[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-apache-reqsign-release":3,"mdc--35owqd-key":37,"related-repo-apache-reqsign-release":2454,"related-org-apache-reqsign-release":2462},{"slug":4,"name":4,"fn":5,"description":6,"org":7,"tags":11,"stars":22,"repoUrl":23,"updatedAt":24,"license":25,"forks":26,"topics":27,"repo":32,"sourceUrl":35,"mdContent":36},"reqsign-release","release Apache OpenDAL reqsign","Release Apache OpenDAL reqsign through the Apache RC, vote, dist, tag, crates.io, and announcement flow.",{"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",[12,16,19],{"name":13,"slug":14,"type":15},"Packaging","packaging","tag",{"name":17,"slug":18,"type":15},"Deployment","deployment",{"name":20,"slug":21,"type":15},"Engineering","engineering",162,"https:\u002F\u002Fgithub.com\u002Fapache\u002Fopendal-reqsign","2026-07-29T05:38:54.777129",null,72,[28,29,30,31],"azblob","gcs","rust","s3",{"repoUrl":23,"stars":22,"forks":26,"topics":33,"description":34},[28,29,30,31],"Signing HTTP requests without heavy SDKs.","https:\u002F\u002Fgithub.com\u002Fapache\u002Fopendal-reqsign\u002Ftree\u002FHEAD\u002Frelease","---\nname: reqsign-release\ndescription: Release Apache OpenDAL reqsign through the Apache RC, vote, dist, tag, crates.io, and announcement flow.\n---\n\n# Apache OpenDAL reqsign Release Skill\n\nUse this skill when preparing or executing an Apache OpenDAL reqsign release.\n\n## Hard Rules\n\n- Do not push the formal `vX.Y.Z` tag before the Apache vote passes.\n- The voted release candidate tag is `vX.Y.Z-rc.N`; it must be a signed tag.\n- The formal `vX.Y.Z` tag must point to the exact same commit as the voted RC tag, even if `main` has advanced after the vote started.\n- Every crate in the current publish plan must exist with the exact `apache\u002Fopendal-reqsign`, `release.yml`, `release` Trusted Publisher and `trustpub_only` enabled before creating the RC tag.\n- The repo release workflow publishes only formal `vX.Y.Z` tags. It uses short-lived GitHub OIDC credentials and never a long-lived crates.io token.\n- Source release artifacts live under Apache dist:\n  - RC: `https:\u002F\u002Fdist.apache.org\u002Frepos\u002Fdist\u002Fdev\u002Fopendal\u002Freqsign-X.Y.Z\u002F`\n  - Final: `https:\u002F\u002Fdist.apache.org\u002Frepos\u002Fdist\u002Frelease\u002Fopendal\u002Freqsign-X.Y.Z\u002F`\n- If a wrong formal tag is pushed early, immediately cancel the Release workflow, delete the remote tag, and verify crates.io did not publish anything.\n\n## Release Preparation\n\n1. Sync live state.\n\n   ```bash\n   git fetch origin main --tags\n   git status --short --branch\n   git tag --list 'vX.Y.Z*' --sort=version:refname\n   git ls-remote --tags origin 'refs\u002Ftags\u002FvX.Y.Z*'\n   svn ls https:\u002F\u002Fdist.apache.org\u002Frepos\u002Fdist\u002Fdev\u002Fopendal\u002Freqsign-X.Y.Z\u002F || true\n   svn ls https:\u002F\u002Fdist.apache.org\u002Frepos\u002Fdist\u002Frelease\u002Fopendal\u002Freqsign-X.Y.Z\u002F || true\n   ```\n\n2. Prepare version bump on a PR.\n\n   Typical version policy:\n\n   - `reqsign`: patch bump, for example `0.20.0 -> 0.20.1`.\n   - Crate with new public capability: minor bump, for example `reqsign-aliyun-oss 3.0.0 -> 3.1.0`.\n   - Other workspace crates published in the same workspace release: patch bump.\n   - Keep root `[workspace.dependencies]` version requirements aligned with each crate manifest.\n\n3. Validate the publish plan and packages.