hamilton-observabilityHamilton UI and SDK patterns for tracking, monitoring, and debugging dataflows. Use for observability, lineage tracking, and production monitoring.hamilton-coreCore Hamilton patterns for creating DAGs, applying decorators, testing, and debugging dataflows. Use for basic Hamilton development tasks.hamilton-dev-workflowSystematic 5-step workflow for building Hamilton DAGs - DOT graphs, signatures, validation, TDD implementation. Use this workflow when creating new Hamilton modules from scratch.hamilton-integrationsHamilton integration patterns for Airflow, Dagster, FastAPI, Streamlit, Jupyter notebooks, and other frameworks. Use when integrating Hamilton with other tools.hamilton-llmLLM and AI workflow patterns for Hamilton including RAG pipelines, embeddings, vector databases, and prompt engineering. Use for building AI applications with Hamilton.hamilton-mcpInteractive Hamilton DAG development via MCP tools. Validate, visualize, scaffold, and execute Hamilton pipelines without leaving the conversation. Use when building or debugging Hamilton dataflows interactively.hamilton-scalePerformance and parallelization patterns for Hamilton including async I/O, Spark, Ray, Dask, caching, and multithreading. Use for scaling Hamilton workflows.
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apache · Dépôts et skills représentatifs - Page 2
Vue par dépôt de 295 skills collectés dans 53 dépôts GitHub.
merging-dependabot-prsUse when triaging, classifying or landing Dependabot pull requests in this repo — clearing the open Dependabot queue, deciding whether a bump needs a WW Jira ticket, or checking whether a bump's build actually passed.code-reviewApache Struts pull request review guide. Use when reviewing pull requests in this repository to check test conventions, security-sensitive framework code, PR and commit hygiene, and Struts-specific implementation patterns.creating-security-bulletinsUse when drafting, updating, or reviewing an S2-XXX security bulletin on the Struts cwiki, when preparing bulletin text ahead of a CVE request, when publishing a bulletin and announcing it to the ASF lists, or when deciding how much detail about a fixed…releasing-strutsUse when running or planning an Apache Struts release on any maintenance line (6.x, 7.x) - cutting the tag, staging artifacts, opening the vote, promoting, updating the site and announcing - or when asked what the next step in a release is.creating-release-vote-mailUse when opening the formal release vote for a Struts release candidate on any maintenance line (6.x, 7.x) - composing and drafting the [VOTE] Apache Struts X.Y.Z mail to dev@ once the Version Notes page, GitHub release and staged artifacts are published.creating-version-notesUse when preparing, updating, or reviewing the release documentation for a Struts release or release candidate on any maintenance line (6.x, 7.x) - the Version Notes page on the cwiki, its Migration Guide entry, the GitHub release notes, and the test-build…triaging-security-reportsUse when a vulnerability or security report arrives for triage, when assessing a CVE/RCE/OGNL/injection claim against the code, or when drafting a reply to a security researcher — to research the claim from source without trusting the reporter and without…
suggest-native-expressionUse when picking the next Spark expression to implement natively in Comet, or when asked whether a specific codegen-dispatched expression is worth a native Rust implementation. Scores the candidate on how likely a native path can be 100% Spark-compatible and…audit-comet-expressionAudit an existing Comet expression for correctness and test coverage. Studies the Spark implementation across versions 3.4.3, 3.5.8, 4.0.1, and 4.1.1, reviews the Comet and DataFusion implementations, identifies missing test coverage, and offers to implement…review-comet-prReview a DataFusion Comet pull request for Spark compatibility and implementation correctness. Provides guidance to a reviewer rather than posting comments directly.optimize-comet-expressionUse when optimizing the performance of an existing native scalar expression in the datafusion-comet-spark-expr crate (native/spark-expr/) — casts, string/JSON/array/math kernels that run per-row or per-batch. Covers benchmarking, keeping output bit-identical,…bug-triageTriage open Comet issues marked `requires-triage` per the project bug triage guide. Classifies each issue as a