-glance picture of **how apache-magpie is adopted in\nthis repo**, then let the user reconfigure it without leaving the\nview. The dashboard answers the questions an operator actually\nasks: *which install method and version are pinned, has the\nsnapshot drifted, which agent targets are wired, which skill\nfamilies are installed, and are the symlinks healthy.*\n\nThis skill is the **configuration** view of adoption. It is read-\nonly on its own; every change it offers is carried out by\ndelegating to [`\u002Fmagpie-setup`](..\u002Fsetup\u002FSKILL.md) — the one skill\nthat owns adoption mutation. For a **deep integrity \u002F health\ncheck** (lock parsing, per-check ✓\u002F✗ matrix, permission-hygiene\naudit, ASF comdev MCP prerequisites, stale-worktree sweep), use\n[`\u002Fmagpie-setup verify`](..\u002Fsetup\u002Fverify.md); this skill links to\nit rather than duplicating its checks.\n\n---\n\n## Adopter overrides\n\nBefore running the default behaviour documented below, this skill\nconsults (in order, first hit wins):\n\n1. `.apache-magpie-local\u002Fsetup-status.md` — personal, gitignored.\n2. `.apache-magpie-overrides\u002Fsetup-status.md` — committed,\n   project-wide.\n\nBoth files are applied if present.  See\n[`docs\u002Fsetup\u002Fagentic-overrides.md`](..\u002F..\u002Fdocs\u002Fsetup\u002Fagentic-overrides.md)\nfor the full lookup contract.\n\n**Hard rule**: agents NEVER modify the snapshot under\n`\u003Cadopter-repo>\u002F.apache-magpie\u002F`. Local modifications go in the\noverride file. Framework changes go via PR to\n`apache\u002Fmagpie`.\n\n---\n\n## Snapshot drift\n\nAlso at the top of every run, this skill compares the gitignored\n`.apache-magpie.local.lock` (per-machine fetch) against the\ncommitted `.apache-magpie.lock` (the project pin). On mismatch the\nskill surfaces the gap and proposes\n[`\u002Fmagpie-setup upgrade`](..\u002Fsetup\u002Fupgrade.md). The proposal is\nnon-blocking; surfacing the drift is itself part of this skill's\ndashboard, so the comparison feeds [Step 1](#step-1--render-the-dashboard)\nrather than gating the run.\n\n---\n\n## Inputs\n\n**Skill directives** (how the user invokes the skill):\n\n| Input | Effect |\n|---|---|\n| (none) | Render the dashboard, then offer adjustments interactively. |\n| `--no-adjust` | Render only; skip the reconfigure offer. |\n| `adjust` | Skip straight to the reconfigure flow after a brief state recap. |\n\n**Collector flags** (passed through to\n[`scripts\u002Fcollect_status.py`](scripts\u002Fcollect_status.py)):\n\n| Flag | Effect |\n|---|---|\n| `--repo \u003Cpath>` | Inspect a repo other than the current git top-level. |\n| `--format md` | The Markdown dashboard (default). |\n| `--format json` | The raw machine-readable fields ([`collect.md`](collect.md)); add `--pretty` to indent. |\n\nThe default output is the Markdown dashboard, rendered\ndeterministically by the collector.\n\n---\n\n## Prerequisites\n\n- A git checkout (`git rev-parse --show-toplevel` succeeds), or an\n  explicit `--repo \u003Cpath>`.\n- `python3` on `PATH` for the deterministic collector\n  ([`scripts\u002Fcollect_status.py`](scripts\u002Fcollect_status.py)). No\n  third-party packages, no network access.\n\nThis skill reads only framework-internal, on-disk state (lock\nfiles, symlinks, `.gitignore`, the post-checkout hook). It reads\n**no external or private content**, so the prompt-injection and\nPrivacy-LLM gate-checks do not apply.\n\n---\n\n## Step 0 — Pre-flight check\n\n1. Resolve the repo root (`--repo` if given, else\n   `git rev-parse --show-toplevel`).\n2. Apply adopter overrides and the drift preamble above.\n3. **Adopted?** If `\u003Ccommitted-lock>` (`.apache-magpie.lock`) is\n   absent, the repo is **not adopted**. Say so, point at\n   [`\u002Fmagpie-setup`](..