\n\n   ```bash\n   python3 -m unittest discover \\\n     -s .github\u002Fscripts\u002Frelease_rust \\\n     -p \"test_*.py\"\n   python3 .github\u002Fscripts\u002Frelease_rust\u002Fplan.py\n   cargo publish --workspace --dry-run --allow-dirty\n   ```\n\n4. Merge the version bump PR into `main`.\n\n   Do not create the RC tag from an unmerged side branch unless the release manager explicitly accepts that the voted commit will not be on `main`.\n\n## Bootstrap Rust Crates\n\nWait until the intended crate-name set is present on the\n`apache\u002Fopendal-reqsign` `main` branch. The release manager chooses the exact\nreservation time, normally about three days before the planned release. At that\ntime, check out the current `main` commit and run:\n\n```bash\nrelease\u002Fscripts\u002Fbootstrap-rust-crates.sh\n```\n\nThis command performs the transition to a bootstrapped publish plan. Run it\nwithout asking for a second confirmation after a PMC release manager explicitly\nchooses the reservation time. Do not run it for release status checks or dry-run\nplanning. Publishing a `0.0.0` package is externally visible and irreversible,\nbut it is a namespace reservation rather than an ASF software release.\n\nThe helper:\n\n- Requires a clean checkout at the current `apache\u002Fopendal-reqsign` `main`.\n- Verifies that the `rust-bootstrap` environment has required reviewers.\n- Dispatches the input-free `bootstrap_rust_crates.yml` workflow.\n- Resolves the exact run, verifies its `headSha`, and waits for completion.\n- Blocks while the protected environment awaits PMC approval.\n- Verifies publicly that every crate in the checked publish plan exists and has\n  `trustpub_only` enabled.\n\nThe protected job authenticates ownership and audits the complete publish plan\nbefore any write. Established crates must already have exactly one Trusted\nPublisher with:\n\n- Repository owner: `apache`\n- Repository name: `opendal-reqsign`\n- Workflow filename: `release.yml`\n- Environment: `release`\n\nThe job never changes an established crate. Migrate those crates through\ncrates.io before using the bootstrap workflow and enable `trustpub_only` on\neach. For a missing name, the workflow publishes a dependency-free `0.0.0`\nplaceholder, creates the expected Trusted Publisher, enables `trustpub_only`,\nand reconciles partial placeholders on rerun.\n\nASF Infrastructure provisions the `release` and `rust-bootstrap` environments\nfrom `.asf.yaml`. A PMC release manager must add\n`CARGO_REGISTRY_BOOTSTRAP_TOKEN` to the `rust-bootstrap` environment. The token\nmust have only the `publish-new` and `trusted-publishing` endpoint scopes, with\ncrate scopes restricted to reqsign package names. Never expose it to the normal\nrelease workflow.\n\nRun the helper again if the publish plan gains another crate after a successful\nbootstrap.\n\n## Create RC Tag\n\nCreate the RC tag from the merged version-bump commit on `main`.\n\nBefore tagging, confirm that the bootstrap workflow succeeded for the current\npublish plan and that no later commit added another crate.\n\n```bash\ngit fetch origin main --tags\ngit switch --detach origin\u002Fmain\ngit tag -s vX.Y.Z-rc.N -m \"vX.Y.Z-rc.N\"\ngit tag -v vX.Y.Z-rc.N\ngit push origin vX.Y.Z-rc.N\n```\n\nThe RC tag should not trigger the formal publish workflow.\n\n## Build Source Artifact\n\nCreate the Apache source artifact from the RC tag.