bug or an enhancement, applies the recommended type (`bug`/`enhancement`), priority, and area labels, removes `requires-triage`, and files a dated…implement-comet-expressionUse when implementing a new Spark expression in DataFusion Comet. Walks through cloning latest Spark master to study the canonical implementation, checking the upstream datafusion-spark crate before writing native code, building the Comet serde and Rust…wire-datafusion-functionUse when wiring an existing DataFusion or datafusion-spark function into Comet for a Spark expression. Identifies the right wiring pattern (one-line passthrough, datafusion-spark UDF registration, or custom serde with input massaging / restrictions), applies…
flink-agents-devUse when building, scaffolding, modifying, debugging, converting, or verifying Apache Flink Agents applications, including Flink Agents YAML, Workflow Agent, ReAct Agent, Actions, Resources, MCP servers, vector stores, runtime skills, Python, or Java. Do not…math-calculatorCalculate mathematical expressions using shell commands. Use when the user asks to perform arithmetic calculations like addition, subtraction, multiplication, division, or powers.joke-generatorTell a joke about cat.math-calculatorCalculate simple mathematical expressions using shell commands. Use when the user asks to perform arithmetic calculations like addition, subtraction, multiplication, division, or more complex math expressions.githubInteract with GitHub using the `gh` CLI. Use `gh issue`, `gh pr`, `gh run`, and `gh api` for issues, PRs, CI runs, and advanced queries.nano-banana-proGenerate/edit images with Nano Banana Pro (Gemini 3 Pro Image). Use for image create/modify requests incl. edits. Supports text-to-image + image-to-image; 1K/2K/4K; use --input-image.
code-implementationImplement, fix, refactor, or remove repository code under required scope, non-regression, verification, and review gates. Use whenever a task may change a production, test, script, or other implementation artifact, including build logic, generated source, and…coding-standardsApply Apache ShardingSphere's written coding standards during implementation, fixes, refactoring, and code review, or perform a standalone read-only compliance audit of a user-specified scope. Uses CODE_OF_CONDUCT.md, applicable AGENTS.md rules, Checkstyle,…review-prReview Apache ShardingSphere or user-authorized downstream pull requests and PR discussions from public or authorized repository evidence. Use for code-correctness or mergeability decisions, CI-focused review, root-cause and regression analysis, complete…gen-utGenerate standard unit tests for one or more target classes in Apache ShardingSphere; by default, target 100% class/line/branch coverage and pass quality gates; perform explicit merge analysis, suitability filtering, and refactor optimization for…analyze-issueUsed to analyze Apache ShardingSphere community issues. Emphasizes root-cause-first and evidence-first classification before conclusions, and produces copy-ready GitHub issue replies in the voice of an Apache ShardingSphere community maintainer.
code-reviewReview code with Doris-specific checklistsbe-code-styleFix BE (C++) code formatting issues using clang-formatclang-tidy-checkRun clang-tidy on newly added/modified BE C++ codefe-code-styleFix FE (Java) code style issues using Checkstyledoris-docker-regressionRun Doris docker-based regression tests from a clean package
audit-skill-mdAudit the user-facing skill at skills/datafusion_python/SKILL.md against the current public Python API. Find new APIs that should be documented, stale mentions of removed/renamed APIs, examples that drifted from current idiomatic style, and places that need a…check-upstreamCheck if upstream Apache DataFusion features (functions, DataFrame ops, SessionContext methods, FFI types) are exposed in this Python project. Use when adding missing functions, auditing API coverage, or ensuring parity with upstream.ffi-capsule-protocolTRIGGER — 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 FFI_QueryPlanner::new / FFI_TableProvider::new /…make-pythonicAudit and improve datafusion-python functions to accept native Python types (int, float, str, bool) instead of requiring explicit lit() or col() wrapping. Analyzes function signatures, checks upstream Rust implementations for type constraints, and applies the…datafusion-pythonUse 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.
