Data & AI

Background jobs with PgBoss for Wasp applications. Use when implementing async tasks, scheduled jobs, email queues, or background processing. Requires PostgreSQL database.

Generate DHEP Behavioral Insights & Evaluation (BIE) proposals with engagementtriage, activity classification, and single-design proposal generation. Supportscausal evaluation, HEOR, digital strategy, AI governance, and training programs.

Complete guide for Google Gemini API using the CORRECT current SDK (@google/genai v1.27+, NOT thedeprecated @google/generative-ai). Covers text generation, multimodal inputs (text + images + video +audio + PDFs), function calling, thinking mode, streaming, and system instructions with accurate 2025model information (Gemini 2.5 Pro/Flash/Flash-Lite with 1M input tokens, NOT 2M).Use when: integrating Gemini API, implementing multimodal AI applications, using thinking mode forcomplex reasoning, function calling with parallel execution, streaming responses, deploying toCloudflare Workers, building chat applications, or encountering SDK deprecation warnings, context windowerrors, model not found errors, function calling failures, or multimodal format errors.Keywords: gemini api, @google/genai, gemini-2.5-pro, gemini-2.5-flash, gemini-2.5-flash-lite,multimodal gemini, thinking mode, google ai, genai sdk, function calling gemini, streaming gemini,gemini vision, gemini video, gemini audio, gemini pdf, sys

AI-powered enterprise skill creation orchestrator with intelligent discovery, predictive optimization, ML-based content generation, and Context7-enhanced development patterns. Use when creating smart skill systems, implementing AI-driven skill generation, optimizing skill performance with machine learning, or building enterprise-grade skill factories with automated compliance and governance.

Log an email engagement in HubSpot CRM. Load when user says 'log email', 'record email', 'add email', 'email sent'. Requires subject and body.

Master microbiome data operations across Supabase, Neo4j, Upstash Vector, and Redis. Generates comprehensive BrilliantBiome reports with BrilliantScore calculations, species analysis, AMR assessments, and population insights. Use when querying microbiome data, generating reports, analyzing taxonomic relationships, or performing similarity searches across the two-lane architecture (clinical + research).

Setup an autonomous software development cycle, inspired by Anthropic's "Effective harnesses for long-running agents" blog (https://www.anthropic.com/engineering/effective-harnesses-for-long-running-agents). Adapted to fit our tech-stack (TypeScript, NextJS, InstantDB, Trigger.dev, tRPC) and style (kebab-case file-naming).

Quick reference for common Git commands and workflows. Use when working with version control, committing changes, managing branches, or resolving Git issues. Covers daily Git operations, branching strategies, and troubleshooting.

Work with Datadog Incidents API - fetch incidents with enrichment, update incident fields, understand incident data structures. Use when working with incidents or the dd get-incident/update-incident commands.

14-member multi-AI deliberation system. Use when users want multiple AI perspectives, say "summon the council", "get a quorum", or need collective intelligence on complex decisions.

Use container queries for component-based responsive design with @container syntax and named containers. Use when building portable, reusable components that adapt to parent size instead of viewport.

Expertise in API design, database integration, and service connectivity. Activates when working with "API", "database", "webhook", "service", "integrate", "connect", or system architecture.

Implement PCI DSS compliance requirements for secure handling of payment card data and payment systems. Use when securing payment processing, achieving PCI compliance, or implementing payment card security measures.

Rust development standards including cargo test, clippy, and rustfmt. Use when working with Rust files, Cargo.toml, or Rust tests.

Comprehensive gap analysis framework for identifying missing capabilities, coverage, and requirements. Use for requirements vs implementation gaps, test coverage analysis, documentation gaps, security posture assessment, performance benchmarks, feature parity analysis, team capability gaps, infrastructure coverage, compliance gaps, and accessibility analysis. Includes SWOT, maturity models, and automated gap detection.

Saves complete session state to STATUS.json for seamless continuation across conversations. Captures git context, in-progress tasks, service status, focus area, and next actions. Use at the end of work sessions, before context limits, or when switching to a different task. Do NOT use mid-task or for quick questions - the overhead is only worthwhile when you actually need to resume later.

AI导师框架，通过10+顶级提示工程方法论（C.R.E.A.T.E.、Perfect Prompt Framework、修辞学方法、结构化方法、元提示词理论、迭代优化、个性化定制、逆向思维、系统思维、多模态应用）引导用户创建高效元提示词。当用户需要：(1) 学习提示工程最佳实践，(2) 创建特定任务的元提示词，(3) 优化现有提示词效果，(4) 掌握提示设计思维模式，(5) 建立个性化提示词库，(6) 应用框架解决实际问题，或 (7) 发展AI协作技能时触发。通过'创建元提示词'、'优化提示'、'提示工程指导'、'AI导师'等关键词激活。

Interactive UI theme generation when user needs help choosing colors/fonts.Generates cohesive themes based on brand personality using color harmony theory.Use when user asks for theme/color help OR building UI without design:- "What theme should I use?" "Help me pick colors" "Generate theme"- "What colors work well together?" "Suggest color palette"- User uncertain about design direction, needs aesthetic suggestions- Building UI/landing page with no design specs, needs complete themeKeywords: theme, color palette, colors, fonts, brand personality, color harmonyInteractive workflow: Ask personality → Present options → Generate custom theme.References pre-defined themes in .claude/themes/.Do NOT load for: User has clear aesthetic/colors, Figma/design file provided.Integrates with design-fundamentals: Generates themes following design principles.

Use when the user wants to publish, share, or submit a Claude Code plugin to the marketplace

Implements features and writes production-ready code