GitHub organization
Agent skills by apache
- skills
- 81
- repositories
- 11
Repositories by apache
- magpieAgent-assisted maintainership and development framework for Apache projects — Triage, Mentoring, Drafting (agent-authored fixes with human review), and Pairing (developer-side dev-cycle) skills shipping; Agentic Autonomous (auto-merge) on the roadmap.110 stars · 47 skills
- grails-coreGrails - the Web Application Framework2.9k stars · 9 skills
- datafusion-pythonApache DataFusion Python Bindings606 stars · 5 skills
- hugegraph-aiThe integration of HugeGraph with AI/LLM & GraphRAG145 stars · 5 skills
- dubbo-go-pixiuBased on the proxy gateway service of dubbo-go, it solves the problem that the external protocol calls the internal Dubbo cluster. At present, it supports HTTP and gRPC[developing].568 stars · 4 skills
- foryA blazingly fast multi-language serialization framework for idiomatic domain objects, schema IDL, and cross-language data exchange.4.6k stars · 3 skills
- impalaApache Impala1.3k stars · 2 skills
- rollerMirror of Apache Roller133 stars · 2 skills
- skywalking-pythonThe Python agent for Apache SkyWalking219 stars · 2 skills
- groovy-gebApache Geb: Very Groovy Browser Automation1.2k stars · 1 skill
- skywalking-nodejsThe NodeJS agent for Apache SkyWalking180 stars · 1 skill
Skills by apache, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Prepare an Apache Fory release candidate from a clean release branch, including the version bump, RC tag, JVM staging, ASF source artifacts, SVN upload, and vote email. | apache/ | 4.6k | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | today |
| 2 | 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 | today |
| 3 | Writes and reviews Geb browser automation specs with Spock, using Page Objects, at checkers, Modules and explicit waits, for Groovy and Gradle projects. | apache/ | 1.2k | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | today |
| 4 | Build a single C++ file. An agent skill from apache/impala. | apache/ | 1.3k | — | ~846 | Automated safety check: Pass | Apache-2.0 | today |
| 5 | 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 | today |
| 6 | Combines all git commits for a change into a single commit and pushes it to gerrit. | apache/ | 1.3k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | today |
| 7 | Guides building Grails web applications and REST APIs with GORM, controllers, services, views, plugins and Spock and Geb testing. | apache/ | 2.9k | — | ~4.9k | Automated safety check: Pass | Apache-2.0 | today |
| 8 | Creates and debugs dubbo-go-pixiu HTTP-to-Dubbo route YAML. An agent skill from apache/dubbo-go-pixiu. | apache/ | 568 | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | 4 days ago |
| 9 | TRIGGER — read before adding, changing, or reviewing any datafusion capsule getter, any FFI export that asks for a TaskContextProvider or an extension codec, or any code that calls… | apache/ | 606 | — | ~3.2k | Automated safety check: Pass | Apache-2.0 | today |
| 10 | 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 |
| 11 | Triage Apache Roller security reports, maintain private case tracking, prepare CVE records, coordinate fixes and reporter review, and prepare disclosure with a release. | apache/ | 133 | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 12 | 12.Compile Compile / build / type-check the skywalking-nodejs agent. An agent skill from apache/skywalking-nodejs. | apache/ | 180 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | 21 days ago |
| 13 | Creates and validates dubbo-go-pixiu LLM gateway conf.yaml. An agent skill from apache/dubbo-go-pixiu. | apache/ | 568 | — | ~2.5k | Automated safety check: Pass | Apache-2.0 | 4 days ago |
| 14 | Guides changes to the grails-data-hibernate7 module, covering domain binding, Hibernate 5 to 7 migration work, generators and integration specs. | apache/ | 2.9k | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | today |
| 15 | Check if upstream Apache DataFusion features (functions, DataFrame ops, SessionContext methods, FFI types) are exposed in this Python project. | apache/ | 606 | — | ~5.9k | Automated safety check: Pass | Apache-2.0 | today |
| 16 | Creates and validates dubbo-go-pixiu MCP gateway conf.yaml. An agent skill from apache/dubbo-go-pixiu. | apache/ | 568 | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | 4 days ago |
