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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. | xpinjection/ | 112 | 54 repos | ~2.6k | Automated safety check: Pass | MIT | 1 mo ago |
| 2 | Looks up Android framework Java and AIDL APIs across versions with the android-api-diff CLI: signatures, availability, source files and hidden-API access code. | gkd-kit/ | 43k | — | ~796 | Automated safety check: Pass | GPL-3.0 | today |
| 3 | Update LanceDB to a specific Lance release or tag. An agent skill from lancedb/lancedb. | lancedb/ | 12k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | today |
| 4 | Creates a Java SDK end-to-end test for the Copilot SDK that runs against a recorded YAML snapshot through a replay proxy, so CI needs no real authentication. | github/ | 11k | — | ~1.8k | Automated safety check: Pass | MIT | today |
| 5 | Generate a clear, concise GitHub PR title and description from the diff between two local git branches, and save it to prDescription.md in the repo root. | redis/ | 12k | — | ~838 | Automated safety check: Pass | MIT | today |
| 6 | Professional code security audit skill covering 55+ vulnerability types. | 3stoneBrother/ | 892 | 1 repo | ~2.7k | Automated safety check: Pass | No licence | 7 mo ago |
| 7 | Provides comprehensive code review guidance for React 19, Vue 3, Angular 17+, Svelte 5, Rust, TypeScript, Java, Java 8, PHP, Ruby, Rails, Python, Django, FastAPI, Go, C/.NET, Kotlin, Swift, Dart… | awesome-skills/ | 2.1k | — | ~2.8k | Automated safety check: Notes | MIT | 1 mo ago |
| 8 | Runs controlled JMH experiments on the Caffeine cache to find shared contention and hot-path waste, then reviews correctness and returns a reviewable patch. | ben-manes/ | 18k | — | ~2.6k | Automated safety check: Notes | Apache-2.0 | today |
| 9 | Build or change a TeaQL application in Java, Rust, Go, Swift, Python, C/.NET, or TypeScript, including Kotlin/JVM applications that consume Java-generated libraries. | teaql/ | 2.8k | — | ~4.6k | Automated safety check: Pass | MIT | 12 days ago |
| 10 | 10.Claude API Build apps with the Claude API or Anthropic SDK. An agent skill from Kocoro-lab/Kocoro. | Kocoro-lab/ | 414 | 7 repos | ~4.5k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 11 | Create well-structured GitHub issues from any source: meeting notes, transcriptions, conversation context, informal descriptions, or direct requests. | AxonIQ/ | 3.6k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | today |
| 12 | Scans a codebase for vulnerabilities with CodeQL's data flow and taint tracking in run-all or important-only modes, including data extensions for project-specific sources and sinks. | trailofbits/ | 7.4k | — | ~4.6k | Automated safety check: Notes | CC-BY-SA-4.0 | yesterday |
| 13 | Shows how to add product analytics events to Opik's frontend, Java backend and Python SDK, all reporting through Segment to PostHog with an opik_ name prefix. | comet-ml/ | 22k | — | ~4.4k | Automated safety check: Pass | Apache-2.0 | today |
| 14 | Add or extend Redis commands in the Lettuce client API end-to-end — a new core command, a family of new commands, an extension to an existing command's options, or a module/area command… | redis/ | 5.8k | — | ~7.7k | Automated safety check: Notes | MIT | today |
| 15 | Apply Apache ShardingSphere's written coding standards when explicitly requested, or when code-implementation routes task-changed production, test, script, build, generated, or Maven POM artifacts… | apache/ | 21k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | today |
| 16 | 16.Mall4j Mall4j 开源版现有功能副驾驶:本地启动、mall4v/mall4m/mall4uni、商品/SKU、购物车、下单支付、订单发货、会员、运费、权限、部署排查。适用于下载 mall4j / yami-shop 后按现有功能使用或二次开发;不要编造开源版没有的能力。 | gz-yami/ | 5.3k | — | ~640 | Automated safety check: Notes | AGPL-3.0 | 10 days ago |
