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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | 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 |
| 2 | 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 |
| 3 | 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 | 29 days ago |
| 4 | 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 | 2 days ago |
| 5 | 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 |
| 6 | 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 |
| 7 | Analyze codebases and automatically generate architecture diagrams, flowcharts, and org charts. | zebbern/ | 4.7k | 1 repo | ~972 | Automated safety check: Pass | MIT | today |
| 8 | 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 |
| 9 | 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 | 2 days ago |
| 10 | 10.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 |
| 11 | Code-Nest 多模块全栈项目协作规范与落点导航。Use when modifying this repository for feature development, bug fixing, refactor, API change, SQL migration, or frontend-backend联调 so changes land in the correct module… | xiaou61/ | 770 | — | ~1.3k | Automated safety check: Pass | MIT | today |
| 12 | 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 | 12 days ago |
| 13 | 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 |
| 14 | 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 |
| 15 | Develop or refactor Java, Python and QuickJS TV spiders in CatVodSpider using the TV shared APIs. | FongMi/ | 906 | — | ~444 | Automated safety check: Pass | No licence | 2 days ago |
| 16 | Reviews REST API design for correct HTTP verbs, versioning, DTO use, consistent responses and backward compatibility before an API change ships. | decebals/ | 751 | 1 repo | ~2.8k | Automated safety check: Pass | MIT | 1 mo ago |
| 17 | 17.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 |
| 18 | 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 |
| 19 | 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 | 2 days ago |
| 20 | 20.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 |
| 21 | 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 | 2 days ago |
| 22 | 22.Skylos Run, interpret, or modify Skylos safely. An agent skill from duriantaco/skylos. | duriantaco/ | 843 | — | ~581 | Automated safety check: Pass | Apache-2.0 | today |
| 23 | 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 |
| 24 | Reviews a Java project's architecture at the macro level: package structure, module boundaries, dependency direction and layering. | decebals/ | 751 | 1 repo | ~2.2k | Automated safety check: Pass | MIT | 1 mo ago |
| 25 | Create a new Axon Framework 4→5 migration path documentation page. | AxonIQ/ | 3.6k | — | ~594 | Automated safety check: Pass | Apache-2.0 | today |
| 26 | Runs detekt, checkstyle, and Android lint together, reads their reports, and proposes approved fixes grouped by file. | wordpress-mobile/ | 3.2k | — | ~587 | Automated safety check: Pass | GPL-2.0 | today |
| 27 | Documents how TrueLicense is published to Maven Central from a version tag, the plugin constraints behind it and how to rehearse a release locally. | christian-schlichtherle/ | 400 | — | ~846 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 28 | Audits the Caffeine cache source for hot-path costs such as allocations, contention and memory layout, reporting only findings tied to specific lines. | ben-manes/ | 18k | — | ~559 | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 29 | 29.MCP Debugger A skill your agent uses when investigating a bug, failing test, or unexpected runtime behavior and the mcp-debugger MCP server is available — drives real step-through debuggers (breakpoints, stack… | debugmcp/ | 171 | — | ~3.8k | Automated safety check: Pass | MIT | today |
| 30 | Prepare and execute a new release for the flutter-intellij plugin, including updating dependencies, compatibility bounds, changelogs, and verification. | flutter/ | 2k | — | ~1k | Automated safety check: Pass | BSD-3-Clause | today |
