[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-apache-bydbql":3,"mdc-rzh7bv-key":41,"related-repo-apache-bydbql":419,"related-org-apache-bydbql":467},{"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":36,"sourceUrl":39,"mdContent":40},"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},"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},"Database","database","tag",{"name":17,"slug":18,"type":15},"Analytics","analytics",{"name":20,"slug":21,"type":15},"SQL","sql",344,"https:\u002F\u002Fgithub.com\u002Fapache\u002Fskywalking-banyandb","2026-07-12T08:31:01.294423",null,114,[28,14,29,30,31,32,33,34,35],"apm","distributed-tracing","logging","metrics","monitoring","observability","skywalking","time-series",{"repoUrl":23,"stars":22,"forks":26,"topics":37,"description":38},[28,14,29,30,31,32,33,34,35],"An observability database aims to ingest, analyze and store Metrics, Tracing and Logging data.","https:\u002F\u002Fgithub.com\u002Fapache\u002Fskywalking-banyandb\u002Ftree\u002FHEAD\u002Fskills\u002Fbydbql","---\nname: bydbql\ndescription: 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.\n---\n\n# BanyanDB BydbQL\n\nUse this skill when the user asks to query BanyanDB, generate BydbQL, translate natural language to BydbQL, inspect BanyanDB data, validate BydbQL, or run read-only BanyanDB queries.\n\n## Workflow\n\n1. Read `references\u002Fsafety.md` before generating, validating, or executing BydbQL.\n2. Read `references\u002Fsyntax.md` when query syntax is needed.\n3. Read `references\u002Fexamples.md` when mapping natural language to BydbQL.\n4. Identify the BanyanDB resource type: `STREAM`, `MEASURE`, `TRACE`, or `PROPERTY`.\n5. If the group, resource name, or resource type is missing or ambiguous, use `list_groups_schemas`.\n6. If the request involves sorting or ranking (`ORDER BY`, `SHOW TOP`, or wording such as \"latest\", \"top\", \"highest\", \"lowest\", \"first\", \"last\"), or you have already fetched schema, call `get_generate_bydbql_prompt` and follow its index-rule guidance. This is required: `get_generate_bydbql_prompt` is the only component that injects the indexed-field list and enforces `ORDER BY` field substitution\u002Fomission. `validate_bydbql` is parse-only, so `ORDER BY \u003Cnon-indexed-field>` validates `true` but fails at execution.\n7. Generate exactly one read-only BydbQL statement. When it contains `ORDER BY`, only sort by a field from the indexed-field list returned by `get_generate_bydbql_prompt`; substitute the closest indexed field, or omit `ORDER BY` when no indexed field matches.\n8. Call `validate_bydbql` before execution.\n9. Execute with `list_resources_bydbql` only when the user asks to run, query, fetch, show, or inspect raw BanyanDB data.\n10. If `validate_bydbql` returns `valid=false`, fix the query and validate again before any execution.\n11. If execution fails due to a missing group, resource, or schema, use `list_groups_schemas` to discover the correct names and retry only when the correction is clear.\n\n## Tool Use\n\nUse the existing BanyanDB MCP tools:\n\n- `list_groups_schemas`: discover groups and resource names for streams, measures, traces, and properties.\n- `get_generate_bydbql_prompt`: return the generation prompt text, including the live indexed-field list and the `ORDER BY` index-rule substitution\u002Fomission rules. It is the only source of index-rule `ORDER BY` safety.\n- `validate_bydbql`: run read-only safety checks and parse-only BydbQL syntax validation. This does not verify group, resource, tag, field, or index-rule existence.\n- `list_resources_bydbql`: execute a validated BydbQL statement when data retrieval is requested.