productivity▌

Rule #1: Heartbeats drift. Cron is precise.

Production-ready patterns for dbt model organization, testing, documentation, and incremental processing. \n \n Implements medallion architecture with staging, intermediate, and marts layers using consistent naming conventions (stg_, int_, dim_, fct_) and materialization strategies \n Covers source definitions with freshness checks, data quality tests (unique, not_null, relationships), and comprehensive YAML documentation for lineage tracking \n Provides incremental model patterns including dele

Scaffold new skills with validated directory structure, frontmatter, and progressive disclosure patterns. \n \n Generates skill directories with SKILL.md frontmatter, optional scripts/, references/, and assets/ subdirectories based on your needs \n Enforces lean SKILL.md bodies (under 500 lines) by routing detailed docs to references/ and executable code to scripts/ for context efficiency \n Provides validation script to catch frontmatter errors, missing fields, and structural issues before skil

Browser preview panel for rendering and managing iframe-based service previews in the right sidebar. \n \n Automatically opens a Browser tab when preview_serve returns a URL; each service gets one tab accessible via the ⋮ menu showing running services \n Preview URLs use reverse proxy format /preview/{id}/ — users cannot access localhost or 127.0.0.1 directly; always direct them to the preview URL or Browser panel \n Static assets must use relative paths ( ./static/app.js , ./api/data ) instead

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Complete Prometheus setup guide covering scrape configuration, recording rules, and alerting. \n \n Includes Kubernetes and Docker Compose installation methods with example configurations for static targets, file-based discovery, and Kubernetes service discovery \n Provides pre-built recording rules for HTTP metrics (request rates, error rates, latency percentiles) and resource metrics (CPU, memory, disk utilization) \n Covers alert rule examples for service availability, error rates, latency th

Modern web development standards covering security, compatibility, and code quality patterns. \n \n Enforces HTTPS, Content Security Policy, and security headers to prevent XSS, clickjacking, and mixed-content vulnerabilities \n Addresses browser compatibility through proper doctype, charset, viewport configuration, and feature detection instead of user-agent sniffing \n Covers deprecated APIs (document.write, synchronous XHR, Application Cache) with modern replacements (dynamic script loading,

All git and GitHub operations go through gw — never use raw git or gh commands directly. Grove Wrap adds safety tiers, Conventional Commits enforcement, protected branch guards, and agent-safe defaults.

Combine vector and keyword search for improved retrieval in RAG systems and search engines. \n \n Provides four fusion methods: Reciprocal Rank Fusion (RRF) for general use, linear combination for tunable balance, cross-encoder reranking for highest quality, and cascade filtering for efficiency \n Includes production-ready templates for PostgreSQL with pgvector, Elasticsearch with dense vectors, and custom Python pipelines with parallel search execution \n Handles score normalization, metadata f

Manage major dependency version upgrades with compatibility analysis, staged rollout, and comprehensive testing. \n \n Provides semantic versioning review, dependency auditing tools, and compatibility matrix validation across framework versions \n Includes staged upgrade strategies with phase-based planning, incremental updates, and validation workflows to minimize breaking changes \n Covers breaking change identification, automated codemods for API migrations, and custom migration scripts for l