Find 10x product opportunities and high-leverage improvements. Use when user wants strategic product thinking, mentions '10x', wants to find high-impact features, or says 'what would make this 10x better', 'product strategy', or 'what should we build next'.

Generate a complete set of favicons from a source image and update HTML. Use when setting up favicons for a web project.

Automate repetitive development tasks and workflows. Use when creating build scripts, automating deployments, or setting up development workflows. Handles npm scripts, Makefile, GitHub Actions workflows, and task automation.

GitHub Copilot Coding Agent automation. Apply the ai-copilot label to an issue → GitHub Actions auto-assigns Copilot via GraphQL → Copilot creates a Draft PR. One-click issue-to-PR pipeline.

Manage Git submodules for including external repositories within a main repository. Use when working with external libraries, shared modules, or managing dependencies as separate Git repositories.

Use when creating forest plots for meta-analyses, visualizing effect sizes across studies, or generating publication-ready meta-analysis figures. Produces high-quality forest plots with confidence intervals, heterogeneity metrics, and subgroup analyses.

Master Godot 4 GDScript patterns including signals, scenes, state machines, and optimization. Use when building Godot games, implementing game systems, or learning GDScript best practices.

Implement LangChain callback handlers, streaming, webhooks, Server-Sent Events (SSE), and WebSocket integration. Trigger: "langchain callbacks", "langchain webhooks", "langchain events", "langchain streaming", "langchain SSE", "WebSocket LLM".

Implement Instantly.ai reference architecture with best-practice project layout. Use when designing new Instantly integrations, planning multi-campaign systems, or building an outreach automation platform. Trigger with phrases like "instantly architecture", "instantly project structure", "instantly reference design", "instantly system design", "instantly integration layout".

Set up monitoring, alerting, and dashboards for Instantly.ai integrations. Use when implementing campaign health monitoring, account health alerts, or building analytics dashboards from Instantly data. Trigger with phrases like "instantly monitoring", "instantly dashboard", "instantly alerts", "instantly observability", "monitor instantly campaigns".

Build event-driven workflows around Ideogram's synchronous API. Use when implementing async generation queues, batch processing, callback patterns, or image processing pipelines. Trigger with phrases like "ideogram webhook", "ideogram events", "ideogram async", "ideogram queue", "ideogram batch pipeline".

Apply Fireflies.ai security best practices for API keys and webhook verification. Use when securing API keys, verifying webhook signatures, or auditing Fireflies.ai security configuration. Trigger with phrases like "fireflies security", "fireflies secrets", "secure fireflies", "fireflies webhook signature", "fireflies HMAC".

Handle Fireflies.ai transcript data: export formats, PII redaction, retention policies, and compliance. Use when exporting transcripts, implementing data redaction, configuring retention, or ensuring GDPR/CCPA compliance. Trigger with phrases like "fireflies data", "fireflies PII", "fireflies GDPR", "fireflies data retention", "fireflies privacy", "fireflies export".

Implement Exa reference architecture for search pipelines, RAG, and content discovery. Use when designing new Exa integrations, reviewing project structure, or establishing architecture standards for neural search applications. Trigger with phrases like "exa architecture", "exa project structure", "exa RAG pipeline", "exa reference design", "exa search pipeline".

Apply Databricks security best practices for secrets and access control. Use when securing API tokens, implementing least privilege access, or auditing Databricks security configuration. Trigger with phrases like "databricks security", "databricks secrets", "secure databricks", "databricks token security", "databricks scopes".

Optimize Databricks cluster and query performance. Use when jobs are running slowly, optimizing Spark configurations, or improving Delta Lake query performance. Trigger with phrases like "databricks performance", "spark tuning", "databricks slow", "optimize databricks", "cluster performance".

Collect Databricks debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing support tickets, or collecting diagnostic information for Databricks problems. Trigger with phrases like "databricks debug", "databricks support bundle", "collect databricks logs", "databricks diagnostic".

Implement credit spending limits, data privacy enforcement, and input validation guardrails for Clay pipelines. Use when enforcing spending caps, blocking PII enrichment, or adding pre-enrichment validation rules. Trigger with phrases like "clay policy", "clay guardrails", "clay spending limit", "clay data privacy rules", "clay validation", "clay controls".

Predict patient-specific neoantigen candidate peptides with high immunogenicity based on HLA typing and tumor mutation profiles, for tumor immunotherapy target screening.