数据处理
数据转换、清洗与 ETL
evaluating-trade-offs
RefoundAI
Help users make better decisions between competing options. Use when someone is weighing pros and cons, comparing alternatives, struggling with a difficult choice, deciding between speed and quality, or asking "should we do X or Y?"
write-script-duckdb
windmill-labs
MUST use when writing DuckDB queries.
write-script-postgresql
windmill-labs
MUST use when writing PostgreSQL queries.
write-script-snowflake
windmill-labs
MUST use when writing Snowflake queries.
write-script-python3
windmill-labs
MUST use when writing Python scripts.
write-workflow-as-code
windmill-labs
MUST use when writing or modifying Windmill Workflow-as-Code scripts using workflow, task, step, sleep, approvals, taskScript, taskFlow, task_script, or task_flow.
native-trigger
windmill-labs
Guidance for adding native trigger services to Windmill. Use when implementing or modifying native trigger integrations across the backend and frontend.
write-script-bigquery
windmill-labs
MUST use when writing BigQuery queries.
rust-backend
windmill-labs
Rust coding guidelines for the Windmill backend. MUST use when writing or modifying Rust code in the backend directory.
sap-btp-cloud-logging
secondsky
This skill provides comprehensive guidance for SAP Cloud Logging service on SAP BTP. Use when setting up Cloud Logging instances, configuring log ingestion from Cloud Foundry or Kyma runtimes, implementing OpenTelemetry observability, analyzing logs/metrics/traces in OpenSearch Dashboards, configuring SAML authentication, managing certificates, or troubleshooting ingestion issues. Covers service plans (dev/standard/large), all 4 instance creation methods (BTP Cockpit, CF CLI, BTP CLI, Service Operator), all 4 ingestion methods (Cloud Foundry, Kyma, OpenTelemetry, JSON API), and security best practices.
sapui5
secondsky
This skill should be used when developing SAP UI5 applications, including creating freestyle apps, Fiori Elements apps, custom controls, testing, data binding, OData integration, routing, and troubleshooting. Use when building enterprise web applications with SAP UI5 framework, implementing MVC patterns, configuring manifest.json, creating XML views, writing controllers, setting up data models (JSON, OData v2/v4), implementing responsive UI with sap.m controls, building List Report or Object Page applications with Fiori Elements, writing unit tests with QUnit, integration tests with OPA5, setting up mock servers, handling security (XSS, CSP), optimizing performance, implementing accessibility features, or debugging UI5 applications. Also use when working with sap.ui.mdc (Metadata-Driven Controls) including MDC Table, MDC FilterBar, MDC Value Help, control delegates, PropertyInfo, TypeMap, VariantManagement, or developing TypeScript control libraries with @ui5/ts-interface-generator. Keywords: sapui5, ui5, openui5, sap ui5, ui5 framework, sapui5 framework, ui5 application, sapui5 app, ui5 development, sapui5 development, ui5 tooling, ui5 cli, Component.js, manifest.json, xml view, data binding, odata v2, odata v4, fiori elements, sap.m controls, mvc pattern, routing, navigation, qunit, opa5, testing, mock server, sap.ui.mdc, mdc table, typescript, accessibility, security, performance, ui5 inspector, ui5 troubleshooting
sap-abap
secondsky
Comprehensive ABAP development skill for SAP systems. Use when writing ABAP code, working with internal tables, structures, ABAP SQL, object-oriented programming, RAP (RESTful Application Programming Model), CDS views, EML statements, ABAP Cloud development, string processing, dynamic programming, RTTI/RTTC, field symbols, data references, exception handling, or ABAP unit testing. Covers both classic ABAP and modern ABAP for Cloud Development patterns.
