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Use when the user asks to create a PR, submit changes, or open a pull request.\nallowed-tools: Bash, Read, Grep, Glob\n---\n\n# Creating a Pull Request for SkyWalking BanyanDB\n\n## Branch Rules\n\n**Always create a PR from a new branch.** Never push directly to `main`. This is the same convention as the main Apache SkyWalking repo (https:\u002F\u002Fgithub.com\u002Fapache\u002Fskywalking).\n\n```bash\ngit checkout -b \u003Cdescriptive-branch-name>\n```\n\n## Local Checks Before Creating PR\n\nRun these checks locally before pushing. They mirror the CI `check` job and PR-blocking tests in `.github\u002Fworkflows\u002Fci.yml`.\n\n### Required: Code Generation and Build\n\n```bash\nmake generate\nmake build\n```\n\n### Required: Linting and Formatting\n\n```bash\nmake lint\nmake check\n```\n\n`make check` verifies formatting (gofumpt), go mod tidy, and ensures no uncommitted generated file diffs.\n\n**Why this order:** `build` must succeed before `lint` so generated code exists. `check` validates consistency after linting.\n\n**After `make lint` passes:** If lint introduced any fixes (e.g. auto-formatting, field alignment corrections), commit those changes before running `make check`. Do NOT update CHANGES.md for these fixup commits — just stage all modified tracked files and commit with a message like `chore: fix lint issues`. Then run `make check` on the clean tree.\n\n### Required: License Headers\n\n```bash\nmake license-check\n```\n\nAll source files must have Apache 2.0 license headers.\n\n### Required: Update CHANGES.md\n\nAdd a one-line entry under the current development version section in `CHANGES.md` (at the repo root). Place it under the appropriate subsection (`### Features`, `### Bug Fixes`, etc.).\n\n### Unit Tests\n\nRun these test packages. Each can run in parallel if the user's machine has enough cores, but it's fine to run them sequentially:\n\n```bash\nmake test-ci PKG=.\u002Fbanyand\u002F...\nmake test-ci PKG=.\u002Fbydbctl\u002F...\nmake test-ci PKG=.\u002Fpkg\u002F...\nmake test-ci PKG=.\u002Ffodc\u002F...\n```\n\nThe CI uses these options: `--vv --fail-fast --label-filter \\!slow` with coverage flags. For local runs, use a simplified form unless the user asks for full CI parity:\n\n```bash\nTEST_CI_OPTS=\"--vv --fail-fast --label-filter \\!slow\" make test-ci PKG=.\u002Fbanyand\u002F...\n```\n\n### Integration Tests\n\nRun these after unit tests pass:\n\n```bash\nmake test-ci PKG=.\u002Ftest\u002Fintegration\u002Fstandalone\u002F...\nmake test-ci PKG=.\u002Ftest\u002Fintegration\u002Fdistributed\u002F...\n```\n\n## Checks NOT Practical Locally\n\nThese run in CI only — no need to run locally:\n- **e2e tests** — require Docker + OAP stack (90 min timeout)\n- **fodc-e2e tests** — require Kind Kubernetes cluster\n- **dependency-review** — GitHub-specific action\n- **slow\u002Fflaky\u002Fproperty-repair tests** — scheduled, not PR-blocking\n\n## Common issues\n\n- **`make lint` fails with field alignment errors**: The linter reports structs with suboptimal field ordering (e.g. `fieldalignment: struct with X pointer bytes could be Y`). Fix them automatically with:\n  ```bash\n  ~\u002Fgo\u002Fbin\u002Ffieldalignment -fix .\u002Fpath\u002Fto\u002Fpackage\u002F...\n  ```\n  Parse the lint output to find which packages have alignment issues, run `fieldalignment -fix` on those packages, then re-run `make lint` to confirm they're resolved.\n\n- **`make lint` fails with formatting errors**: Run `make format` to auto-fix, then re-run `make lint` to confirm.