| 17 | 17.New Plugin Scaffold a new SkyWalking Python instrumentation plugin with all required files (plugin code, tests, docker-compose, expected data, services) | apache/ | 219 | — | ~3.3k | Automated safety check: Pass | Apache-2.0 | 15 days ago |
| 18 | Guide for writing modern Java 21 in a Grails and Groovy codebase: records, sealed classes, pattern matching, text blocks and how Java works alongside Groovy. | apache/ | 2.9k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | today |
| 19 | Route HugeGraph MCP graph data extraction and controlled import/delete tasks to stable public tools. | apache/ | 145 | — | ~544 | Automated safety check: Pass | Apache-2.0 | 4 days ago |
| 20 | A skill your agent uses when the user is writing datafusion-python (Apache DataFusion Python bindings) DataFrame or SQL code. | apache/ | 606 | — | ~7.8k | Automated safety check: Pass | Apache-2.0 | today |
| 21 | 21.Plugin Test Build Docker test images and run SkyWalking Python plugin/unit/e2e tests locally, mirroring the CI pipeline | apache/ | 219 | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | 15 days ago |
| 22 | Guides running, reviewing and fixing test failures across grails-core modules with Gradle, including targeted runs and the aggregate HTML and Markdown reports. | apache/ | 2.9k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | today |
| 23 | Prepare, build, sign, verify, stage, vote on and publish Apache Roller releases, including release website updates and announcement drafts. | apache/ | 133 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 24 | Route HugeGraph MCP operational checks to status, schema, permission, AI availability, and read-only verification tools. | apache/ | 145 | — | ~513 | Automated safety check: Pass | Apache-2.0 | 4 days ago |
| 25 | Creates and debugs dubbo-go-pixiu HTTP/Network filters. An agent skill from apache/dubbo-go-pixiu. | apache/ | 568 | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | 4 days ago |
| 26 | Audit the user-facing skill at skills/datafusionpython/SKILL.md against the current public Python API. | apache/ | 606 | — | ~3.3k | Automated safety check: Pass | Apache-2.0 | today |
| 27 | Guide to running, reading and fixing code style and analysis violations in grails-core with CodeNarc, Checkstyle, PMD, SpotBugs, Spotless and JaCoCo through Gradle. | apache/ | 2.9k | — | ~3.9k | Automated safety check: Pass | Apache-2.0 | today |
| 28 | Route HugeGraph MCP schema design, validation, and dry-run preview tasks to stable public tools. | apache/ | 145 | — | ~554 | Automated safety check: Pass | Apache-2.0 | 4 days ago |
| 29 | Scan the release distribution area (dist/release/<project/ when releasedistbackend = svnpubsub, or the configured distribution location), identify releases past the project's retention rule, and… | apache/ | 110 | — | ~4.7k | Automated safety check: Pass | Apache-2.0 | today |
| 30 | Audit and improve datafusion-python functions to accept native Python types (int, float, str, bool) instead of requiring explicit lit() or col() wrapping. | apache/ | 606 | — | ~5.8k | Automated safety check: Pass | Apache-2.0 | today |
| 31 | Guides Gradle 9 build changes in apache/grails-core on the 8.0.x line, favoring the repo's convention plugins, BOM platforms and patterns over generic Gradle advice. | apache/ | 2.9k | — | ~11k | Automated safety check: Pass | Apache-2.0 | today |
| 32 | Read-only audit of GitHub Actions runner compatibility for one repository, a repository set, one Apache project, or the full Apache org. | apache/ | 110 | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | today |
| 33 | Route HugeGraph MCP structured graph query tasks to stable read-only tools. | apache/ | 145 | — | ~328 | Automated safety check: Pass | Apache-2.0 | 4 days ago |
| 34 | Guides moving a Grails application from 7.x to Grails 8 and turns the official upgrade guide into a checklist of breaking changes. | apache/ | 2.9k | — | ~20k | Automated safety check: Pass | Apache-2.0 | today |
| 35 | 35.Keys Sync Add the Release Manager's public key to the project KEYS file: check it meets the ASF strength floor, draft the KEYS diff, and emit the svn (or backend) commands and keyserver reminder for the RM to… | apache/ | 110 | — | ~4.9k | Automated safety check: Pass | Apache-2.0 | today |