\n\n```bash\nrm -rf \u002Ftmp\u002Fopendal-reqsign-release-X.Y.Z\nmkdir -p \u002Ftmp\u002Fopendal-reqsign-release-X.Y.Z\u002Fdist\n\ngit archive \\\n  --format=tar.gz \\\n  --prefix=apache-opendal-reqsign-X.Y.Z\u002F \\\n  -o \u002Ftmp\u002Fopendal-reqsign-release-X.Y.Z\u002Fdist\u002Fapache-opendal-reqsign-X.Y.Z.tar.gz \\\n  vX.Y.Z-rc.N\n\ncd \u002Ftmp\u002Fopendal-reqsign-release-X.Y.Z\u002Fdist\ngpg --armor --detach-sign apache-opendal-reqsign-X.Y.Z.tar.gz\nshasum -a 512 apache-opendal-reqsign-X.Y.Z.tar.gz > apache-opendal-reqsign-X.Y.Z.tar.gz.sha512\n\ngpg --verify apache-opendal-reqsign-X.Y.Z.tar.gz.asc apache-opendal-reqsign-X.Y.Z.tar.gz\nshasum -a 512 -c apache-opendal-reqsign-X.Y.Z.tar.gz.sha512\ntar -tzf apache-opendal-reqsign-X.Y.Z.tar.gz | rg '(^|\u002F)LICENSE$|(^|\u002F)NOTICE$|(^|\u002F)Cargo.toml$'\n```\n\nConfirm the signing key is present in Apache OpenDAL KEYS:\n\n```bash\nsvn cat https:\u002F\u002Fdist.apache.org\u002Frepos\u002Fdist\u002Frelease\u002Fopendal\u002FKEYS | rg 'xuanwo@apache.org|Xuanwo|KEY_FINGERPRINT'\n```\n\n## Upload RC Artifacts\n\nUpload to Apache dev dist.\n\n```bash\nrm -rf \u002Ftmp\u002Fopendal-dist-dev-reqsign-X.Y.Z\nsvn co --depth=empty https:\u002F\u002Fdist.apache.org\u002Frepos\u002Fdist\u002Fdev\u002Fopendal \u002Ftmp\u002Fopendal-dist-dev-reqsign-X.Y.Z\n\ncd \u002Ftmp\u002Fopendal-dist-dev-reqsign-X.Y.Z\nmkdir reqsign-X.Y.Z\ncp \u002Ftmp\u002Fopendal-reqsign-release-X.Y.Z\u002Fdist\u002F* reqsign-X.Y.Z\u002F\nsvn add reqsign-X.Y.Z\nsvn status\nsvn commit --force-interactive -m \"Prepare reqsign X.Y.Z release candidate\"\n```\n\nVerify the remote copy:\n\n```bash\nsvn ls https:\u002F\u002Fdist.apache.org\u002Frepos\u002Fdist\u002Fdev\u002Fopendal\u002Freqsign-X.Y.Z\u002F\nrm -rf \u002Ftmp\u002Fopendal-reqsign-verify-X.Y.Z\nsvn co https:\u002F\u002Fdist.apache.org\u002Frepos\u002Fdist\u002Fdev\u002Fopendal\u002Freqsign-X.Y.Z \u002Ftmp\u002Fopendal-reqsign-verify-X.Y.Z\ncd \u002Ftmp\u002Fopendal-reqsign-verify-X.Y.Z\nshasum -a 512 -c apache-opendal-reqsign-X.Y.Z.tar.gz.sha512\ngpg --verify apache-opendal-reqsign-X.Y.Z.tar.gz.asc apache-opendal-reqsign-X.Y.Z.tar.gz\n```\n\n## Start Vote\n\nCreate a GitHub Discussion in `apache\u002Fopendal-reqsign` General.\n\nTitle:\n\n```text\n[VOTE] Release Apache OpenDAL reqsign X.Y.Z - Vote Round 1\n```\n\nBody:\n\n```text\nHello, Apache OpenDAL Community,\n\nThis is a call for a vote to release Apache OpenDAL reqsign version X.Y.Z.\n\nThe release candidate:\n\nhttps:\u002F\u002Fdist.apache.org\u002Frepos\u002Fdist\u002Fdev\u002Fopendal\u002Freqsign-X.Y.Z\u002F\n\nKeys to verify the release candidate:\n\nhttps:\u002F\u002Fdownloads.apache.org\u002Fopendal\u002FKEYS\n\nGit tag for the release candidate:\n\nhttps:\u002F\u002Fgithub.com\u002Fapache\u002Fopendal-reqsign\u002Freleases\u002Ftag\u002FvX.Y.Z-rc.N\n\nThe tag points to commit:\n\nCOMMIT_SHA\n\nPlease download, verify, and test.\n\nThe VOTE will be open for at least 72 hours and until the necessary number of votes are reached.\n\n- [ ] +1 approve\n- [ ] +0 no opinion\n- [ ] -1 disapprove with the reason\n\nChecklist for reference:\n\n- [ ] Download links are valid.\n- [ ] Checksums and signatures are valid.\n- [ ] LICENSE\u002FNOTICE files exist.\n- [ ] No unexpected binary files.\n- [ ] All source files have ASF headers.\n- [ ] Can compile from source.\n\nThanks,\nNAME\n```\n\n## After Vote Passes\n\n1. Verify vote state.\n\n   Confirm at least three binding `+1` votes and no blocking `-1` votes.\n\n2. Publish vote result.\n\n   Create a GitHub Discussion in General.