| 17 | Audits a module by walking its git history commit by commit, tracking unresolved issues forward, and reporting the ones that survive to HEAD as findings. | ben-manes/ | 18k | — | ~3.3k | Automated safety check: Pass | Apache-2.0 | today |
| 18 | 18.CI Act Run Run the full build-and-deploy.yaml workflow locally via act + Docker. | chewiebug/ | 4.6k | — | ~2.4k | Automated safety check: Notes | Unknown | 3 mo ago |
| 19 | 19.Audit Skills 当用户要求审计 Java、.NET 或 PHP 源码/部署产物/反编译产物/安全发现,并需要默认脚本输出目录、报告输出目录、Java/.NET 反编译与反混淆参考、Java 组件 YAML 正则匹配扫描、确认漏洞判定标准、安全 Payload 和 BurpSuite 原始 HTTP 请求包证据时使用。仅用于授权代码审计和防御性安全验证。 | RuoJi6/ | 1k | — | ~447 | Automated safety check: Pass | No licence | 3 mo ago |
| 20 | Bump Apache Fory release or post-release development versions across Java, Kotlin, Scala, Python, Rust, Go, C++, C, Dart, JavaScript, Swift, integration tests, examples, and source docs. | apache/ | 4.6k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 21 | Statically pairs source files with test files to list code that no test references, using Roslyn for C# or tree-sitter for many languages, with no build. | dotnet/ | 5.6k | 1 repo | ~3.3k | Automated safety check: Pass | MIT | today |
| 22 | 22.Spring Boot Spring Boot 3.x development - REST APIs, JPA, Security, Testing, and Cloud-native patterns. | piomin/ | 1.3k | — | ~2k | Automated safety check: Pass | Apache-2.0 | 5 mo ago |
| 23 | 23.Dr Jskill Creates Java + Spring Boot projects: Web applications, full-stack apps with Vue.js or Angular or React or vanilla JS, PostgreSQL, REST APIs, and Docker. | jdubois/ | 342 | — | ~4.6k | Automated safety check: Notes | Apache-2.0 | 9 days ago |
| 24 | Steps for adding or maintaining a WeChat official API in the WxJava SDK, following its Maven multi-module layout, Java 8 compatibility and TestNG test conventions. | binarywang/ | 33k | — | ~154 | Automated safety check: Pass | Apache-2.0 | today |
| 25 | A skill your agent uses when writing or editing Javadoc for Lettuce public API — new methods, classes, deprecations, or when a reviewer asks to fix or improve doc comments. | redis/ | 5.8k | — | ~809 | Automated safety check: Pass | MIT | today |
| 26 | Plays an authorized Game Boy or Game Boy Color ROM in one persistent headless Coffee GB session, inspecting frames and keeping an action trace for replay or tests. | trekawek/ | 1.2k | — | ~1.3k | Automated safety check: Pass | MIT | 8 days ago |
| 27 | Explain and reason about Dynamic Consistency Boundaries (DCB) and how Axon Framework 5 and Axon Server implement them. | AxonIQ/ | 3.6k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | today |
| 28 | Simulate GCViewer CI paths (pull request, develop snapshot, master release) with DRYRUN and selectable OpenJDK 8/17/21/25. | chewiebug/ | 4.6k | — | ~690 | Automated safety check: Pass | Unknown | 3 mo ago |
| 29 | Edit, validate, debug, publish, and inspect ReachAI Workflow drafts through the Workflow AI Coding REST API. | w8123/ | 855 | — | ~3.7k | Automated safety check: Pass | MIT | yesterday |
| 30 | Create new skills, modify and improve existing skills for JavaClaw. | ClawRunr/ | 754 | — | ~1.5k | Automated safety check: Pass | LGPL-3.0 | 2 days ago |
| 31 | Develop or refactor Java, Python and QuickJS TV spiders in CatVodSpider using the TV shared APIs. | FongMi/ | 906 | — | ~479 | Automated safety check: Pass | No licence | yesterday |
| 32 | A practical Java reference for Builder, Factory, Singleton, Strategy, Observer and other patterns, with a table matching problems to patterns. | decebals/ | 751 | 1 repo | ~4.4k | Automated safety check: Pass | MIT | 1 mo ago |