\u002Fsetup\u002FSKILL.md) to adopt, and stop — there\n   is no state to render.\n\n---\n\n## Step 1 — Render the dashboard\n\nThe collector **renders the dashboard itself**. Run it (it never\nwrites and never fetches):\n\n```bash\npython3 \u003Cframework>\u002Fskills\u002Fsetup-status\u002Fscripts\u002Fcollect_status.py\n```\n\n(From a normal adopter the script lives under the snapshot at\n`.apache-magpie\u002Fskills\u002Fsetup-status\u002Fscripts\u002F`; invoke it via the\n`magpie-setup-status` symlink's resolved path. The default output\nis the Markdown dashboard; pass `--format json` only when tooling\nneeds the raw fields — see [`collect.md`](collect.md).)\n\n> **OUTPUT CONTRACT — non-negotiable.** Present the script's\n> Markdown output **verbatim** (it is already GitHub-flavoured\n> Markdown — let the harness render the pipe table). Do **not**:\n> re-draw it as a box-drawing\u002FASCII table; drop the `serves` bullet\n> legend (it carries the agents each directory serves, including\n> the whole `universal` cluster); add a Reads column back into the\n> table (that is what made it wrap and break); recompute the\n> verdict; or \"prettify\" the layout. The script, not the agent,\n> owns the rendering, precisely because an LLM formatting pass\n> reliably mangles it (drops the agents-served legend, renames\n> columns, re-introduces the wide column). If you find yourself\n> rebuilding the table, stop and paste the script output instead.\n\nThe renderer owns the headline, the agent-target table plus its\n`serves` legend (so the `universal` cluster and every registry\nvendor always appear), the family roster, and the drift \u002F\nintegrity summary.\n\nFull layout reference, the health-verdict rules, and mode-aware\ninterpretation: [`render.md`](render.md).\n\n---\n\n## Step 2 — Interpret (lightly)\n\nAfter printing the verbatim dashboard, optionally add a one-line\n**mode-aware** note where it helps — without re-tabulating or\ncontradicting the script output. Example: a `method:local`\nframework checkout commits its symlinks and has no snapshot or\nlocal lock, so the absent snapshot is healthy there but a fault\nfor a normal adopter ([`render.md`](render.md#mode-aware-interpretation)).\n\n---\n\n## Step 3 — Offer adjustments\n\nUnless `--no-adjust` was passed, end the dashboard with the\nreconfigure offer. Detect the obvious deltas (a registry target\npresent on disk but not wired; an opt-in family not installed;\ndangling symlinks; drift) and present each as a concrete,\nconfirmable change. On confirmation, **delegate to\n[`\u002Fmagpie-setup`](..\u002Fsetup\u002FSKILL.md)** with the right flags\n(`agents:\u003Clist>`, `skill-families:\u003Clist>`, or `upgrade`) — this\nskill never edits symlinks, locks, or `.gitignore` itself.\n\nFull gap-detection and delegation rules: [`adjust.md`](adjust.md).\n\n---\n\n## Hard rules\n\n- **Read-only on its own; mutation only via setup.** This skill\n  never writes a symlink, a lock file, or `.gitignore`. Every\n  change is delegated to [`\u002Fmagpie-setup`](..\u002Fsetup\u002FSKILL.md),\n  preserving the framework's single source of truth for adoption\n  mutation.\n- **Propose before applying.** Each adjustment is a proposal the\n  user explicitly confirms before the delegated `\u002Fmagpie-setup`\n  run starts. No silent reconfiguration.\n- **Do not duplicate `verify`.** For deep integrity, permission\n  hygiene, comdev-MCP prerequisites, and the stale-worktree sweep,\n  point the user at [`\u002Fmagpie-setup verify`](..\u002Fsetup\u002Fverify.md)\n  rather than re-implementing those checks here.\n- **Never invent state.** Report only what the collector observed.\n  If a field is unknown (e.g. upstream-tip drift needs network),\n  say it was not checked and name the skill that does check it.