\n\nThe host model performs natural language to BydbQL translation using these references and live schema discovery. Promote `get_generate_bydbql_prompt` to a required step whenever ranking or sorting is involved (or once schema has been fetched), because it carries the only index-rule `ORDER BY` check; `validate_bydbql` is parse-only and cannot catch a sort on a non-indexed field.\n\n## Output\n\nFor generation-only BydbQL requests, return the single BydbQL statement and state that it was not executed.\n\nFor BydbQL execution requests, show the BydbQL statement, then summarize the returned data or error concisely.\n",{"data":42,"body":43},{"name":4,"description":6},{"type":44,"children":45},"root",[46,55,61,68,308,314,319,377,403,409,414],{"type":47,"tag":48,"props":49,"children":51},"element","h1",{"id":50},"banyandb-bydbql",[52],{"type":53,"value":54},"text","BanyanDB BydbQL",{"type":47,"tag":56,"props":57,"children":58},"p",{},[59],{"type":53,"value":60},"Use this skill when the user asks to query BanyanDB, generate BydbQL, translate natural language to BydbQL, inspect BanyanDB data, validate BydbQL, or run read-only BanyanDB queries.",{"type":47,"tag":62,"props":63,"children":65},"h2",{"id":64},"workflow",[66],{"type":53,"value":67},"Workflow",{"type":47,"tag":69,"props":70,"children":71},"ol",{},[72,87,99,111,147,159,225,251,263,276,296],{"type":47,"tag":73,"props":74,"children":75},"li",{},[76,78,85],{"type":53,"value":77},"Read ",{"type":47,"tag":79,"props":80,"children":82},"code",{"className":81},[],[83],{"type":53,"value":84},"references\u002Fsafety.md",{"type":53,"value":86}," before generating, validating, or executing BydbQL.",{"type":47,"tag":73,"props":88,"children":89},{},[90,91,97],{"type":53,"value":77},{"type":47,"tag":79,"props":92,"children":94},{"className":93},[],[95],{"type":53,"value":96},"references\u002Fsyntax.md",{"type":53,"value":98}," when query syntax is needed.",{"type":47,"tag":73,"props":100,"children":101},{},[102,103,109],{"type":53,"value":77},{"type":47,"tag":79,"props":104,"children":106},{"className":105},[],[107],{"type":53,"value":108},"references\u002Fexamples.md",{"type":53,"value":110}," when mapping natural language to BydbQL.",{"type":47,"tag":73,"props":112,"children":113},{},[114,116,122,124,130,131,137,139,145],{"type":53,"value":115},"Identify the BanyanDB resource type: ",{"type":47,"tag":79,"props":117,"children":119},{"className":118},[],[120],{"type":53,"value":121},"STREAM",{"type":53,"value":123},", ",{"type":47,"tag":79,"props":125,"children":127},{"className":126},[],[128],{"type":53,"value":129},"MEASURE",{"type":53,"value":123},{"type":47,"tag":79,"props":132,"children":134},{"className":133},[],[135],{"type":53,"value":136},"TRACE",{"type":53,"value":138},", or ",{"type":47,"tag":79,"props":140,"children":142},{"className":141},[],[143],{"type":53,"value":144},"PROPERTY",{"type":53,"value":146},".",{"type":47,"tag":73,"props":148,"children":149},{},[150,152,158],{"type":53,"value":151},"If the group, resource name, or resource type is missing or ambiguous, use ",{"type":47,"tag":79,"props":153,"children":155},{"className":154},[],[156],{"type":53,"value":157},"list_groups_schemas",{"type":53,"value":146},{"type":47,"tag":73,"props":160,"children":161},{},[162,164,170,171,177,179,185,187,192,194,199,201,207,209,215,217,223],{"type":53,"value":163},"If the request involves sorting or ranking (",{"type":47,"tag":79,"props":165,"children":167},{"className":166},[],[168],{"type":53,"value":169},"ORDER BY",{"type":53,"value":123},{"type":47,"tag":79,"props":172,"children":174},{"className":173},[],[175],{"type":53,"value":176},"SHOW TOP",{"type":53,"value":178},", or wording such as \"latest\", \"top\", \"highest\", \"lowest\", \"first\", \"last\"), or you have already fetched schema, call ",{"type":47,"tag":79,"props":180,"children":182},{"className":181},[],[183],{"type":53,"value":184},"get_generate_bydbql_prompt",{"type":53,"value":186}," and follow its index-rule guidance. This is required: ",{"type":47,"tag":79,"props":188,"children":190},{"className":189},[],[191],{"type":53,"value":184},{"type":53,"value":193}," is the only component that injects the indexed-field list and enforces ",{"type":47,"tag":79,"props":195,"children":197},{"className":196},[],[198],{"type":53,"value":169},{"type":53,"value":200}," field substitution\u002Fomission. ",{"type":47,"tag":79,"props":202,"children":204},{"className":203},[],[205],{"type":53,"value":206},"validate_bydbql",{"type":53,"value":208}," is parse-only, so ",{"type":47,"tag":79,"props":210,"children":212},{"className":211},[],[213],{"type":53,"value":214},"ORDER BY \u003Cnon-indexed-field>",{"type":53,"value":216}," validates ",{"type":47,"tag":79,"props":218,"children":220},{"className":219},[],[221],{"type":53,"value":222},"true",{"type":53,"value":224}," but fails at execution.",{"type":47,"tag":73,"props":226,"children":227},{},[228,230,235,237,242,244,249],{"type":53,"value":229},"Generate exactly one read-only BydbQL statement. When it contains ",{"type":47,"tag":79,"props":231,"children":233},{"className":232},[],[234],{"type":53,"value":169},{"type":53,"value":236},", only sort by a field from the indexed-field list returned by ",{"type":47,"tag":79,"props":238,"children":240},{"className":239},[],[241],{"type":53,"value":184},{"type":53,"value":243},"; substitute the closest indexed field, or omit ",{"type":47,"tag":79,"props":245,"children":247},{"className":246},[],[248],{"type":53,"value":169},{"type":53,"value":250}," when no indexed field matches.",{"type":47,"tag":73,"props":252,"children":253},{},[254,256,261],{"type":53,"value":255},"Call ",{"type":47,"tag":79,"props":257,"children":259},{"className":258},[],[260],{"type":53,"value":206},{"type":53,"value":262}," before execution.",{"type":47,"tag":73,"props":264,"children":265},{},[266,268,274],{"type":53,"value":267},"Execute with ",{"type":47,"tag":79,"props":269,"children":271},{"className":270},[],[272],{"type":53,"value":273},"list_resources_bydbql",{"type":53,"value":275}," only when the user asks to run, query, fetch, show, or inspect raw BanyanDB data.",{"type":47,"tag":73,"props":277,"children":278},{},[279,281,286,288,294],{"type":53,"value":280},"If ",{"type":47,"tag":79,"props":282,"children":284},{"className":283},[],[285],{"type":53,"value":206},{"type":53,"value":287}," returns ",{"type":47,"tag":79,"props":289,"children":291},{"className":290},[],[292],{"type":53,"value":293},"valid=false",{"type":53,"value":295},", fix the query and validate again before any execution.",{"type":47,"tag":73,"props":297,"children":298},{},[299,301,306],{"type":53,"value":300},"If execution fails due to a missing group, resource, or schema, use ",{"type":47,"tag":79,"props":302,"children":304},{"className":303},[],[305],{"type":53,"value":157},{"type":53,"value":307}," to discover the correct names and retry only when the correction is clear.",{"type":47,"tag":62,"props":309,"children":311},{"id":310},"tool-use",[312],{"type":53,"value":313},"Tool Use",{"type":47,"tag":56,"props":315,"children":316},{},[317],{"type":53,"value":318},"Use the existing BanyanDB MCP tools:",{"type":47,"tag":320,"props":321,"children":322},"ul",{},[323,333,357,367],{"type":47,"tag":73,"props":324,"children":325},{},[326,331],{"type":47,"tag":79,"props":327,"children":329},{"className":328},[],[330],{"type":53,"value":157},{"type":53,"value":332},": discover groups and resource names for streams, measures, traces, and properties.",{"type":47,"tag":73,"props":334,"children":335},{},[336,341,343,348,350,355],{"type":47,"tag":79,"props":337,"children":339},{"className":338},[],[340],{"type":53,"value":184},{"type":53,"value":342},": return