[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6EY1JBC80B9Q9JPCQJS8VQ0":3,"skill-same:01M6EY1JBC80B9Q9JPCQJS8VQ0":95},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":16,"categories":17,"keywords":18,"publishedAt":44,"linkOnly":45,"markdownContent":46,"markdownBody":47,"frontMatter":48,"refName":49,"commitSha":50,"skillDirectory":51,"forksCount":52,"repositoryHtmlUrl":53,"repositoryHomepageUrl":54,"ownerHtmlUrl":55,"ownerBlogUrl":56,"ownerDescription":57,"updatedAt":58,"install":59,"resources":72},"01M6EY1JBC80B9Q9JPCQJS8VQ0","spring-observability",null,"Add and review observability in Spring Boot 3\u002F4 apps: Actuator exposure and health probes, Micrometer metrics, Observation API, OpenTelemetry tracing and OTLP\u002FPrometheus export, structured logging with correlation ids, and safe use of heapdump\u002Fthreaddump. Use when instrumenting, monitoring or troubleshooting a Spring Boot service.","github\u002Fawesome-copilot","github","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F9919?v=4","01M6AC83DS133TPXFSP1DHNCC6","GitHub","01M6AD3PBDYPK7NVFJNJ66Y8RS",41046,"MIT","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fspring-observability\u002FSKILL.md",[],[19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43],"spring observability","observability","spring","ids","when","with","structured logging","spring boot 3","add","apps","export","use","health","api","review","correlation","OpenTelemetry","monitoring","tracing","spring boot","prometheus","metrics","logging","boot","safe","2026-11-10 10:12:30",false,"---\nname: spring-observability\ndescription: 'Add and review observability in Spring Boot 3\u002F4 apps: Actuator exposure and health probes, Micrometer metrics, Observation API, OpenTelemetry tracing and OTLP\u002FPrometheus export, structured logging with correlation ids, and safe use of heapdump\u002Fthreaddump. Use when instrumenting, monitoring or troubleshooting a Spring Boot service.'\n---\n\n# Spring Boot observability\n\nCovers Actuator, Micrometer, the Observation API, tracing, and logging. Details in `references\u002F`. For JDK-level diagnosis (thread dumps, JFR, heap analysis) see the `java-diagnostics` skill; for securing endpoints see `spring-security`.\n\n## Safety rules\n\n- Never read or print secrets (`.env`, credentials, tokens) while inspecting configuration or `\u002Factuator\u002Fenv`.\n- Never expose `heapdump` or `threaddump` over public HTTP. The only exception is a temporary, user-consented window with authentication, TLS and network restriction, removed afterwards (same policy in `java-diagnostics`).\n- Never expose `env`, `configprops`, `loggers`, or `shutdown` in production without authentication and network restrictions.\n- Pin dependency versions via the Boot BOM; do not add explicit versions for Boot-managed artifacts.\n\n## Detect first\n\nCheck the Boot version (3.x or 4.x) and what is already present (`spring-boot-starter-actuator`, `micrometer-registry-*`, tracing\u002FOTel dependencies, `logback-spring.xml`). Boot 4 modularized observability (`spring-boot-micrometer-*`, `spring-boot-opentelemetry`) but starters still bring them in.\n\n## Quick start\n\n```xml\n\u003Cdependency>\n  \u003CgroupId>org.springframework.boot\u003C\u002FgroupId>\n  \u003CartifactId>spring-boot-starter-actuator\u003C\u002FartifactId>\n\u003C\u002Fdependency>\n```\n\n```yaml\nmanagement:\n  endpoints:\n    web:\n      exposure:\n        include: health,info,prometheus   # allow-list, never \"*\" in production\n  endpoint:\n    health:\n      probes:\n        enabled: true                     # \u002Factuator\u002Fhealth\u002Fliveness and \u002Freadiness\n      show-details: when-authorized\n```\n\n## Topics\n\n- [Actuator, health groups and probes, endpoint exposure](references\u002Factuator.md)\n- [Micrometer metrics and Prometheus\u002FOTLP export](references\u002Fmetrics.md)\n- [Observation API and tracing with OpenTelemetry](references\u002Ftracing-observation.md)\n- [Structured logging and correlation ids](references\u002Flogging.md)\n- [Heapdump\u002Fthreaddump caveats and runtime diagnosis](references\u002Fdumps-and-diagnostics.md)\n\n## Checklist\n\n- [ ] Only needed endpoints exposed and secured; separate management port if possible.\n- [ ] Liveness\u002Freadiness probes configured for the platform (Kubernetes); readiness group includes critical dependencies only.\n- [ ] Metrics exported to the chosen backend; common tags (`application`, `env`) set; no high-cardinality tags (user ids, URLs with ids).\n- [ ] Tracing sampling probability set deliberately (Boot default 10%).\n- [ ] Logs carry trace\u002Fspan ids; JSON structured logs in production.