\n\n---\n\n## References\n\n- [`collect.md`](collect.md) — the collector's JSON field\n  reference.\n- [`render.md`](render.md) — dashboard layout, health-verdict\n  rules, mode-aware interpretation.\n- [`adjust.md`](adjust.md) — gap detection and the delegation\n  contract to `\u002Fmagpie-setup`.\n- [`scripts\u002Fcollect_status.py`](scripts\u002Fcollect_status.py) — the\n  deterministic, read-only state collector.\n- [`\u002Fmagpie-setup`](..\u002Fsetup\u002FSKILL.md) — adoption mutation:\n  [`adopt.md`](..\u002Fsetup\u002Fadopt.md), [`upgrade.md`](..\u002Fsetup\u002Fupgrade.md),\n  the [`agents.md`](..\u002Fsetup\u002Fagents.md) target registry, and the\n  [Golden rules](..\u002Fsetup\u002FSKILL.md#golden-rules).\n- [`\u002Fmagpie-setup verify`](..\u002Fsetup\u002Fverify.md) — the deep\n  integrity \u002F health check this dashboard complements.\n- [`AGENTS.md`](..\u002F..\u002FAGENTS.md) — framework conventions and the\n  placeholder convention.\n- [`docs\u002Fsetup\u002Fagentic-overrides.md`](..\u002F..\u002Fdocs\u002Fsetup\u002Fagentic-overrides.md)\n  — the override contract every skill consults.\n",{"data":37,"body":44},{"name":4,"family":38,"mode":39,"description":6,"when_to_use":40,"capability":41,"license":22},"setup","Meta","Invoke when the user asks how magpie is set up here, which\nagent targets are wired, which skill families are installed, or\nwhether the snapshot is in sync. 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The dashboard answers the questions an operator actually\nasks: ",{"type":48,"tag":70,"props":71,"children":72},"em",{},[73],{"type":54,"value":74},"which install method and version are pinned, has the\nsnapshot drifted, which agent targets are wired, which skill\nfamilies are installed, and are the symlinks healthy.",{"type":48,"tag":56,"props":76,"children":77},{},[78,80,85,87,99,101,106,108,118],{"type":54,"value":79},"This skill is the ",{"type":48,"tag":62,"props":81,"children":82},{},[83],{"type":54,"value":84},"configuration",{"type":54,"value":86}," view of adoption. It is read-\nonly on its own; every change it offers is carried out by\ndelegating to ",{"type":48,"tag":88,"props":89,"children":91},"a",{"href":90},"..\u002Fsetup\u002FSKILL.md",[92],{"type":48,"tag":93,"props":94,"children":96},"code",{"className":95},[],[97],{"type":54,"value":98},"\u002Fmagpie-setup",{"type":54,"value":100}," — the one skill\nthat owns adoption mutation. 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complements.",{"type":48,"tag":141,"props":1165,"children":1166},{},[1167,1177],{"type":48,"tag":88,"props":1168,"children":1170},{"href":1169},"..\u002F..\u002FAGENTS.md",[1171],{"type":48,"tag":93,"props":1172,"children":1174},{"className":1173},[],[1175],{"type":54,"value":1176},"AGENTS.md",{"type":54,"value":1178}," — framework conventions and the\nplaceholder convention.",{"type":48,"tag":141,"props":1180,"children":1181},{},[1182,1190],{"type":48,"tag":88,"props":1183,"children":1184},{"href":170},[1185],{"type":48,"tag":93,"props":1186,"children":1188},{"className":1187},[],[1189],{"type":54,"value":177},{"type":54,"value":1191},"\n— the override contract every skill consults.",{"type":48,"tag":1193,"props":1194,"children":1195},"style",{},[1196],{"type":54,"value":1197},"html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"items":1199,"total":1302},[1200,1215,1231,1245,1261,1277,1289],{"slug":1201,"name":1201,"fn":1202,"description":1203,"org":1204,"tags":1205,"stars":19,"repoUrl":20,"updatedAt":1214},"generate-cve-json","generate CVE JSON documents","Generate a CVE 5.x JSON document from an \u003Ctracker> tracking\nissue, ready to paste into the Vulnogram `#source` tab of the ASF CVE tool\nat https:\u002F\u002Fcveprocess.apache.org\u002Fcve5\u002F\u003CCVE-ID>#source. The conversion is\ndeterministic: same issue in, same JSON bytes out. Handles multiple\ncredits (one per line) and multiple references (URLs extracted from the\nissue's \"Public advisory URL\" and \"PR with the fix\" fields; the\n\"Security mailing list thread\" field is treated as internal-only and\nnever exported).