Develop with
Superpowers

Install Codex skills into $CODEX_HOME/skills from a curated list or a GitHub repo path. Use when a user asks to list installable skills, install a curated skill, or install a skill from another repo (including private repos).

Wycheproof provides test vectors for validating cryptographic implementations. Use when testing crypto code for known attacks and edge cases.

Techniques for writing effective fuzzing harnesses across languages. Use when creating new fuzz targets or improving existing harness code.

This guide explains how to port new UI components from the R bslib package to py-shiny. It assumes you're an experienced developer familiar with Python, R, and JavaScript/TypeScript, but may be new to the specifics of these repositories.

Optimizes LLM inference with NVIDIA TensorRT for maximum throughput and lowest latency. Use for production deployment on NVIDIA GPUs (A100/H100), when you need 10-100x faster inference than PyTorch, or for serving models with quantization (FP8/INT4), in-flight batching, and multi-GPU scaling.

Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready submissions. Includes LaTeX templates, reviewer guidelines, and citation verification workflows.

Provides guidance for mechanistic interpretability research using TransformerLens to inspect and manipulate transformer internals via HookPoints and activation caching. Use when reverse-engineering model algorithms, studying attention patterns, or performing activation patching experiments.

High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scales from laptop to supercomputer with same code. Use when you want clean training loops with built-in best practices.

Extend context windows of transformer models using RoPE, YaRN, ALiBi, and position interpolation techniques. Use when processing long documents (32k-128k+ tokens), extending pre-trained models beyond original context limits, or implementing efficient positional encodings. Covers rotary embeddings, attention biases, interpolation methods, and extrapolation strategies for LLMs.

CLI output formatting standards for worktrunk. Use when writing user-facing messages, error handling, progress output, hints, warnings, or working with the output system.

Use when creating animated demos (GIFs) for pull requests or documentation. Covers terminal recording with asciinema and conversion to GIF/SVG for GitHub embedding.

- **名称**：Addax - **类型**：通用开源 ETL 工具（Extract–Transform–Load） - **起源**：基于阿里巴巴 DataX 的 fork 与演进 - **目标**：在多种异构数据源之间，提供稳定、高效、可扩展的“离线数据同步”能力

Go testing patterns for Gentleman.Dots, including Bubbletea TUI testing. Trigger: When writing Go tests, using teatest, or adding test coverage.

Configure Deepgram CI/CD integration for automated testing and deployment. Use when setting up continuous integration pipelines, automated testing, or deployment workflows for Deepgram integrations. Trigger with phrases like "deepgram CI", "deepgram CD", "deepgram pipeline", "deepgram github actions", "deepgram automated testing".

Configure Groq CI/CD integration with GitHub Actions and testing. Use when setting up automated testing, configuring CI pipelines, or integrating Groq tests into your build process. Trigger with phrases like "groq CI", "groq GitHub Actions", "groq automated tests", "CI groq".

Configure Windsurf local development with hot reload and testing. Use when setting up a development environment, configuring test workflows, or establishing a fast iteration cycle with Windsurf. Trigger with phrases like "windsurf dev setup", "windsurf local development", "windsurf dev environment", "develop with windsurf".

Analyze, plan, and execute Perplexity SDK upgrades with breaking change detection. Use when upgrading Perplexity SDK versions, detecting deprecations, or migrating to new API versions. Trigger with phrases like "upgrade perplexity", "perplexity migration", "perplexity breaking changes", "update perplexity SDK", "analyze perplexity version".

Plan and execute Apollo.io SDK upgrades. Use when upgrading Apollo API versions, migrating to new endpoints, or updating deprecated API usage. Trigger with phrases like "apollo upgrade", "apollo migration", "update apollo api", "apollo breaking changes", "apollo deprecation".

Configure Fireflies.ai CI/CD integration with GitHub Actions and testing. Use when setting up automated testing, configuring CI pipelines, or integrating Fireflies.ai tests into your build process. Trigger with phrases like "fireflies CI", "fireflies GitHub Actions", "fireflies automated tests", "CI fireflies".

Manage troubleshoot Cursor codebase indexing problems. Triggers on "cursor indexing", "cursor index", "cursor codebase", "@codebase not working", "cursor search broken". Use when working with cursor indexing issues functionality. Trigger with phrases like "cursor indexing issues", "cursor issues", "cursor".