\n- [ ] Custom observations\u002Fmetrics have tests.\n\n## Local runtime insights (optional)\n\nFor a local-only developer console (and an opt-in MCP server) that shows a running Spring Boot or Quarkus app's runtime state, see BootUI: https:\u002F\u002Fgithub.com\u002Fjdubois\u002Fboot-ui and https:\u002F\u002Fwww.julien-dubois.com\u002Fboot-ui\u002F. Its agent skill can be installed with `gh skill install jdubois\u002Fboot-ui skills\u002Fbootui`.\n\n- Ask the user for consent before adding any dependency.\n- Use it only in a dev\u002Flocal profile (for example a Maven\u002FGradle profile or `developmentOnly` configuration); never ship it to production.\n- Follow BootUI's own documentation for coordinates and setup rather than copying them here.\n\nSee also: \u003Chttps:\u002F\u002Fdocs.spring.io\u002Fspring-boot\u002Freference\u002Factuator\u002Fobservability.html> and \u003Chttps:\u002F\u002Fdocs.micrometer.io\u002Fmicrometer\u002Freference\u002F>.\n","# Spring Boot observability\n\nCovers Actuator, Micrometer, the Observation API, tracing, and logging. Details in `references\u002F`. For JDK-level diagnosis (thread dumps, JFR, heap analysis) see the `java-diagnostics` skill; for securing endpoints see `spring-security`.\n\n## Safety rules\n\n- Never read or print secrets (`.env`, credentials, tokens) while inspecting configuration or `\u002Factuator\u002Fenv`.\n- Never expose `heapdump` or `threaddump` over public HTTP. The only exception is a temporary, user-consented window with authentication, TLS and network restriction, removed afterwards (same policy in `java-diagnostics`).\n- Never expose `env`, `configprops`, `loggers`, or `shutdown` in production without authentication and network restrictions.\n- Pin dependency versions via the Boot BOM; do not add explicit versions for Boot-managed artifacts.\n\n## Detect first\n\nCheck the Boot version (3.x or 4.x) and what is already present (`spring-boot-starter-actuator`, `micrometer-registry-*`, tracing\u002FOTel dependencies, `logback-spring.xml`). Boot 4 modularized observability (`spring-boot-micrometer-*`, `spring-boot-opentelemetry`) but starters still bring them in.\n\n## Quick start\n\n```xml\n\u003Cdependency>\n  \u003CgroupId>org.springframework.boot\u003C\u002FgroupId>\n  \u003CartifactId>spring-boot-starter-actuator\u003C\u002FartifactId>\n\u003C\u002Fdependency>\n```\n\n```yaml\nmanagement:\n  endpoints:\n    web:\n      exposure:\n        include: health,info,prometheus   # allow-list, never \"*\" in production\n  endpoint:\n    health:\n      probes:\n        enabled: true                     # \u002Factuator\u002Fhealth\u002Fliveness and \u002Freadiness\n      show-details: when-authorized\n```\n\n## Topics\n\n- [Actuator, health groups and probes, endpoint exposure](references\u002Factuator.md)\n- [Micrometer metrics and Prometheus\u002FOTLP export](references\u002Fmetrics.md)\n- [Observation API and tracing with OpenTelemetry](references\u002Ftracing-observation.md)\n- [Structured logging and correlation ids](references\u002Flogging.md)\n- [Heapdump\u002Fthreaddump caveats and runtime diagnosis](references\u002Fdumps-and-diagnostics.md)\n\n## Checklist\n\n- [ ] Only needed endpoints exposed and secured; separate management port if possible.\n- [ ] Liveness\u002Freadiness probes configured for the platform (Kubernetes); readiness group includes critical dependencies only.\n- [ ] Metrics exported to the chosen backend; common tags (`application`, `env`) set; no high-cardinality tags (user ids, URLs with ids).\n- [ ] Tracing sampling probability set deliberately (Boot default 10%).\n- [ ] Logs carry trace\u002Fspan ids; JSON structured logs in production.\n- [ ] Custom observations\u002Fmetrics have tests.\n\n## Local runtime insights (optional)\n\nFor a local-only developer console (and an opt-in MCP server) that shows a running Spring Boot or Quarkus app's runtime state, see BootUI: https:\u002F\u002Fgithub.com\u002Fjdubois\u002Fboot-ui and https:\u002F\u002Fwww.julien-dubois.com\u002Fboot-ui\u002F. Its agent skill can be installed with `gh skill install jdubois\u002Fboot-ui skills\u002Fbootui`.\n\n- Ask the user for consent before adding any dependency.\n- Use it only in a dev\u002Flocal profile (for example a Maven\u002FGradle profile or `developmentOnly` configuration); never ship it to production.\n- Follow BootUI's own documentation for coordinates and setup rather than copying them here.\n\nSee also: \u003Chttps:\u002F\u002Fdocs.spring.io\u002Fspring-boot\u002Freference\u002Factuator\u002Fobservability.html> and \u003Chttps:\u002F\u002Fdocs.micrometer.io\u002Fmicrometer\u002Freference\u002F>.