Agent skills for Windsurf (legacy)

Use after a Games and Economic Behavior revise-and-resubmit to organize responses on theory novelty, equilibrium/proof details…

Expert guidance for RabbitMQ message broker management, including MQTT, streams, virtual hosts, monitoring, troubleshooting, and CLI…

Automate Radar tasks via Rube MCP (Composio).

Performs command-line binary analysis, reverse engineering, and security research using the radare2 toolchain.

Produce or audit a radiomics / tabular clinical-ML study — imaging or clinical features → any classical learner (penalised logistic [LASSO…

Radix UI unstyled accessible primitives for dialogs, popovers, dropdowns, and more.

Picks random winners from lists, spreadsheets, or Google Sheets for giveaways, raffles, and contests.

Batch embedding generation with caching, rate limiting, and multiple provider support

RAG (Retrieval-Augmented Generation) implementation workflow covering embedding selection, vector database setup, chunking strategies, and…

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

Query expansion, HyDE, and multi-query generation for improved retrieval

Cross-encoder reranking and MMR diversity filtering for improved retrieval quality

Retrieval-Augmented Generation patterns for grounded LLM responses.

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

Rails 7+ specialist that optimizes Active Record queries with includes/eager_load, implements Turbo Frames and Turbo Streams for partial…

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

Queue processing with fresh context per phase.

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.

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

Security audit, hardening, threat modeling (STRIDE/PASTA), Red/Blue Team, OWASP checks, code review, incident response, and infrastructure…