\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1206,1209,1211],{"name":1207,"slug":1208,"type":15},"Compliance","compliance",{"name":1210,"slug":28,"type":15},"Security",{"name":1212,"slug":1213,"type":15},"Technical Writing","technical-writing","2026-07-12T08:35:41.218722",{"slug":1216,"name":1216,"fn":1217,"description":1218,"org":1219,"tags":1220,"stars":19,"repoUrl":20,"updatedAt":1230},"magpie-audit-finding-fix","fix findings from code audit tools","For a batch of findings from a non-security audit tool\n(`\u003Caudit-tool>` — ruff \u002F flake8 \u002F mypy \u002F pylint \u002F CodeQL \u002F\nApache Verum \u002F Apache Caer \u002F equivalent; full list in the body)\nagainst `\u003Cupstream>`, draft the smallest fix for each finding.\nRe-runs the tool after each batch to confirm the findings are\ncleared. Produces a commit and a hand-back artefact; never opens\na PR on autopilot or merges.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1221,1224,1227],{"name":1222,"slug":1223,"type":15},"Audit","audit",{"name":1225,"slug":1226,"type":15},"Code Analysis","code-analysis",{"name":1228,"slug":1229,"type":15},"Debugging","debugging","2026-07-12T08:35:13.930479",{"slug":1232,"name":1232,"fn":1233,"description":1234,"org":1235,"tags":1236,"stars":19,"repoUrl":20,"updatedAt":1244},"magpie-ci-runner-audit","audit GitHub Actions workflow runner compatibility","Read-only audit of GitHub Actions workflow runner compatibility\nfor one repository, an explicit repository set, one Apache project\nwith multiple repositories, or the full Apache GitHub org. Finds\nobsolete GitHub-hosted runner labels and macOS runner\u002Ftool\narchitecture mismatches. Produces TSV evidence files; never edits\nworkflows, opens PRs, or posts comments.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1237,1238,1241],{"name":1222,"slug":1223,"type":15},{"name":1239,"slug":1240,"type":15},"CI\u002FCD","ci-cd",{"name":1242,"slug":1243,"type":15},"GitHub Actions","github-actions","2026-07-12T08:34:30.320965",{"slug":1246,"name":1246,"fn":1247,"description":1248,"org":1249,"tags":1250,"stars":19,"repoUrl":20,"updatedAt":1260},"magpie-committer-onboarding","onboard Apache project committers","Post-vote committer and PMC onboarding for Apache projects.\nWalks the nominator through every step from ICLA check to\nwelcome announcement for both incubating podlings and\ngraduated top-level projects.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1251,1254,1257],{"name":1252,"slug":1253,"type":15},"Management","management",{"name":1255,"slug":1256,"type":15},"Operations","operations",{"name":1258,"slug":1259,"type":15},"Process Documentation","process-documentation","2026-07-12T08:33:35.628029",{"slug":1262,"name":1262,"fn":1263,"description":1264,"org":1265,"tags":1266,"stars":19,"repoUrl":20,"updatedAt":1276},"magpie-contributor-activity-sweep","generate contributor activity reports","Read-only GitHub activity card for a named contributor on \u003Cupstream>.\nFetches PR authorship, code-review activity, issues, and PR\u002Fissue\ncomments over a configurable window. Limited to GitHub-visible\nactivity — the body documents the off-GitHub tracks the nominator\nmust supply separately. No readiness verdict is produced; use\ncontributor-nomination for a full nomination brief.