Explore open-source GitHub repository source trees via web browsing to analyze and compare feature implementations at the code level.
Guided codebase exploration for understanding a repo's architecture, patterns, and domain language before contributing. Not issue-specific. builds general understanding.
Apply Elinor Ostrom's 8 design principles for governing commons to software architecture and AI agent coordination systems.
Use when implementing or troubleshooting Salesforce Outbound Messages — the workflow-triggered SOAP notification mechanism that pushes record field values to an external HTTPS…
Use for OZM-governed agent-native, multi-agent, memory, MCP/tool, control-plane, operator-shell, or agent framework work that needs runtime-real evidence, user-agent parity, tool…
Write or revise a scheduling-only implementation plan from approved requirements, approved architecture, output documentation, and code, pulling any concrete code examples…
Generate a complete OAF-compliant agent package from an Agent Case (requirements) and Agent Design (architecture).
Generate a complete OAF-compliant agent package from an Agent Case (requirements) and Agent Design (architecture).
Use when releasing a new version of a Python package to public repositories, when verifying that distribution pipelines are functioning after code changes, or when troubleshooting…
Architectural design patterns, C4 diagram templates, component design guidelines, and anti-patterns for PACT Architect phase.
page-speed-* library development patterns. Use when creating or modifying @page-speed/* packages (blocks, router, forms, img, video, skins, maps, icon, lightbox, pdf-viewer,…
Use when designing page hierarchies, page templates, layout zones, or sitemap structures. Covers page sets, template inheritance, component zones, and page tree APIs for headless…
Specialist in search term analysis, negative keyword architecture, and query-to-intent mapping. Turns raw search query data into actionable optimizations that eliminate waste and…
Orchestrer un débat entre deux agents IA (Claude Code, Codex, Gemini, Ollama...) via la CLI Palabre pour confronter des approches techniques, obtenir une relecture critique,…
Implement Palantir Foundry reference architecture with best-practice project layout. Use when designing new Foundry integrations, planning data pipeline architecture, or…
Write high-performance JIT compilers and interpreters in the style of Mike Pall, creator of LuaJIT. Emphasizes trace-based compilation, aggressive optimization, and understanding…
Architecture, TypeScript standards, state management, storage keys, and code conventions for Panda Droom. Use when writing, modifying, or refactoring code in the repository.
Unified guide for authoring dashboard panel components in vanilla TypeScript — covers the Panel base class architecture, localStorage state persistence, exponential-backo — from…
Create a dashboard panel component using vanilla TypeScript DOM API, following the worldmonitor Panel architecture.
Create resilient, data-driven dashboard panels with integrated API handling and UI components, combining circuit breaker patterns with vanilla TypeScript panel architecture.
Create dashboard panel components with advanced event handling and form validation using vanilla TypeScript DOM API, following the worldmonitor Panel architecture.
Create visually rich, robust TypeScript UI components with panel architecture, combining enhanced features like retry logic, state persistence, and dynamic styling with a…
Paplico drawing engine (core/) architecture, change impact, and development guide. Trigger when adding, changing, or refactoring code within core/; working on renderer, tools,…
A production-ready workspace template combining PARA Method (Projects, Areas, Resources, Archives) by Tiago Forte with Proactive Agent Architecture for file organization, folder…
GPU parallel algorithm design patterns and implementations. Implement parallel reduction, scan/prefix sum, histogram, parallel sort algorithms, stream compaction, and…
Guides AILANG parser development with conventions and patterns. Use when user wants to modify parser, understand parser architecture, or debug parser issues.
Expert in integrating payment gateways (Stripe, PayPal, Adyen) and designing PCI-compliant billing architectures.
PayPal integration guidance, code examples, and best practices. Use for checkout, card fields, BNPL, Pay Later, Venmo, subscriptions, invoicing, disputes, payouts, webhooks, APMs,…
Privacy and sovereignty comparison between PayRam self-hosted infrastructure and x402 HTTP payment protocol.
