rm2thaddeus

Summarize skill usage logs into JSON and HTML upkeep reports, and propose conservative skill improvements with human approval. Use when asked to digest skill telemetry, generate upkeep summaries, or produce skill usage stats.

Improve existing skills in this repo by proposing and applying minimal, reviewable edits based on observed gaps, user corrections, or skill polish candidates. Use when asked to upgrade, refine, or maintain skills over time.

Stage, commit, and push git changes with conventional commit messages. Use when user wants to commit and push changes, mentions pushing to remote, or asks to save and push their work. Also activates when user says "push changes", "commit and push", "push this", "push to github", or similar git workflow requests.

Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited reports. Costs $2-5 per task.

Execute read-only SQL queries against multiple PostgreSQL databases. Use when: (1) querying PostgreSQL databases, (2) exploring database schemas/tables, (3) running SELECT queries for data analysis, (4) checking database contents. Supports multiple database connections with descriptions for intelligent auto-selection. Blocks all write operations (INSERT, UPDATE, DELETE, DROP, etc.) for safety.

Create comprehensive HTML architecture diagrams showing data flows, business objectives, features, technical architecture, and deployment. Use when users request system architecture, project documentation, high-level overviews, or technical specifications.

Performs comprehensive codebase analysis covering architecture, code quality, security, performance, testing, and maintainability. Use when user wants to audit code quality, identify technical debt, find security issues, assess test coverage, or get a codebase health check.

Execute Python code locally with marketplace API access for 90%+ token savings on bulk operations. Activates when user requests bulk operations (10+ files), complex multi-step workflows, iterative processing, or mentions efficiency/performance.

Export Dev Graph UI assets and dashboard data. Use when the user asks for structure SVG exports, timeline SVG/MP4 exports, per-commit SVGs, sprint-linked visuals, or dashboard/analytics JSON from the Dev Graph API.

Generate per-sprint perspectives (narrative + cards) by mining git history for documents and files co-updated alongside sprint anchor docs. Use when the user asks for sprint perspectives, evidence linking, research doc discovery, or sprint retrospectives with code-change metrics.

Generate per-sprint PDF summaries with a card layout from docs/sprints. Use when the user asks for sprint summaries, sprint recap PDFs, shareable sprint story cards, or to drop PDFs into each sprint folder.

Inspect Docker containers, volumes, and compose services for Pixel Detective and Dev Graph. Use when the user asks to check Docker state, list containers or volumes, or extract data from Docker without running heavy services.

Export Pixel Detective UMAP projections with HDBSCAN and manage Qdrant collections via the ingestion API. Use when the user asks for latent space exports, UMAP clustering assets, or collection operations (list/create/select/delete/merge).

Audit and scaffold sprint documentation rituals based on MANIFESTO.md. Use when the user wants to follow the research -> spec -> prompt -> implement -> document workflow, generate checklists/templates, or evaluate documentation quality for a sprint.

Start, stop, or check Dev Graph services on this machine. Use when the user asks to start Dev Graph, start backend only, start full stack, restart, stop, or check Docker, Neo4j, API, or UI status, or to provide a specific Dev Graph page URL.

Start, stop, or check Pixel Detective services on this machine. Use when the user asks to start Pixel Detective, start backend only, start full stack, restart, stop, or check Docker, Qdrant, ML, UMAP, or frontend status, or to provide a specific Pixel Detective page URL.