Agent skills for Claude Desktop

Chunking strategies, embedding model selection, hybrid search, reranking, eval metrics

Retrieval-Augmented Generation patterns for grounded LLM responses.

Review code changes against project conventions, specs, and definition-of-done — parallel review directions merged into one station review.

Use when adding polymorphic activity timelines with live Turbo Stream updates to any Rails model.

Research how production Rails apps solve architectural problems using the Real World Rails repository.

When to activate: Rails, MVC conventions, ActiveRecord associations, service objects, strong parameters, concerns, callbacks, form…

Deploys and manages Qdrant vector databases on Railway for AI-powered semantic search and RAG applications.

This skill should be used when the user asks "railway status", "is it running", "what's deployed", "deployment status", or about uptime.

Commit, rebase, and merge the current branch.

Rebase the current branch with smart conflict resolution.

Queue processing with fresh context per phase.

Run, monitor, resume, merge, and debug Ralph loops.

Explain the Ralph Wiggum iterative loop methodology, configuration flags, prompt writing patterns, and available commands.

Run an autonomous, iterative development loop using the Ralph Wiggum technique.

Autonomous TDD development loop with parallel agent swarm, category evolution, and convergence detection.

RFC-driven multi-agent DAG execution pattern with quality gates, merge queues, and work unit orchestration.

Automate Dice.com Easy Apply searches and applications with Puppeteer/Chromium, resume and cover-letter uploads, remote-role filtering…

Student semester onboarding — clinic procedures, tool walkthrough, practice exercises before real cases.

Build a verified, idempotent Ramp webhook receiver with raw-body HMAC validation, fast acknowledgement, durable processing, and…

Expert in building 3D experiences for the web - Three.js, React Three Fiber, Spline, WebGL, and interactive 3D scenes.