Discover Data & AI skills, compare source repositories and read the instructions for each workflow.
Guide for developing Tauri v2 desktop apps on macOS. Covers debugging native apps (Rust panics, Sentry integration, thread-local issues), app signing and updater setup, global shortcuts, Keychain secret storage...
Reduce LLM API costs without sacrificing quality. Covers prompt caching (Anthropic), local response caching, prompt compression, debouncing triggers, and cost analysis. Use when building LLM-powered features, a...
Search past sessions and memory
Clean up old memory files
Execute when you see "[MEMORY_KEEPER]" in hook output. Follow the numbered steps exactly to save session memory.
Auto-execute when "[MEMORY_KEEPER_ROTATE]" trigger detected
Reload memory context from files
Manually save current session memory to files
Auto-execute when "[MEMORY_KEEPER_DELTA]" trigger detected
Validate a plan or pipeline with evidence-based checks, dry runs, and research. Use when the user asks to validate, verify, or QA a plan or process or asks for confidence.
Build step-by-step plans grounded in evidence and research. Use when the user asks for a plan, roadmap, steps, or strategy for code, data, or pipeline work.
Coordinate planning, auditing, and validation workflows. Use when the user mentions plan/planning, audit/auditing, review, or validation for engineering, data, or pipeline work.
Audit and map a codebase to understand structure, dependencies, and risks. Use when the user asks to audit a repo, understand architecture, or assess codebase quality or health.
Enforce honest, evidence-bound answers. Use when the user asks to be honest/truthful, expresses frustration or urgency, or when confidence is low and errors are costly.
Create or update project-specific skills in this repo. Use when asked to make new skills, modularize workflows, or build skill packs for this codebase.
Harden code and pipelines for production. Use when the user asks for production-ready code, hardening, release readiness, performance, monitoring, or reliability.
Audit or critique a plan for feasibility, risks, missing steps, and test coverage. Use when the user asks to review, audit, or critique a plan or process.
Decide and take action when blockers appear. Use when tools are missing, installs are required, or the user expects proactive execution to complete the task.
This skill should be used when the user asks to "take a screenshot", "screenshot my screen", "click on my screen", "control my Mac", "automate my desktop", "type on my computer", "press keys", "move mouse", or...
This skill should be used when the user asks to "spawn a VM", "create virtual machine", "launch VM", "start a browser agent", "run browser automation", "control a VM", "take VM screenshot", "click on VM", "type...
当用户要求提交代码、保存到 GitHub、推送改动、创建 PR 或同步代码时使用
Generate ASCII art of a cow (or other animals) with a speech bubble containing a message. Use this skill when the user asks you to display a cowsay message, make an ASCII cow speak, or wants fun terminal-style...
Generate a Product Requirements Document (PRD) for a new feature. Use when planning a feature, starting a new project, or when asked to create a PRD, write requirements, or spec out a feature.
Convert PRDs to prd.json format for the Ralph autonomous agent system. Use when you have an existing PRD and need to convert it to Ralph's JSON format, or when asked to create prd.json.
The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.