\n- **Test timeout**: Integration tests can be slow; add `TEST_CI_OPTS=\"--timeout 60m\"` if they time out\n- **Missing tools**: `make check-req` will tell you what's missing\n- **`make lint` or `make check` fails with `buf: not found`**: Install `buf` automatically by running `make -C api generate`, then retry.\n- **`make build` fails**: Check if generated files are up to date with `make generate`\n\n## Creating the PR\n\n```bash\ngit push -u origin \u003Cbranch-name>\ngh pr create --title \"\u003Ctitle>\" --body \"\u003Cbody>\"\n```\n\nFollow the standard PR format with a summary and test plan.\n",{"data":40,"body":42},{"name":4,"description":6,"allowed-tools":41},"Bash, Read, Grep, Glob",{"type":43,"children":44},"root",[45,54,61,92,148,154,175,182,215,221,252,263,296,336,342,361,366,372,401,407,412,486,499,545,551,556,595,601,606,651,657,856,862,964,969],{"type":46,"tag":47,"props":48,"children":50},"element","h1",{"id":49},"creating-a-pull-request-for-skywalking-banyandb",[51],{"type":52,"value":53},"text","Creating a Pull Request for SkyWalking BanyanDB",{"type":46,"tag":55,"props":56,"children":58},"h2",{"id":57},"branch-rules",[59],{"type":52,"value":60},"Branch Rules",{"type":46,"tag":62,"props":63,"children":64},"p",{},[65,71,73,80,82,90],{"type":46,"tag":66,"props":67,"children":68},"strong",{},[69],{"type":52,"value":70},"Always create a PR from a new branch.",{"type":52,"value":72}," Never push directly to ",{"type":46,"tag":74,"props":75,"children":77},"code",{"className":76},[],[78],{"type":52,"value":79},"main",{"type":52,"value":81},". 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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},[1085,1086,1087,1088],{"name":987,"slug":26,"type":15},{"name":1071,"slug":1072,"type":15},{"name":1074,"slug":1075,"type":15},{"name":989,"slug":990,"type":15},"2026-07-19T05:40:33.655062",{"slug":1091,"name":1091,"fn":1092,"description":1093,"org":1094,"tags":1095,"stars":1076,"repoUrl":1077,"updatedAt":1099},"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},[1096,1097,1098],{"name":987,"slug":26,"type":15},{"name":1071,"slug":1072,"type":15},{"name":1074,"slug":1075,"type":15},"2026-07-19T06:03:49.112969",{"slug":1101,"name":1101,"fn":1102,"description":1103,"org":1104,"tags":1105,"stars":1076,"repoUrl":1077,"updatedAt":1110},"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},[1106,1107,1108,1109],{"name":1068,"slug":1069,"type":15},{"name":987,"slug":26,"type":15},{"name":1071,"slug":1072,"type":15},{"name":1074,"slug":1075,"type":15},"2026-07-22T05:35:32.342548",{"slug":1112,"name":1112,"fn":1113,"description":1114,"org":1115,"tags":1116,"stars":1076,"repoUrl":1077,"updatedAt":1120},"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},[1117,1118,1119],{"name":1068,"slug":1069,"type":15},{"name":1071,"slug":1072,"type":15},{"name":1074,"slug":1075,"type":15},"2026-07-12T08:32:37.199428",{"slug":1122,"name":1122,"fn":1123,"description":1124,"org":1125,"tags":1126,"stars":1076,"repoUrl":1077,"updatedAt":1130},"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},[1127,1128,1129],{"name":987,"slug":26,"type":15},{"name":1071,"slug":1072,"type":15},{"name":1074,"slug":1075,"type":15},"2026-07-19T05:40:32.6889",{"slug":1132,"name":1132,"fn":1133,"description":1134,"org":1135,"tags":1136,"stars":1076,"repoUrl":1077,"updatedAt":1141},"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},[1137,1138,1139,1140],{"name":987,"slug":26,"type":15},{"name":1071,"slug":1072,"type":15},{"name":1074,"slug":1075,"type":15},{"name":989,"slug":990,"type":15},"2026-07-12T08:32:35.072322",108]