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1267,1270,1273],{"name":1268,"slug":1269,"type":15},"Analytics","analytics",{"name":1271,"slug":1272,"type":15},"GitHub","github",{"name":1274,"slug":1275,"type":15},"Reporting","reporting","2026-07-12T08:33:41.715859",{"slug":1278,"name":1278,"fn":1279,"description":1280,"org":1281,"tags":1282,"stars":19,"repoUrl":20,"updatedAt":1288},"magpie-contributor-nomination","generate contributor nomination briefs","Read-only nomination brief for a named GitHub contributor on\n\u003Cupstream>. Aggregates GitHub activity across all contribution\ntracks plus maintainer-supplied off-GitHub signal, and flags\nvendor-neutrality context — the evidence a PMC needs to open\na committer or PMC nomination thread.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1283,1286,1287],{"name":1284,"slug":1285,"type":15},"Engineering","engineering",{"name":1271,"slug":1272,"type":15},{"name":1274,"slug":1275,"type":15},"2026-07-12T08:33:39.211745",{"slug":1290,"name":1290,"fn":1291,"description":1292,"org":1293,"tags":1294,"stars":19,"repoUrl":20,"updatedAt":1301},"magpie-contributor-sentiment","measure contributor sentiment on GitHub repositories","Measures contributor-sentiment signals on \u003Cupstream> over a\nconfigurable window: thread tone (first-response classification),\ntime-to-first-reply (median hours), first-PR retention\n(second-PR rate), and reviewer load (Gini coefficient). Compares\neach signal against a pre-adoption baseline and produces a\nstructured gate report used to decide whether a skill family is\nready to advance from experimental to stable.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1295,1296,1299,1300],{"name":1268,"slug":1269,"type":15},{"name":1297,"slug":1298,"type":15},"Communications","communications",{"name":1284,"slug":1285,"type":15},{"name":1271,"slug":1272,"type":15},"2026-07-12T08:34:09.204167",71,{"items":1304,"total":1453},[1305,1323,1337,1348,1359,1372,1390,1401,1411,1422,1432,1442],{"slug":1306,"name":1306,"fn":1307,"description":1308,"org":1309,"tags":1310,"stars":1320,"repoUrl":1321,"updatedAt":1322},"datafusion-python","write Apache DataFusion Python code","Use when the user is writing datafusion-python (Apache DataFusion Python bindings) DataFrame or SQL code. Covers imports, data loading, DataFrame operations, expression building, SQL-to-DataFrame mappings, idiomatic patterns, and common pitfalls.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1311,1314,1317],{"name":1312,"slug":1313,"type":15},"Data Analysis","data-analysis",{"name":1315,"slug":1316,"type":15},"Python","python",{"name":1318,"slug":1319,"type":15},"SQL","sql",593,"https:\u002F\u002Fgithub.com\u002Fapache\u002Fdatafusion-python","2026-07-12T08:36:04.957626",{"slug":1324,"name":1324,"fn":1325,"description":1326,"org":1327,"tags":1328,"stars":1334,"repoUrl":1335,"updatedAt":1336},"bydbql","generate and execute BanyanDB BydbQL queries","Generate, validate, and optionally execute read-only BanyanDB BydbQL for STREAM, MEASURE, TRACE, and PROPERTY resources. Use when the user asks to query BanyanDB, translate natural language to BydbQL, inspect BanyanDB schema or data, validate BydbQL, or fetch raw BanyanDB records.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1329,1330,1333],{"name":1268,"slug":1269,"type":15},{"name":1331,"slug":1332,"type":15},"Database","database",{"name":1318,"slug":1319,"type":15},344,"https:\u002F\u002Fgithub.com\u002Fapache\u002Fskywalking-banyandb","2026-07-12T08:31:01.294423",{"slug":1338,"name":1338,"fn":1339,"description":1340,"org":1341,"tags":1342,"stars":1334,"repoUrl":1335,"updatedAt":1347},"compiling","compile and build BanyanDB projects","Compile and build the SkyWalking BanyanDB project. Use when the user asks to compile, build, or generate code for this project.