the generation prompt text, including the live indexed-field list and the ",{"type":47,"tag":79,"props":344,"children":346},{"className":345},[],[347],{"type":53,"value":169},{"type":53,"value":349}," index-rule substitution\u002Fomission rules. It is the only source of index-rule ",{"type":47,"tag":79,"props":351,"children":353},{"className":352},[],[354],{"type":53,"value":169},{"type":53,"value":356}," safety.",{"type":47,"tag":73,"props":358,"children":359},{},[360,365],{"type":47,"tag":79,"props":361,"children":363},{"className":362},[],[364],{"type":53,"value":206},{"type":53,"value":366},": run read-only safety checks and parse-only BydbQL syntax validation. This does not verify group, resource, tag, field, or index-rule existence.",{"type":47,"tag":73,"props":368,"children":369},{},[370,375],{"type":47,"tag":79,"props":371,"children":373},{"className":372},[],[374],{"type":53,"value":273},{"type":53,"value":376},": execute a validated BydbQL statement when data retrieval is requested.",{"type":47,"tag":56,"props":378,"children":379},{},[380,382,387,389,394,396,401],{"type":53,"value":381},"The host model performs natural language to BydbQL translation using these references and live schema discovery. Promote ",{"type":47,"tag":79,"props":383,"children":385},{"className":384},[],[386],{"type":53,"value":184},{"type":53,"value":388}," to a required step whenever ranking or sorting is involved (or once schema has been fetched), because it carries the only index-rule ",{"type":47,"tag":79,"props":390,"children":392},{"className":391},[],[393],{"type":53,"value":169},{"type":53,"value":395}," check; ",{"type":47,"tag":79,"props":397,"children":399},{"className":398},[],[400],{"type":53,"value":206},{"type":53,"value":402}," is parse-only and cannot catch a sort on a non-indexed field.",{"type":47,"tag":62,"props":404,"children":406},{"id":405},"output",[407],{"type":53,"value":408},"Output",{"type":47,"tag":56,"props":410,"children":411},{},[412],{"type":53,"value":413},"For generation-only BydbQL requests, return the single BydbQL statement and state that it was not executed.",{"type":47,"tag":56,"props":415,"children":416},{},[417],{"type":53,"value":418},"For BydbQL execution requests, show the BydbQL statement, then summarize the returned data or error concisely.",{"items":420,"total":466},[421,427,440,453],{"slug":4,"name":4,"fn":5,"description":6,"org":422,"tags":423,"stars":22,"repoUrl":23,"updatedAt":24},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[424,425,426],{"name":17,"slug":18,"type":15},{"name":13,"slug":14,"type":15},{"name":20,"slug":21,"type":15},{"slug":428,"name":428,"fn":429,"description":430,"org":431,"tags":432,"stars":22,"repoUrl":23,"updatedAt":439},"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},[433,436],{"name":434,"slug":435,"type":15},"Build","build",{"name":437,"slug":438,"type":15},"Engineering","engineering","2026-07-12T08:31:06.373309",{"slug":441,"name":441,"fn":442,"description":443,"org":444,"tags":445,"stars":22,"repoUrl":23,"updatedAt":452},"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},[446,449],{"name":447,"slug":448,"type":15},"GitHub","github",{"name":450,"slug":451,"type":15},"Pull Requests","pull-requests","2026-07-12T08:31:03.792415",{"slug":454,"name":454,"fn":455,"description":456,"org":457,"tags":458,"stars":22,"repoUrl":23,"updatedAt":465},"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},[459,462],{"name":460,"slug":461,"type":15},"Go","go",{"name":463,"slug":464,"type":15},"Node.js","node-js","2026-07-12T08:31:02.555555",4,{"items":468,"total":587},[469,485,491,496,501,506,524,535,545,556,566,576],{"slug":470,"name":470,"fn":471,"description":472,"org":473,"tags":474,"stars":482,"repoUrl":483,"updatedAt":484},"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},[475,478,481],{"name":476,"slug":477,"type":15},"Data