| 31 | Investigate and harden Skylos security behavior. An agent skill from duriantaco/skylos. | duriantaco/ | 843 | — | ~545 | Automated safety check: Pass | Apache-2.0 | today |
| 32 | 32.Dbg Debug applications using the dbg CLI debugger. An agent skill from theodo-group/debug-that. | theodo-group/ | 158 | — | ~2.2k | Automated safety check: Pass | MIT | today |
| 33 | Guidance for Groovy 5 work in Grails projects: syntax, closures, traits, DSLs, metaprogramming, Spock tests, static compilation and Java 21 integration. | apache/ | 2.9k | — | ~3k | Automated safety check: Pass | Apache-2.0 | today |
| 34 | 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 |
| 35 | 排查 WxJava 在配置初始化、access token、签名验签、支付证书、回调通知、序列化、网络请求和多账号隔离方面的问题。适用于用户提供异常、日志、请求响应或“WxJava 为什么不能调用”的场景。 | binarywang/ | 33k | — | ~135 | Automated safety check: Pass | Apache-2.0 | 12 days ago |
| 36 | 36.Scalex Explore and navigate Git-tracked Scala 2/3 and Java source with Scalex. | nguyenyou/ | 109 | — | ~2k | Automated safety check: Pass | MIT | 19 days ago |
| 37 | Update the Milvus SDK API reference documentation under APIReference/ in the web-content repository so it reflects a new SDK release, using the SDK repository's git tags as ground truth. | milvus-io/ | 138 | — | ~12k | Automated safety check: Pass | Apache-2.0 | today |
| 38 | 38.Drawio Chart Draw.io 配图专家:用于生成和导出 .drawio 图表。在用户要求 draw.io、diagrams.net、流程图、架构图、时序图、ER 图、状态图、思维导图,或明确提到 .drawio、PNG、SVG、PDF 导出、技术文章配图时使用。默认输出专业技术风格,并遵循 floracat-architecture-diagram 的视觉规范。 | Snailclimb/ | 669 | — | ~687 | Automated safety check: Pass | No licence | 3 mo ago |
| 39 | Run the GraalPy ROTA import update workflow. An agent skill from oracle/graalpython. | oracle/ | 1.7k | — | ~475 | Automated safety check: Pass | Unknown | today |
| 40 | A skill your agent uses when implementing, debugging, refactoring, or testing existing BootUI Java code, including framework-neutral engine logic, Spring MVC and WebFlux adapters, Quarkus runtime… | jdubois/ | 307 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | today |
| 41 | Compares code paths that should behave the same, such as sync and async cache methods, and requires a concrete scenario where the two observably disagree. | ben-manes/ | 18k | — | ~4.3k | Automated safety check: Notes | Apache-2.0 | 2 days ago |
| 42 | Set up and review CI, artifact publishing, versioning, and release management for Minecraft 26.x or legacy 1.21.x mods and Paper plugins. | Jahrome907/ | 166 | — | ~3.6k | Automated safety check: Pass | MIT | 25 days ago |
| 43 | 43.Release Bump the sol4k library version everywhere, open a release PR, and draft GitHub release notes. | sol4k/ | 135 | — | ~949 | Automated safety check: Pass | Apache-2.0 | 10 days ago |
| 44 | 44.Supercov Measures test coverage and code quality in a repository with the supercov CLI, and turns what it finds into small, focused tests or fixes. | supercorp-ai/ | 150 | 1 repo | ~415 | Automated safety check: Pass | MIT | today |
| 45 | 45.Go Idiomatic Go - package and interface design, error wrapping, table-driven tests, generics, the modern standard library (slices/maps/cmp/errors.Join), current syntax, and logging discipline. | inference-gateway/ | 214 | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 46 | 指导 OPanel 扩展的创建、实现、审查、调试与兼容性迁移。Use when a task mentions OPanel extension development, extension.json, @Extension lifecycle methods, OPanelAPI, extension backend routes, extension sidebar page… | opanel-mc/ | 303 | — | ~1.9k | Automated safety check: Pass | GPL-3.0 | 2 days ago |
| 47 | Plans a WxJava version upgrade, checking the BOM, module dependencies, JDK version and configuration, with phased steps and clear rollback conditions. | binarywang/ | 33k | — | ~129 | Automated safety check: Pass | Apache-2.0 | 12 days ago |
| 48 | Gives an agent the architecture knowledge and controller, service and template patterns needed to write correct, idiomatic code in the OpenOlat learning management system. | OpenOLAT/ | 446 | — | ~6.9k | Automated safety check: Pass | Unknown | today |