Design comprehensive test cases using PICT (Pairwise Independent Combinatorial Testing) for any piece of requirements or code.
Configure spending limits, token quotas, and rate-limit policies per API key or globally. Inspect current consumption and enforce cost controls across providers.
Designing Omni-Channel capacity models for service orgs: agent capacity allocation, channel weighting (cases, chats, calls), skills matrix design, overflow strategy, presence…
Create and manage secure tunnels (ngrok, Cloudflare Tunnel, custom) to expose OmniRoute to the internet or share access with remote agents and CI pipelines.
Use when managing OmniScript versions: activating new versions, deactivating prior versions, testing a specific version before activation, rolling back to a previous version, or…
Configure caching on DataRaptors and Integration Procedures to cut response times, with cache-bust and freshness guarantees. NOT for platform-level org cache.
Use when designing or implementing CI/CD pipelines for OmniStudio components — DataPack export/import, versioning, environment promotion, and automated deployment.
Use when diagnosing failures, unexpected output, or silent errors in OmniScript, DataRaptor, or Integration Procedure assets.
Use when exporting, importing, or version-controlling OmniStudio components using DataPacks via the OmniStudio DataPacks tool or vlocity CLI.
Migrate classic Visualforce-based OmniScripts to LWC-based runtime with feature parity and regression testing. NOT for new OmniScript design.
Use when diagnosing or improving runtime performance in OmniStudio assets: slow OmniScripts, Integration Procedures with high latency, DataRaptor caching, excessive API call…
Use when OmniStudio components are degrading under high concurrent user load, when Integration Procedures are hitting governor limits at portal scale, or when designing an…
Use when testing or validating OmniStudio components — OmniScript preview, Integration Procedure step debugging, DataRaptor field-mapping validation, and end-to-end UTAM-based…
Architecture decision framework for choosing between OmniStudio and the standard Salesforce platform (Screen Flow, LWC, Apex) for guided UI and data orchestration use cases.
标准 SOP:OceanBase 社区版经 OMS 同步至 Kafka 的延迟、吞吐与调优。涵盖全量/增量并发与限速、KafkaSink、OMS 平台 limitator 与 JVM、源端 OB 与表结构策略;与 observer 日志、OBProxy、单条 SQL 深查 skill 分工明确。
Generate onboarding guide with key symbols, architecture overview, and subject matter experts. Use when joining a new project, onboarding teammates, or creating project…
Onboard 1-node GitHub MR functional tests for GB200 from existing mr-scoped 2-node tests.
Inicializa novo projeto: cria AGENTS.md, CLAUDE.md, ERROR_LOG.md, PENDING_LOG.md, memory/MEMORY.md, docs/architecture/SPEC_FORMAT.md, docs/architecture/TDD.md.
Developer onboarding guide that composes architecture mapping, tooling review, and agentic setup review with setup, troubleshooting, and next-steps agents to produce a…
Optimize user onboarding to reduce time-to-value and increase activation rates. Design clear paths to the "aha moment" through checklists, product tours, educational content, and…
Three-pillar onboarding assistant for cluster, namespace, and app requests. Use when a user needs a guided interview that either triggers existing Argo WorkflowTemplates for…
Server-side data loading in One framework. Use when fetching data for pages, implementing caching, redirects, response headers, ISR, refetching, or file-driven content with…
Use when you need to stand up or standardize a fresh OpenClaw setup as the Fire Dragon Fruit Architecture: one strong main, one isolated rescue, layered file...
Set up CI/CD pipelines for OneNote integrations with Graph API testing and mock strategies. Use when configuring GitHub Actions, setting up test credentials, or building…
Decode and fix every common OneNote Graph API error with root cause analysis. Use when debugging 400, 403, 404, 429, 500, 502, or 507 errors from OneNote API.
Optimize costs and API usage for OneNote Graph API integrations with caching and batching strategies.
Generate comprehensive diagnostic bundles for OneNote Graph API issues with request tracing and token analysis.
Deploy OneNote integrations with MSAL token persistence, health checks, and container best practices.
Create your first OneNote notebook, section, and page with correct XHTML content. Use when starting a new OneNote integration or testing Graph API connectivity.