| 36 | Route HugeGraph MCP regression testing tasks to the current public tool surface, including inspection, read-only queries, Gremlin generation, extraction, controlled import, schema validate/dry-run… | apache/ | 145 | — | ~493 | Automated safety check: Pass | Apache-2.0 | 4 days ago |
| 37 | Guides merging a standalone Grails plugin repository into the grails-core monorepo as Gradle subprojects that use the shared build, publishing, docs and CI. | apache/ | 2.9k | — | ~6.8k | Automated safety check: Pass | Apache-2.0 | today |
| 38 | 38.List Skills Print a human-readable index of every skill installed for this repository, grouped by the family each one declares, with the name to invoke it by and the first sentence of its description. | apache/ | 110 | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | today |
| 39 | 39.Mentor Draft a teaching-register comment on a GitHub issue or PR thread on the configured <upstream repo, aimed at a contributor missing context the maintainer would spell out. | apache/ | 110 | — | ~3.2k | Automated safety check: Pass | Apache-2.0 | today |
| 40 | 40.Status Show how Magpie is adopted in this repo — install method and pin, drift, wired agent targets, installed skill families, symlink health — and change that wiring from the same view. | apache/ | 110 | — | ~2.5k | Automated safety check: Pass | Apache-2.0 | today |
| 41 | 41.Write Skill Write a new skill for the Apache Magpie framework, or bring an existing one up to current conventions. | apache/ | 110 | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | today |
| 42 | 42.Audit Report Assemble a per-release audit record from lifecycle artefacts (planning issue, vote thread, artefact list, promote revision, and announcement URL) and propose a PR appending it to the project's audit… | apache/ | 110 | — | ~6.9k | Automated safety check: Pass | Apache-2.0 | today |
| 43 | 43.Model Verify Check a published security model per repository: is it reachable via AGENTS.md → SECURITY.md at a named commit, and does it cover the minimum-bar sections? | apache/ | 110 | — | ~5.8k | Automated safety check: Pass | Apache-2.0 | today |
| 44 | 44.Upstream Fix Turn a framework defect the agent hit while running a Magpie skill into a fix PR against apache/magpie, one PR per defect. | apache/ | 110 | 1 repo | ~5.3k | Automated safety check: Pass | Apache-2.0 | today |
| 45 | 45.Prepare Draft release-preparation artefacts for <upstream: the planning issue, the version-bump and changelog prep PR (with the first-release review of what the source archive ships), the post-release… | apache/ | 110 | — | ~5.6k | Automated safety check: Pass | Apache-2.0 | today |
| 46 | Probe the secure-agent setup for restrictions that block legitimate work — SSH agent reachability, port binding, containers, the scratch directory, the signing key, gh outside the sandbox, prek and… | apache/ | 110 | — | ~6.1k | Automated safety check: Warn | Apache-2.0 | today |
| 47 | 47.Rc Cut Emit the paste-ready commands to tag an RC, build the source archive reproducibly, sign, checksum and stage it to the distribution backend (or, with ASF automated signing, the tag push that triggers… | apache/ | 110 | — | ~9.8k | Automated safety check: Pass | Apache-2.0 | today |
| 48 | 48.Stack Review Review a GitHub stacked pull request as one unit on <upstream: resolve the stack from any member PR or its stack number, check that the chain is linear and current, map every file to the layers that… | apache/ | 110 | — | ~5.4k | Automated safety check: Pass | Apache-2.0 | today |
Questions, answered from the data.
What is the best skill by apache?
Fory Release from apache/fory ranks first of the 81 skills by apache listed here, with the highest score: its repository has 4.6k GitHub stars, its SKILL.md loads about 2.9k tokens and it passes the automated safety check with no findings. Next come Fory Version Bump and Geb and Spock Browser Tests.
Are apache's skills official?
None yet. All 81 skills by apache listed here come from community repositories; a skill counts as official when the product's own GitHub organization publishes it.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.