架构分析（生成/更新 docs/ARCHITECTURE.md 系统架构总览 · surface 型）
People Intelligence vertical — 6 sub-systems composed into a sovereign domain sub-stack. Loaded when working on hiring, performance, training, culture, talent, or org architecture…
Use when designing or refactoring Salesforce access architecture around minimal profiles, permission sets, permission set groups, muting, and assignment governance.
Tactical guidance for composing Permission Set Groups: layering permission sets, applying Mute Permission Sets to subtract narrow capabilities, sequencing the recalculation…
Choose and implement Perplexity architecture blueprints for different scales: direct search widget, cached research layer, and multi-query pipeline.
Implement Perplexity reference architecture with model routing, citation pipeline, and research automation.
Build event-driven architectures around Perplexity Sonar API with streaming, batch pipelines, and scheduled search monitoring.
Systems architecture decision framework with long-term thinking focus on scalability, modularity, and dependency management.
KYC service architecture with Persona as verification provider. Use when working with Persona identity verification.
Audit designs against the PatternFly 6 token architecture and bridge Figma styles to PF semantic tokens.
The Mileva Method (CRISP) — Phase 4: Spec. Full implementation readiness package including solution design, UX direction, tech stack, backlog, MVP prioritization, risk assessment,…
Photino.NET desktop architecture: PhotinoWindow APIs, threading model, native message bridge, IMessageTransport abstraction, dual-mode Program.cs, cross-platform WebView engine…
ACTIVATE when writing or modifying domain layer code in PHP/Symfony, creating value objects, specifications, domain services, or domain interfaces.
Builds terminal UI components with @mariozechner/pi-tui using a component-based architecture. Use when creating TUI screens, building interactive input widgets, rendering markdown…
Use when choosing the infrastructure that runs an AI agent — "what should run this agent", "which execution engine / LLM router / eval / observability tool", "set up the agent…
Use when planning a new GTM AI agent, turning an existing GTM workflow into an agent, or auditing a GTM agent for over-engineering — before an architecture is settled or a spec is…
Design, set up, and validate Buildkite pipelines. Use when writing or reviewing a .buildkite/pipeline.yml, building dynamic pipelines that upload steps at runtime, structuring…
System-level evaluation framework for multi-stage LLM pipelines. Scores the pipeline *as a whole* across 8 dimensions — input quality, output quality, prompt design,…
Apply software pipelining (double-buffering) to a tiled GPU kernel to overlap global memory loads with Tensor Core computation.
Adversarial review of implementation plans — finds failure modes, hidden dependencies, scope risks, missing edge cases, and architecture concerns BEFORE coding begins.
Create and execute advanced execution plans for complex AI model development incorporating 2024-2026 cutting-edge techniques (DeepSeek GRPO, manifold-constrained architec — from…
Procedures for implementing and maintaining Myco's plan persistence architecture, including logical-key identity models, agent-directed capture patterns via MCP tools,…
Generate `.docs/DEVELOPMENT_PLAN.md` and `.docs/EXECUTION_PROMPTS.md` from system, design, architecture, or enhancement docs in a folder or explicit file list.
Design technical architecture, select technology stack, and define implementation strategy from specifications and constitution constraints.
Create implementation plans with iterative review. Use when user says "plan", "design", "ag plan", "how should we build", "let's plan", "architecture", or wants to think through…
Use when planning a content architecture from a keyword map, designing pillar pages and supporting spokes, drawing an internal-link graph, deciding what to write next, building a…
Design advanced Plano architectures. Use for multi-listener systems, prompt target schema quality, and layered orchestration patterns.
Use when user requests diagrams, flowcharts, sequence diagrams, class diagrams, component diagrams, ER diagrams, architecture charts, or visualizations.
Conhecimento completo da arquitetura, padrões de código, estrutura de dados e convenções do sistema educacional Plataforma B2B de treinamento técnico corporativo
Publishing Platform Events: EventBus.publish, PublishBehavior (PublishImmediately vs PublishAfterCommit), high-volume events, event allocation, publish failures, Change Data…
Product-agnostic Phase-0 orchestrator. Takes a 1-line product hypothesis + named competitors and chains: capability-map (parallel per competitor) → asset-survey → wedge-synthesis…