sap-sac-custom-widget
secondsky
SAP Analytics Cloud (SAC) Custom Widget development skill. Use when building custom visualizations, interactive components, extending SAC with Web Components, or creating Widget Add-Ons to customize built-in widgets. Covers JSON metadata configuration, JavaScript Web Components, lifecycle functions, data binding with feeds, styling panels, builder panels, property/event/method definitions, custom types, script API data types, third-party library integration, hosting options, security, performance optimization, and debugging. Includes Widget Add-On feature (QRC Q4 2023+) for extending built-in widgets without creating from scratch. Provides templates for basic widgets, data-bound charts, styling panels, and KPI cards. Supports Optimized Story Experience and Analytics Designer. Prevents common errors: missing lifecycle functions, incorrect JSON schema, integrity warnings, CORS failures, property type mismatches, data binding issues, and performance anti-patterns. Keywords: sap analytics cloud, sac custom widget, custom widget development, web component sac, json metadata widget, widget lifecycle functions, onCustomWidgetBeforeUpdate, onCustomWidgetAfterUpdate, onCustomWidgetResize, onCustomWidgetDestroy, sac data binding, widget data binding, dataBindings feeds, getDataBinding, getResultSet, styling panel widget, builder panel widget, widget properties events methods, propertiesChanged event, dispatchEvent custom widget, sac echarts integration, sac d3js integration, third party library sac, widget hosting sac, sac hosted widget, integrity hash widget, sha256 integrity, widget security cors, sac widget debugging, custom visualization sac, sac analytics designer widget, optimized story experience widget, sac widget api, widget add-on, sac script api widget, custom types enumeration, MemberInfo ResultMemberInfo Selection, widget installation admin, sac performance optimization, shadow dom web component, sac tooltip customization, plot area addon
sap-cap-capire
secondsky
SAP Cloud Application Programming Model (CAP) development skill using Capire documentation. Use when: building CAP applications, defining CDS models, implementing services, working with SAP HANA/SQLite/PostgreSQL databases, deploying to SAP BTP Cloud Foundry or Kyma, implementing Fiori UIs, handling authorization, multitenancy, or messaging. Covers CDL/CQL/CSN syntax, Node.js and Java runtimes, event handlers, OData services, and CAP plugins.
sap-btp-master-data-integration
secondsky
Configures and integrates SAP Master Data Integration (MDI) service on SAP Business Technology Platform. Use when setting up MDI tenants, connecting applications (S/4HANA, SuccessFactors, Ariba, Fieldglass, etc.), configuring distribution models, SOAP APIs for business partners, extensibility, or troubleshooting master data replication. Covers One Domain Model integration, Business Data Orchestration, client authentication (OAuth2, mTLS), and security configurations.
sap-btp-intelligent-situation-automation
secondsky
This skill provides comprehensive guidance for SAP BTP Intelligent Situation Automation setup, configuration, and operations. It should be used when implementing situation-based automation between SAP S/4HANA systems and SAP Business Technology Platform. The skill covers subscription setup, Event Mesh integration, destination configuration, system onboarding, user management with role collections, automatic situation resolution, and troubleshooting. Keywords: SAP BTP, Intelligent Situation Automation, ISA, situation handling, SAP S/4HANA, SAP S/4HANA Cloud, Event Mesh, Business Event Handling, situation automation, situation dashboard, analyze situations, SAP_COM_0345, SAP_COM_0376, SAP_COM_0092, SituationAutomationKeyUser, SituationAutomationAdminUser, Cloud Connector, cf-eu10, CA-SIT-ATM, business situations, situation types, situation actions
sap-hana-cloud-data-intelligence
secondsky
Develops data processing pipelines, integrations, and machine learning scenarios in SAP Data Intelligence Cloud. Use when building graphs/pipelines with operators, integrating ABAP/S4HANA systems, creating replication flows, developing ML scenarios with JupyterLab, or using Data Transformation Language functions. Covers Gen1/Gen2 operators, subengines (Python, Node.js, C++), structured data operators, and repository objects.
fastmcp-client-cli
PrefectHQ
Query and invoke tools on MCP servers using fastmcp list and fastmcp call. Use when you need to discover what tools a server offers, call tools, or integrate MCP servers into workflows.
Android Security
HoangNguyen0403
Standards for Data Encryption, Network Security, and Permissions
SSR (Server-Side Rendering)
HoangNguyen0403
Hydration, TransferState, and Prerendering standards.
deseq2-differential-expression
jaechang-hits
"Differential expression analysis for bulk RNA-seq using R/Bioconductor DESeq2. Negative binomial GLM with empirical Bayes shrinkage, Wald and LRT tests, multi-factor designs, interaction terms, Salmon tximeta import, apeglm LFC shrinkage, MA/volcano/heatmap visualization. The R gold standard for DE analysis with native Bioconductor integration. Use pydeseq2-differential-expression for Python-based pipelines; use edgeR for TMM normalization."
gwas-database
jaechang-hits
"NHGRI-EBI GWAS Catalog REST API for SNP-trait associations from published genome-wide association studies. Query studies, associations, variants, traits, genes, and summary statistics. Build polygenic risk score candidates, analyze variant pleiotropy, download summary statistics for Manhattan plots. No authentication required."
cbioportal-database
jaechang-hits
"Access TCGA and other cancer genomics datasets via cBioPortal REST API. Retrieve somatic mutations, copy number alterations, gene expression profiles, and clinical data (survival, stage, treatment) for thousands of cancer studies. Use for tumor mutation burden analysis, oncoprint queries, and survival analysis. For population variant frequencies use gnomad-database; for drug-gene interactions use dgidb-database."
code-review
vstorm-co
Review Python code for quality, security, and best practices