\n\n   Title:\n\n   ```text\n   [RESULT][VOTE] Release Apache OpenDAL reqsign X.Y.Z - Vote Round 1\n   ```\n\n   Body:\n\n   ```text\n   Hello, Apache OpenDAL Community,\n\n   The vote to release Apache OpenDAL reqsign X.Y.Z has passed.\n\n   The vote PASSED with N +1 binding votes, no +0 or -1 votes.\n\n   Binding votes:\n\n   - VOTER_1\n   - VOTER_2\n   - VOTER_3\n\n   Vote thread: VOTE_THREAD_URL\n\n   Thanks,\n   NAME\n   ```\n\n3. Push the formal signed tag.\n\n   Use the exact voted RC commit.\n\n   ```bash\n   git checkout vX.Y.Z-rc.N\n   test \"$(git rev-parse vX.Y.Z-rc.N^{})\" = \"COMMIT_SHA\"\n   git tag -s vX.Y.Z -m \"vX.Y.Z\"\n   git tag -v vX.Y.Z\n   git push origin vX.Y.Z\n   ```\n\n4. Move ASF artifacts from dev to release.\n\n   ```bash\n   svn mv --force-interactive \\\n     https:\u002F\u002Fdist.apache.org\u002Frepos\u002Fdist\u002Fdev\u002Fopendal\u002Freqsign-X.Y.Z \\\n     https:\u002F\u002Fdist.apache.org\u002Frepos\u002Fdist\u002Frelease\u002Fopendal\u002Freqsign-X.Y.Z \\\n     -m \"Release reqsign X.Y.Z\"\n   ```\n\n5. Monitor the GitHub Release workflow.\n\n   ```bash\n   gh run list --repo apache\u002Fopendal-reqsign --workflow Release --limit 5\n   gh run view RUN_ID --repo apache\u002Fopendal-reqsign --json status,conclusion,url,jobs\n   ```\n\n   The workflow validates the complete workspace package set, then publishes\n   crates in dependency order. Every package attempt receives a new\n   OIDC-derived crates.io token that is revoked immediately afterward. Reruns\n   skip versions already published by an earlier partial run.\n\n6. Verify crates.io versions.\n\n   ```bash\n   for c in \\\n     reqsign reqsign-core reqsign-aliyun-oss reqsign-aws-core reqsign-aws-v4 \\\n     reqsign-aws-v4a reqsign-azure-storage \\\n     reqsign-command-execute-tokio reqsign-file-read-tokio reqsign-google \\\n     reqsign-http-send-reqwest reqsign-huaweicloud-obs reqsign-oracle \\\n     reqsign-tencent-cos reqsign-volcengine-tos\n   do\n     cargo info \"$c\" --registry crates-io | sed -n '1,4p'\n   done\n   ```\n\n7. Create a GitHub Release.\n\n   Use the formal tag and include source artifact links, notable changes, and crate versions.\n\n## Recovery Notes\n\n- If `main` advances after the vote starts, formal `vX.Y.Z` still points to the RC commit, not latest `origin\u002Fmain`.\n- If SVN authentication fails, retry with `--force-interactive`; run `svn cleanup` if a killed commit leaves the working copy locked.\n- If crates.io publishing fails after some packages succeed, rerun the exact formal-tag workflow. Do not create another tag or use a long-lived token; the publisher resumes after matching already-published versions.\n- If the bootstrap workflow fails, inspect the authenticated preflight first. 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-n",{"type":43,"tag":226,"props":2352,"children":2353},{"style":301},[2354],{"type":49,"value":304},{"type":43,"tag":226,"props":2356,"children":2357},{"style":239},[2358],{"type":49,"value":2359},"1,4p",{"type":43,"tag":226,"props":2361,"children":2362},{"style":301},[2363],{"type":49,"value":355},{"type":43,"tag":226,"props":2365,"children":2366},{"class":228,"line":1183},[2367],{"type":43,"tag":226,"props":2368,"children":2369},{"style":2168},[2370],{"type":49,"value":2371},"done\n",{"type":43,"tag":69,"props":2373,"children":2374},{},[2375,2377,2380],{"type":49,"value":2376},"Create a GitHub Release.",{"type":43,"tag":417,"props":2378,"children":2379},{},[],{"type":49,"value":2381},"Use the formal