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1343,1346],{"name":1344,"slug":1345,"type":15},"Build","build",{"name":1284,"slug":1285,"type":15},"2026-07-12T08:31:06.373309",{"slug":1349,"name":1349,"fn":1350,"description":1351,"org":1352,"tags":1353,"stars":1334,"repoUrl":1335,"updatedAt":1358},"gh-pull-request","create GitHub pull requests for BanyanDB","Create a GitHub pull request for SkyWalking BanyanDB. Use when the user asks to create a PR, submit changes, or open a pull request.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1354,1355],{"name":1271,"slug":1272,"type":15},{"name":1356,"slug":1357,"type":15},"Pull Requests","pull-requests","2026-07-12T08:31:03.792415",{"slug":1360,"name":1360,"fn":1361,"description":1362,"org":1363,"tags":1364,"stars":1334,"repoUrl":1335,"updatedAt":1371},"vendor-update","update Go and Node.js vendor dependencies","Upgrade Go\u002FNode.js vendor dependencies and sync tool versions. Use whenever the user says \"upgrade dependencies\", \"update vendors\", \"vendor update\", \"run vendor-upgrade\", \"bump dependencies\", \"update packages\", or asks to run the `vendor-update` Make target. This skill also checks `scripts\u002Fbuild\u002Fversion.mk` after upgrading to see if any tracked tool versions need updating too, and removes stale binaries from `bin\u002F` when versions change.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1365,1368],{"name":1366,"slug":1367,"type":15},"Go","go",{"name":1369,"slug":1370,"type":15},"Node.js","node-js","2026-07-12T08:31:02.555555",{"slug":1373,"name":1373,"fn":1374,"description":1375,"org":1376,"tags":1377,"stars":1387,"repoUrl":1388,"updatedAt":1389},"cayenne-cgen","generate Cayenne entity Java classes","Use this skill whenever the user wants to (re)generate Cayenne entity Java classes from a DataMap. Trigger on phrases like 'generate Java classes', 'regenerate entities', 'run cgen', 'create the entity classes', 'why is the Artist class missing fields', 'where did the `_Abstract*` classes come from', 'sync the entity classes with the model', or any request to materialize Java from the DataMap. Also trigger as a follow-up after modeling changes (someone added an entity, attribute, or relationship and now the Java side is stale). This skill exclusively uses the `mcp__cayenne__cgen_run` MCP tool — it does NOT use `mvn cayenne:cgen` or the Gradle cgen task.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1378,1381,1384],{"name":1379,"slug":1380,"type":15},"Data Modeling","data-modeling",{"name":1382,"slug":1383,"type":15},"Java","java",{"name":1385,"slug":1386,"type":15},"ORM","orm",343,"https:\u002F\u002Fgithub.com\u002Fapache\u002Fcayenne","2026-07-12T08:32:33.575211",{"slug":1391,"name":1391,"fn":1392,"description":1393,"org":1394,"tags":1395,"stars":1387,"repoUrl":1388,"updatedAt":1400},"cayenne-db-import","import database schema into Cayenne DataMaps","Use this skill when the user wants to import database schema metadata into a Cayenne DataMap — the *model\u002Fmapping only*, not names or Java classes. Trigger on phrases like 'reverse engineer the database', 'import the schema', 'generate a DataMap from my DB', 'add the new tables from the DB into the model', 'import the customer table', 'create entities from these tables', or any request to read database metadata to populate or update a DataMap's XML. This is for *full schema* or *bulk table* import; one-off a-la-carte entity additions belong in the cayenne-modeling skill. IMPORTANT — scope: this imports the mapping ONLY; it does not clean up the Object-layer names or (re)generate Java classes. When the user wants their whole project brought in line with the DB ('sync my project with the database', 'my schema changed, update everything', 'update my entities\u002Fclasses from the DB'), that is the end-to-end `cayenne-full-db-sync` skill, which runs this import and then name cleanup and class generation. To regenerate classes alone use `cayenne-cgen`. The skill runs reverse engineering directly via the `mcp__cayenne__dbimport_run` MCP tool when a DBConnector is already configured; otherwise it opens the CayenneModeler GUI via `mcp__cayenne__open_project` to configure the connection first.