\n",{"name":5,"description":7},"main","61fa1fa8fcc63d6dbd2f07a75aeb8e214df5acfb","skills\u002Fspring-observability",5340,"https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot","https:\u002F\u002Fawesome-copilot.github.com\u002F","https:\u002F\u002Fgithub.com\u002Fgithub","https:\u002F\u002Fgithub.com\u002Fabout","How people build software.","2026-11-11 13:41:32",{"source":8,"skillName":5,"commands":60,"prompt":70,"zipAvailable":71},[61,64,67],{"tool":62,"command":63},"npx","npx skills add github\u002Fawesome-copilot --skill spring-observability",{"tool":65,"command":66},"bunx","bunx skills add github\u002Fawesome-copilot --skill spring-observability",{"tool":68,"command":69},"pnpm","pnpm dlx skills add github\u002Fawesome-copilot --skill spring-observability","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fspring-observability\u002FSKILL.md",true,[73,79,83,87,91],{"path":74,"resourceType":75,"resourceTypeDesc":76,"sizeBytes":77,"sourceHtmlUrl":78},"references\u002Factuator.md","REFERENCE","参考文档",1906,"https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fspring-observability\u002Freferences\u002Factuator.md",{"path":80,"resourceType":75,"resourceTypeDesc":76,"sizeBytes":81,"sourceHtmlUrl":82},"references\u002Fdumps-and-diagnostics.md",1482,"https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fspring-observability\u002Freferences\u002Fdumps-and-diagnostics.md",{"path":84,"resourceType":75,"resourceTypeDesc":76,"sizeBytes":85,"sourceHtmlUrl":86},"references\u002Flogging.md",1764,"https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fspring-observability\u002Freferences\u002Flogging.md",{"path":88,"resourceType":75,"resourceTypeDesc":76,"sizeBytes":89,"sourceHtmlUrl":90},"references\u002Fmetrics.md",2052,"https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fspring-observability\u002Freferences\u002Fmetrics.md",{"path":92,"resourceType":75,"resourceTypeDesc":76,"sizeBytes":93,"sourceHtmlUrl":94},"references\u002Ftracing-observation.md",2792,"https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fspring-observability\u002Freferences\u002Ftracing-observation.md",[96,127,155,184,217,234],{"skillNo":97,"name":98,"nameZh":6,"description":99,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":100,"categories":101,"keywords":110,"publishedAt":44},"01M70KXZNX9ES38N2A8M58ZZMZ","supabase-rls-policies","Write, review, and test Supabase Row Level Security (RLS) policies so that one user cannot read or change another user's rows. Use when creating or changing tables, policies, views, or security definer functions in a Supabase project, when reviewing a migration that touches RLS, or when asked to prove user isolation with pgTAP tests that sign in as two users.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fsupabase-rls-policies\u002FSKILL.md",[102,107],{"categoryNo":103,"categoryName":104,"taxonomyType":105,"taxonomyTypeDesc":106},"01JBSEEDCAT000000000000008","测试与质量","SCENARIO","使用场景",{"categoryNo":108,"categoryName":109,"taxonomyType":105,"taxonomyTypeDesc":106},"01JBSEEDCAT000000000000023","Skill与智能体开发",[111,112,113,114,115,23,33,116,117,118,119,120,121,122,123,124,30,125,126,24],"supabase","rls","supabase rls","supabase rls policies","project","change","read","write","security","isolation","tables","as","tests","prove","users","functions",{"skillNo":128,"name":129,"nameZh":6,"description":130,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":131,"categories":132,"keywords":134,"publishedAt":44},"01M70KWA5YWXDV6V8DZ19E3T2Y","skill-distribution-audit","Audit a skill collection before release or investigate installer omissions, archived\u002Ftemplate leakage, duplicate identities, and manifest drift. Reconcile the intended public source set, distribution manifest, and actual discovery output for a specified consumer version. Includes a deterministic set-comparison helper.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fskill-distribution-audit\u002FSKILL.md",[133],{"categoryNo":108,"categoryName":109,"taxonomyType":105,"taxonomyTypeDesc":106},[135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154],"distribution","skill distribution audit","audit","SET","deterministic","installer","for","discovery","comparison","helper","manifest","version","collection","drift","output","investigate","duplicate","template","release","reconcile",{"skillNo":156,"name":157,"nameZh":6,"description":158,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":159,"sourceHtmlUrl":160,"categories":161,"keywords":167,"publishedAt":44},"01M70KCJPFVW7PPQ49CC5R8JGK","logicapps-custom-code-net10-migration","Migrate Azure Logic Apps Standard local-function custom-code projects from .NET 8 to .NET 10. Use for legacy Logic Apps custom-code workspace upgrades, project\u002Fpackage configuration, custom-worker settings, publication, and integrated VS Code debugging. Not for ordinary .NET applications, standalone Azure Functions, Consumption workflows, or cloud deployment.