tag and include source artifact links, notable changes, and crate versions.",{"type":43,"tag":58,"props":2383,"children":2385},{"id":2384},"recovery-notes",[2386],{"type":49,"value":2387},"Recovery Notes",{"type":43,"tag":65,"props":2389,"children":2390},{},[2391,2417,2438,2443],{"type":43,"tag":69,"props":2392,"children":2393},{},[2394,2396,2401,2403,2408,2410,2416],{"type":49,"value":2395},"If ",{"type":43,"tag":75,"props":2397,"children":2399},{"className":2398},[],[2400],{"type":49,"value":113},{"type":49,"value":2402}," advances after the vote starts, formal ",{"type":43,"tag":75,"props":2404,"children":2406},{"className":2405},[],[2407],{"type":49,"value":80},{"type":49,"value":2409}," still points to the RC commit, not latest ",{"type":43,"tag":75,"props":2411,"children":2413},{"className":2412},[],[2414],{"type":49,"value":2415},"origin\u002Fmain",{"type":49,"value":443},{"type":43,"tag":69,"props":2418,"children":2419},{},[2420,2422,2428,2430,2436],{"type":49,"value":2421},"If SVN authentication fails, retry with ",{"type":43,"tag":75,"props":2423,"children":2425},{"className":2424},[],[2426],{"type":49,"value":2427},"--force-interactive",{"type":49,"value":2429},"; run ",{"type":43,"tag":75,"props":2431,"children":2433},{"className":2432},[],[2434],{"type":49,"value":2435},"svn cleanup",{"type":49,"value":2437}," if a killed commit leaves the working copy locked.",{"type":43,"tag":69,"props":2439,"children":2440},{},[2441],{"type":49,"value":2442},"If crates.io publishing fails after some packages succeed, rerun the exact formal-tag workflow. Do not create another tag or use a long-lived token; the publisher resumes after matching already-published versions.",{"type":43,"tag":69,"props":2444,"children":2445},{},[2446],{"type":49,"value":2447},"If the bootstrap workflow fails, inspect the authenticated preflight first. It deliberately refuses to modify established crates or continue with unexpected repository or Trusted Publisher metadata.",{"type":43,"tag":2449,"props":2450,"children":2451},"style",{},[2452],{"type":49,"value":2453},"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":2455,"total":229},[2456],{"slug":4,"name":4,"fn":5,"description":6,"org":2457,"tags":2458,"stars":22,"repoUrl":23,"updatedAt":24},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[2459,2460,2461],{"name":17,"slug":18,"type":15},{"name":20,"slug":21,"type":15},{"name":13,"slug":14,"type":15},{"items":2463,"total":2616},[2464,2482,2498,2509,2522,2535,2553,2564,2574,2585,2595,2605],{"slug":2465,"name":2465,"fn":2466,"description":2467,"org":2468,"tags":2469,"stars":2479,"repoUrl":2480,"updatedAt":2481},"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},[2470,2473,2476],{"name":2471,"slug":2472,"type":15},"Data Analysis","data-analysis",{"name":2474,"slug":2475,"type":15},"Python","python",{"name":2477,"slug":2478,"type":15},"SQL","sql",593,"https:\u002F\u002Fgithub.com\u002Fapache\u002Fdatafusion-python","2026-07-12T08:36:04.957626",{"slug":2483,"name":2483,"fn":2484,"description":2485,"org":2486,"tags":2487,"stars":2495,"repoUrl":2496,"updatedAt":2497},"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},[2488,2491,2494],{"name":2489,"slug":2490,"type":15},"Analytics","analytics",{"name":2492,"slug":2493,"type":15},"Database","database",{"name":2477,"slug":2478,"type":15},344,"https:\u002F\u002Fgithub.com\u002Fapache\u002Fskywalking-banyandb","2026-07-12T08:31:01.294423",{"slug":2499,"name":2499,"fn":2500,"description":2501