| 33 | 33.Mkdocs MkDocs documentation project reference covering CLI commands, mkdocs.yml configuration, Material theme setup, and plugin integration. | jeka-dev/ | 176 | — | ~2k | Automated safety check: Pass | Apache-2.0 | 2 mo ago |
| 34 | Plans a WxJava setup for Java, Spring Boot or Solon projects that call WeChat services, from module and BOM choice to config and a minimal working call. | binarywang/ | 33k | — | ~123 | Automated safety check: Pass | Apache-2.0 | today |
| 35 | Run profile-driven bottleneck optimization across Apache Fory implementations (Java, C++, Python/Cython, Go, Rust, Swift, C, JavaScript/TypeScript, Dart, Kotlin, Scala). | apache/ | 4.6k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 36 | Sets the sonar-java conventions for adding an analyzer rule: metadata from rule-api, test locations, MethodMatchers and what not to commit or change. | SonarSource/ | 1.2k | — | ~833 | Automated safety check: Pass | Unknown | today |
| 37 | 37.Maven Maven build expertise for this multi-module Java project. An agent skill from skjolber/3d-bin-container-packing. | skjolber/ | 569 | — | ~886 | Automated safety check: Pass | Apache-2.0 | today |
| 38 | A skill your agent uses when preparing, installing, diagnosing, or explaining the host Android Emulator environment for flutterrustbridge local runtime validation, including Android SDK command-line… | fzyzcjy/ | 5.4k | — | ~2.1k | Automated safety check: Notes | MIT | yesterday |
| 39 | Shared reference for naming, function size, complexity and error handling rules that reviewer agents apply across TypeScript, Python, Go, Rust, Java, C# and Swift. | zereight/ | 2k | 1 repo | ~1.4k | Automated safety check: Pass | MIT | today |
| 40 | 40.Code Quality Comprehensive code review for Java - clean code principles, API contracts, null safety, exception handling, and performance. | piomin/ | 1.3k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | 5 mo ago |
| 41 | Runs a hostile review of the Caffeine Java caching library with parallel subagents that get no design docs, then challenges and consolidates their findings. | ben-manes/ | 18k | — | ~1.9k | Automated safety check: Notes | Apache-2.0 | today |
| 42 | 42.Skylos Run, interpret, or modify Skylos safely. An agent skill from duriantaco/skylos. | duriantaco/ | 844 | — | ~581 | Automated safety check: Pass | Apache-2.0 | today |
| 43 | Run a repeatable RDF4J performance loop against one JMH benchmark in Docker with Linux Java 26 and JFR CPU-time profiling. | eclipse-rdf4j/ | 420 | — | ~945 | Automated safety check: Pass | BSD-3-Clause | today |
| 44 | Write, rewrite, and format documentation code snippets into reusable, production-ready methods with necessary library imports and clean linting. | ClickHouse/ | 1.6k | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | today |
| 45 | Recommends which WxJava Maven module, BOM and example entry point fits a given WeChat product and server setup, from official accounts to payments. | binarywang/ | 33k | — | ~155 | Automated safety check: Pass | Apache-2.0 | today |
| 46 | Rebuild and restart the Saiku launcher fat-JAR after changing saiku-ui or Java code, without shipping stale UI bundles or breaking the running JVM. | spiculedata/ | 1.3k | — | ~467 | Automated safety check: Pass | Apache-2.0 | today |
| 47 | Create a new Axon Framework 4→5 migration path documentation page. | AxonIQ/ | 3.6k | — | ~594 | Automated safety check: Pass | Apache-2.0 | today |
| 48 | A skill your agent uses when users want to practice or simulate Java, C++, Go, Golang, mixed-stack, or general backend technical interviews, including resume-based and job-description-based… | Hazehacker/ | 207 | — | ~2.3k | Automated safety check: Pass | MIT | 2 mo ago |