gh-issueSize-audit, write, and split BanyanDB issues that somebody else or an automated TDD workflow can implement. Use whenever the user asks to file or revise an issue, decide whether an issue is too large, make an issue TDD-ready, turn a design into tickets, or…bydbqlGenerate, 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…compilingCompile and build the SkyWalking BanyanDB project. Use when the user asks to compile, build, or generate code for this project.gh-pull-requestCreate a GitHub pull request for SkyWalking BanyanDB. Use when the user asks to create a PR, submit changes, or open a pull request.vendor-updateUpgrade Go/Node.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.…
openspec-apply-changeImplement tasks from an OpenSpec change. Use when the user wants to start implementing, continue implementation, or work through tasks.openspec-archive-changeArchive a completed change in the experimental workflow. Use when the user wants to finalize and archive a change after implementation is complete.openspec-oneshotRun a full OpenSpec workflow from one request. Use when the user wants proposal, implementation, commits, spec sync, and archive handled as one resumable flow.openspec-proposePropose a new change with all artifacts generated in one step. Use when the user wants to quickly describe what they want to build and get a complete proposal with design, specs, and tasks ready for implementation.
pixiu-filter-authorCreates and debugs dubbo-go-pixiu HTTP/Network filters. Use when adding, registering, or wiring Pixiu filters, or when a filter compiles but does not run. Do not use for adapter or protocol-listener SPI work.pixiu-http-to-dubboCreates and debugs dubbo-go-pixiu HTTP-to-Dubbo route YAML. Use for api_config.yaml/conf.yaml routes, direct Dubbo URLs, registry-backed Dubbo, mappingParams, mapType, parameterTypes, opt.types/opt.values, or generic-invoke errors. Do not use for non-Dubbo…pixiu-llm-gatewayCreates and validates dubbo-go-pixiu LLM gateway conf.yaml. Use for LLM proxy/tokenizer/kvcache filters, llm_meta, vLLM, LMCache, retry/fallback, or Nacos LLM discovery. Do not use for MCP gateway config.pixiu-mcp-gatewayCreates and validates dubbo-go-pixiu MCP gateway conf.yaml. Use for MCP server filters, tools/list, tools/call, Mcp-Session-Id, MCP auth, Nacos MCP registry, or exposing backend HTTP APIs as MCP tools. Do not use for LLM model proxying.
add-releasePublish a new Apache Doris Core or Doris ecosystem release on the Doris website. Use when updating download data, bilingual release notes, the Doris Core release index, release navigation, or ecosystem release pages. Confirm the component and release metadata…doris-img-genCreate Apache Doris article illustrations in the Doris hand-drawn whiteboard style, using a randomly selected Pip, Dori, or Flux mascot only when a task, guide, operator, diagnosis, or anthropomorphic narrative benefits from a character. Use when the user…weekly-report-slackGenerate an English Slack-ready post from an Apache Doris weekly community report MDX file. Use when the user invokes `$weekly-report-slack path/to/report.mdx` or asks to turn a Doris weekly report, especially…doris-doc-optimizeRestructure and SEO/GEO-optimize an existing Apache Doris user documentation file (`.md` / `.mdx`), primarily under `i18n/zh-CN/docusaurus-plugin-content-docs-next/current/` or `docs-next/`. The skill reorganizes the doc from a user-scenario perspective,…
audit-datafusion-spark-expressionAudit a datafusion-spark function implementation for correctness against Apache Spark 4.2.0. Studies the Spark source across versions, reviews the Rust implementation and its signature, verifies expected values against a real PySpark, fixes divergences, and…datafusion-ffiPatterns and review checklist for the `datafusion-ffi` crate. Use whenever the user adds, edits, or reviews code under `datafusion/ffi/` — new `FFI_X` wrappers, `ForeignX` implementations, codec changes, or expanding an existing wrapper to cover more of a…pr-reviewReview Apache DataFusion pull requests following the project's PR review guide. Use whenever asked to review a DataFusion PR or PR URL, and whenever creating a PR, to check the changes against the same criteria before submitting.