Production readiness checklist for OneNote Graph API integrations covering auth, rate limits, and failure modes.
Implement proper rate limit handling for OneNote Graph API with queue-based throttling. Use when building high-throughput OneNote integrations or debugging 429 errors.
Reference architecture for OneNote integrations covering all notebook locations and API path patterns.
Automate OneSignal tasks via Rube MCP (Composio). Always search tools first for current schemas. — from engineering/backend
Use when analyzing online algorithms, competitive analysis, adversarial input, list update with move-to-front, online caching, paging, randomized marking, or…
Onnx Converter - Auto-activating skill for ML Deployment. Triggers on: onnx converter, onnx converter Part of the ML Deployment skill category.
After a code change, sync the project's ontology vault — read what's already there, identify new capabilities / elements / domains introduced by the change, and write them back…
Deploy applications to Kubernetes via OOPS PaaS using the Python CLI script. Use when the user asks to deploy/release/ship an application to OOPS, create a new OOPS app, inspect a…
Operate Alibaba Cloud DataWorks through dynamic API discovery and official SDKs (Node.js, Python, Java).
Performs AI-powered code review on Git changes using the `ocr` CLI from alibaba/open-code-review. Use when the user asks to review code, review a pull request, review…
Start the piper-draw dev server (Vite frontend + FastAPI backend) and open the GUI in the default browser.
Open Interpreter lets LLMs run code locally (Python, JavaScript, Shell, and more) through a ChatGPT-like terminal interface.
Use when building autonomous agent systems in TypeScript/Node.js — triaging a list (GitHub issues, files, URLs) and dispatching parallel workers per item, running each worker…
Assign an unknown/novel class when all nearest-neighbor distances exceed a tuned cutoff threshold for open-set recognition
Wire HuggingFace embedding + reranker models (BGE-M3, BGE-Reranker-v2-m3, etc.) into Open WebUI's RAG pipeline via LiteLLM as a proxy in front of HuggingFace Text Embeddings…
Deploy Open WebUI multi-pod with WebSockets and Valkey/Redis Sentinel at 1000+ user scale on Kubernetes.
Search across company knowledge bases (Confluence, Jira, internal docs) to find and explain internal concepts, processes, and technical details.
Capture and inspect iOS leaks and memgraphs. Use when debugging leaked objects, retain cycles, memory growth, or before/after leak evidence.
Build and refactor SwiftUI UI with component patterns and examples. Use when shaping navigation, state, layouts, controls, or screen composition.
Refactor SwiftUI view files into stable, testable structure. Use when splitting large views, tightening data flow, or cleaning Observation ownership.
Refactor macOS SwiftUI views and scenes into stable structure. Use when splitting large views, tightening scene state, or narrowing AppKit escapes.
Use for new frontend applications, dashboards, games, creative websites, hero sections, and visually driven UI from scratch, or when the user explicitly asks for a redesi — from…
Use when testing, debugging, or making targeted improvements to rendered frontend apps through the Build Web Apps or web dev plugin: local dev servers, UI regressions, interaction…
Choose and apply automatic layout strategies for node-link diagrams and connected-node visuals. Use when the user asks how to auto-arrange nodes, reduce line crossings, route…
Integrate data visualizations into React and Next.js applications. Use when the user needs chart components, UML-like or architecture diagram components, React integration…
Test data visualizations and dashboards. Use when the user needs chart or diagram test strategy, screenshot or image diff testing, visual regression, mocked or synthetic chart…
Build typed data visualizations in TypeScript. Use when the user wants TypeScript visualization code, typed data models, browser visualization components, UML-like diagram models,…
Design, critique, read, write, render, and implement UML and UML-like software diagrams. Use when the user mentions UML, sequence diagrams, class diagrams, activity diagrams,…
Choose, lay out, critique, and explain data visualizations. Use when the user asks what visualization fits a dataset or goal, how a chart, dashboard, operational workspace,…
Diagnose and fix failing CircleCI builds quickly and safely. Use when users ask to investigate failed CircleCI jobs, triage flaky pipelines, identify root causes from logs, and…
Operate and troubleshoot CircleCI using the CircleCI CLI. Use when users ask to authenticate CLI access, inspect pipeline/workflow/job status, validate configuration locally,…