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Flogicapps-custom-code-net10-migration\u002FLICENSE","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Flogicapps-custom-code-net10-migration\u002FSKILL.md",[162],{"categoryNo":163,"categoryName":164,"taxonomyType":165,"taxonomyTypeDesc":166},"01JBSEEDCAT000000000000030","开发工程师","PROFESSION","适用职业",[168,169,170,171,172,173,141,115,174,175,176,177,178,179,180,30,28,181,182,183],"custom","code","logicapps custom code net10 migration","migration","projects","standalone","deployment","applications","local","azure","worker","upgrades","package","Legacy","debugging","workflows",{"skillNo":185,"name":186,"nameZh":6,"description":187,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":188,"sourceHtmlUrl":189,"categories":190,"keywords":195,"publishedAt":44},"01M6AEBN37RQMXJ3298PEY7PG1","winmd-api-search","Find and explore Windows desktop APIs. Use when building features that need platform capabilities — camera, file access, notifications, UI controls, AI\u002FML, sensors, networking, etc. Discovers the right API for a task and retrieves full type details (methods, properties, events, enumeration values).","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fwinmd-api-search\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fwinmd-api-search\u002FSKILL.md",[191,194],{"categoryNo":192,"categoryName":193,"taxonomyType":105,"taxonomyTypeDesc":106},"01JBSEEDCAT000000000000010","后端与接口",{"categoryNo":163,"categoryName":164,"taxonomyType":165,"taxonomyTypeDesc":166},[196,197,32,198,199,200,201,202,203,204,205,206,207,208,209,23,210,211,212,213,214,141,215,216],"winmd api search","search","windows","desktop","file access","enumeration","ui","ml","file","networking","capabilities","notifications","explore","access","features","full","camera","events","platform","methods","controls",{"skillNo":218,"name":219,"nameZh":6,"description":220,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":221,"licenseFileUrl":222,"sourceHtmlUrl":223,"categories":224,"keywords":230,"publishedAt":44},"01M6AE571R3SC1ZGE202B3NB5S","resemble-detect","Deepfake detection and media safety — detect AI-generated audio, images, video, and text, trace synthesis sources, apply watermarks, verify speaker identity, and analyze media intelligence using Resemble AI","Apache-2.0","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fresemble-detect\u002FLICENSE","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fresemble-detect\u002FSKILL.md",[225,226,229],{"categoryNo":192,"categoryName":193,"taxonomyType":105,"taxonomyTypeDesc":106},{"categoryNo":227,"categoryName":228,"taxonomyType":105,"taxonomyTypeDesc":106},"01JBSEEDCAT000000000000016","图像与多媒体",{"categoryNo":108,"categoryName":109,"taxonomyType":105,"taxonomyTypeDesc":106},[231,138,204,232,233],"resemble detect","https","identity",{"skillNo":235,"name":236,"nameZh":6,"description":237,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":221,"licenseFileUrl":238,"sourceHtmlUrl":239,"categories":240,"keywords":245,"publishedAt":44},"01M6AE30BSK2HCY4TQQ22Z8JRD","quality-playbook","Run a complete quality engineering audit on any codebase. Derives behavioral requirements from the code, generates spec-traced functional tests, runs a three-pass code review with regression tests, executes a multi-model spec audit (Council of Three), and produces a consolidated bug report with TDD-verified patches. Finds the 35% of real defects that structural code review alone cannot catch. Works with any language. Trigger on 'quality playbook', 'spec audit', 'Council of Three', 'fitness-to-purpose', or 'coverage theater'.","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fquality-playbook\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fawesome-copilot\u002Fblob\u002Fmain\u002Fskills\u002Fquality-playbook\u002FSKILL.md",[241,244],{"categoryNo":242,"categoryName":243,"taxonomyType":105,"taxonomyTypeDesc":106},"01JBSEEDCAT000000000000007","代码审查",{"categoryNo":108,"categoryName":109,"taxonomyType":105,"taxonomyTypeDesc":106},[246,247,248,249,169,33,9,137,250,251,232,252,253,254,255,256,257,258,259,260,261,262,123,263,264,265,266],"playbook","quality playbook","quality","code review","tdd","run","report","spec","bug report","council","engineering","functional","spec audit","bug","verified","multi-model","three","coverage","model","regression","structural"]