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1396,1397,1398,1399],{"name":1331,"slug":1332,"type":15},{"name":1382,"slug":1383,"type":15},{"name":1385,"slug":1386,"type":15},{"name":1318,"slug":1319,"type":15},"2026-07-19T05:40:33.655062",{"slug":1402,"name":1402,"fn":1403,"description":1404,"org":1405,"tags":1406,"stars":1387,"repoUrl":1388,"updatedAt":1410},"cayenne-full-db-sync","synchronize Cayenne projects with database","Use this skill when the user wants to bring their WHOLE Cayenne project in line with the database in one shot — the mapping, the Object-layer names, and the generated Java classes together. This is the end-to-end 'sync with the DB' workflow, and it orchestrates three skills in order: `cayenne-db-import` (import schema metadata into the DataMap) → `cayenne-model-naming` (polish the just-imported names) → `cayenne-cgen` (regenerate Java classes). Trigger on holistic phrases like 'sync my project with the database', 'sync with the DB', 'my schema changed, update everything', 'update my entities\u002Fclasses from the database', 'reverse engineer and regenerate the classes', 'import the new tables and rebuild the entities', 'full DB sync', 'bring the model and classes up to date with the DB'. The distinguishing signal is scope: the user wants the whole project (mapping + names + Java code), not just one stage. For the *model\u002Fmapping only* (no name cleanup, no class generation) use `cayenne-db-import`; to (re)generate classes alone use `cayenne-cgen`; to clean names alone use `cayenne-model-naming`. Uses the `mcp__cayenne__dbimport_run` and `mcp__cayenne__cgen_run` MCP tools via the sub-skills; does NOT use Maven or Gradle goals.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1407,1408,1409],{"name":1331,"slug":1332,"type":15},{"name":1382,"slug":1383,"type":15},{"name":1385,"slug":1386,"type":15},"2026-07-19T06:03:49.112969",{"slug":1412,"name":1412,"fn":1413,"description":1414,"org":1415,"tags":1416,"stars":1387,"repoUrl":1388,"updatedAt":1421},"cayenne-model-naming","clean up Cayenne object-layer names","Use this skill to clean up Object-layer names in a Cayenne DataMap — ObjEntity, ObjAttribute, and ObjRelationship names, plus DbRelationship names (the first-class unit of relationship cleanup — every FK has one whether or not an ObjRelationship was generated; the ObjRelationship name is synced to it when one exists) — so they read as descriptive, consistent Java. Trigger on phrases like 'clean up the model names', 'fix the entity names', 'these names look ugly', 'make the names descriptive', 'normalize the ObjEntity\u002Fattribute\u002Frelationship names', 'why is this relationship called team1', 'rename entities to be consistent', 'the import produced Gametype instead of GameType'. Invoke it on an explicit user request, or as a manual follow-up after a `cayenne-db-import` to polish the just-imported additions — it is never triggered automatically. IMPORTANT: this is a LIGHT polish pass — CayenneModeler's reverse-engineering already produces good names for the common case; only improve the specific things its deterministic algorithm cannot (run-together names with no separators like `gametype`, meaningless numbered names like `team1` from multiple relationships between two tables, and a common entity prefix that leaks into relationship names like `aaOrders`). Do NOT rewrite names that are already correct. This is Obj-layer naming polish; for structural model edits use `cayenne-modeling`, and for regenerating classes afterward use `cayenne-cgen`.