Analysis","data-analysis",{"name":479,"slug":480,"type":15},"Python","python",{"name":20,"slug":21,"type":15},593,"https:\u002F\u002Fgithub.com\u002Fapache\u002Fdatafusion-python","2026-07-12T08:36:04.957626",{"slug":4,"name":4,"fn":5,"description":6,"org":486,"tags":487,"stars":22,"repoUrl":23,"updatedAt":24},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[488,489,490],{"name":17,"slug":18,"type":15},{"name":13,"slug":14,"type":15},{"name":20,"slug":21,"type":15},{"slug":428,"name":428,"fn":429,"description":430,"org":492,"tags":493,"stars":22,"repoUrl":23,"updatedAt":439},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[494,495],{"name":434,"slug":435,"type":15},{"name":437,"slug":438,"type":15},{"slug":441,"name":441,"fn":442,"description":443,"org":497,"tags":498,"stars":22,"repoUrl":23,"updatedAt":452},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[499,500],{"name":447,"slug":448,"type":15},{"name":450,"slug":451,"type":15},{"slug":454,"name":454,"fn":455,"description":456,"org":502,"tags":503,"stars":22,"repoUrl":23,"updatedAt":465},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[504,505],{"name":460,"slug":461,"type":15},{"name":463,"slug":464,"type":15},{"slug":507,"name":507,"fn":508,"description":509,"org":510,"tags":511,"stars":521,"repoUrl":522,"updatedAt":523},"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},[512,515,518],{"name":513,"slug":514,"type":15},"Data Modeling","data-modeling",{"name":516,"slug":517,"type":15},"Java","java",{"name":519,"slug":520,"type":15},"ORM","orm",343,"https:\u002F\u002Fgithub.com\u002Fapache\u002Fcayenne","2026-07-12T08:32:33.575211",{"slug":525,"name":525,"fn":526,"description":527,"org":528,"tags":529,"stars":521,"repoUrl":522,"updatedAt":534},"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},[530,531,532,533],{"name":13,"slug":14,"type":15},{"name":516,"slug":517,"type":15},{"name":519,"slug":520,"type":15},{"name":20,"slug":21,"type":15},"2026-07-19T05:40:33.655062",{"slug":536,"name":536,"fn":537,"description":538,"org":539,"tags":540,"stars":521,"repoUrl":522,"updatedAt":544},"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},[541,542,543],{"name":13,"slug":14,"type":15},{"name":516,"slug":517,"type":15},{"name":519,"slug":520,"type":15},"2026-07-19T06:03:49.112969",{"slug":546,"name":546,"fn":547,"description":548,"org":549,"tags":550,"stars":521,"repoUrl":522,"updatedAt":555},"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},[551,552,553,554],{"name":513,"slug":514,"type":15},{"name":13,"slug":14,"type":15},{"name":516,"slug":517,"type":15},{"name":519,"slug":520,"type":15},"2026-07-22T05:35:32.342548",{"slug":557,"name":557,"fn":558,"description":559,"org":560,"tags":561,"stars":521,"repoUrl":522,"updatedAt":565},"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},[562,563,564],{"name":513,"slug":514,"type":15},{"name":516,"slug":517,"type":15},{"name":519,"slug":520,"type":15},"2026-07-12T08:32:37.199428",{"slug":567,"name":567,"fn":568,"description":569,"org":570,"tags":571,"stars":521,"repoUrl":522,"updatedAt":575},"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},[572,573,574],{"name":13,"slug":14,"type":15},{"name":516,"slug":517,"type":15},{"name":519,"slug":520,"type":15},"2026-07-19T05:40:32.6889",{"slug":577,"name":577,"fn":578,"description":579,"org":580,"tags":581,"stars":521,"repoUrl":522,"updatedAt":586},"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},[582,583,584,585],{"name":13,"slug":14,"type":15},{"name":516,"slug":517,"type":15},{"name":519,"slug":520,"type":15},{"name":20,"slug":21,"type":15},"2026-07-12T08:32:35.072322",108]