,"org":2502,"tags":2503,"stars":2495,"repoUrl":2496,"updatedAt":2508},"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},[2504,2507],{"name":2505,"slug":2506,"type":15},"Build","build",{"name":20,"slug":21,"type":15},"2026-07-12T08:31:06.373309",{"slug":2510,"name":2510,"fn":2511,"description":2512,"org":2513,"tags":2514,"stars":2495,"repoUrl":2496,"updatedAt":2521},"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},[2515,2518],{"name":2516,"slug":2517,"type":15},"GitHub","github",{"name":2519,"slug":2520,"type":15},"Pull Requests","pull-requests","2026-07-12T08:31:03.792415",{"slug":2523,"name":2523,"fn":2524,"description":2525,"org":2526,"tags":2527,"stars":2495,"repoUrl":2496,"updatedAt":2534},"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},[2528,2531],{"name":2529,"slug":2530,"type":15},"Go","go",{"name":2532,"slug":2533,"type":15},"Node.js","node-js","2026-07-12T08:31:02.555555",{"slug":2536,"name":2536,"fn":2537,"description":2538,"org":2539,"tags":2540,"stars":2550,"repoUrl":2551,"updatedAt":2552},"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},[2541,2544,2547],{"name":2542,"slug":2543,"type":15},"Data Modeling","data-modeling",{"name":2545,"slug":2546,"type":15},"Java","java",{"name":2548,"slug":2549,"type":15},"ORM","orm",343,"https:\u002F\u002Fgithub.com\u002Fapache\u002Fcayenne","2026-07-12T08:32:33.575211",{"slug":2554,"name":2554,"fn":2555,"description":2556,"org":2557,"tags":2558,"stars":2550,"repoUrl":2551,"updatedAt":2563},"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},[2559,2560,2561,2562],{"name":2492,"slug":2493,"type":15},{"name":2545,"slug":2546,"type":15},{"name":2548,"slug":2549,"type":15},{"name":2477,"slug":2478,"type":15},"2026-07-19T05:40:33.655062",{"slug":2565,"name":2565,"fn":2566,"description":2567,"org":2568,"tags":2569,"stars":2550,"repoUrl":2551,"updatedAt":2573},"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},[2570,2571,2572],{"name":2492,"slug":2493,"type":15},{"name":2545,"slug":2546,"type":15},{"name":2548,"slug":2549,"type":15},"2026-07-19T06:03:49.112969",{"slug":2575,"name":2575,"fn":2576,"description":2577,"org":2578,"tags":2579,"stars":2550,"repoUrl":2551,"updatedAt":2584},"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},[2580,2581,2582,2583],{"name":2542,"slug":2543,"type":15},{"name":2492,"slug":2493,"type":15},{"name":2545,"slug":2546,"type":15},{"name":2548,"slug":2549,"type":15},"2026-07-22T05:35:32.342548",{"slug":2586,"name":2586,"fn":2587,"description":2588,"org":2589,"tags":2590,"stars":2550,"repoUrl":2551,"updatedAt":2594},"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},[2591,2592,2593],{"name":2542,"slug":2543,"type":15},{"name":2545,"slug":2546,"type":15},{"name":2548,"slug":2549,"type":15},"2026-07-12T08:32:37.199428",{"slug":2596,"name":2596,"fn":2597,"description":2598,"org":2599,"tags":2600,"stars":2550,"repoUrl":2551,"updatedAt":2604},"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},[2601,2602,2603],{"name":2492,"slug":2493,"type":15},{"name":2545,"slug":2546,"type":15},{"name":2548,"slug":2549,"type":15},"2026-07-19T05:40:32.6889",{"slug":2606,"name":2606,"fn":2607,"description":2608,"org":2609,"tags":2610,"stars":2550,"repoUrl":2551,"updatedAt":2615},"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},[2611,2612,2613,2614],{"name":2492,"slug":2493,"type":15},{"name":2545,"slug":2546,"type":15},{"name":2548,"slug":2549,"type":15},{"name":2477,"slug":2478,"type":15},"2026-07-12T08:32:35.072322",108]