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1417,1418,1419,1420],{"name":1379,"slug":1380,"type":15},{"name":1331,"slug":1332,"type":15},{"name":1382,"slug":1383,"type":15},{"name":1385,"slug":1386,"type":15},"2026-07-22T05:35:32.342548",{"slug":1423,"name":1423,"fn":1424,"description":1425,"org":1426,"tags":1427,"stars":1387,"repoUrl":1388,"updatedAt":1431},"cayenne-modeler","manage Cayenne projects with CayenneModeler","Use this skill when the user explicitly wants to open CayenneModeler (the GUI) on a Cayenne project, or when the modeling task is inherently visual — reverse engineering (delegated to cayenne-db-import), bulk relationship layout, multi-entity visual refactoring. Trigger on phrases like 'open the Modeler', 'open in CayenneModeler', 'launch the GUI', 'edit visually', 'show me the project in the Modeler'. Do NOT trigger as a fallback for ordinary a-la-carte XML edits — those belong in the cayenne-modeling skill, which is faster and doesn't require the user to context-switch.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1428,1429,1430],{"name":1379,"slug":1380,"type":15},{"name":1382,"slug":1383,"type":15},{"name":1385,"slug":1386,"type":15},"2026-07-12T08:32:37.199428",{"slug":1433,"name":1433,"fn":1434,"description":1435,"org":1436,"tags":1437,"stars":1387,"repoUrl":1388,"updatedAt":1441},"cayenne-modeling","edit and extend Cayenne ORM models","Use this skill whenever the user wants to edit, inspect, or extend the Cayenne ORM model in a project — adding or modifying entities, attributes, relationships, embeddables, named queries, stored procedures, or DataNodes. Trigger on phrases like 'add an ObjEntity', 'add a DbEntity', 'add a relationship', 'expose this column as an attribute', 'create a new DataMap', 'add a named query', 'create an embeddable', 'add a stored procedure', 'change the attribute type', 'mark this column as nullable', 'rename this entity', or any mention of a Cayenne `*.map.xml` or `cayenne-*.xml` file. Also trigger when the user references modeling concepts (ObjEntity, DbEntity, ObjAttribute, DbAttribute, ObjRelationship, DbRelationship, Embeddable, dbEntityName, deleteRule, db-attribute-path, db-relationship-path, defaultPackage) in the context of a Cayenne-using app. This is the *primary* skill for a-la-carte ORM model manipulation — direct XML edits, not the Modeler GUI.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1438,1439,1440],{"name":1331,"slug":1332,"type":15},{"name":1382,"slug":1383,"type":15},{"name":1385,"slug":1386,"type":15},"2026-07-19T05:40:32.6889",{"slug":1443,"name":1443,"fn":1444,"description":1445,"org":1446,"tags":1447,"stars":1387,"repoUrl":1388,"updatedAt":1452},"cayenne-query","write and modify Cayenne database queries","Use this skill whenever the user wants to write or modify a Cayenne query — fetching entities by criteria, joining, prefetching to avoid N+1, ordering, paginating, aggregating, or running raw SQL through Cayenne. Trigger on phrases like 'query for X', 'fetch all artists where ...', 'write an ObjectSelect', 'use SQLSelect', 'use SelectById', 'add a prefetch', 'get distinct values', 'count rows', 'find by ID', 'load by primary key', 'build a Cayenne expression', 'why am I getting N+1', 'how do I paginate', 'select a single column', 'select columns into a DTO', 'named query in the DataMap'. Do NOT trigger for modeling changes (use cayenne-modeling) or runtime bootstrap (use cayenne-runtime).",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1448,1449,1450,1451],{"name":1331,"slug":1332,"type":15},{"name":1382,"slug":1383,"type":15},{"name":1385,"slug":1386,"type":15},{"name":1318,"slug":1319,"type":15},"2026-07-12T08:32:35.072322",108]