Write effective blameless postmortems with root cause analysis, timelines, and action items. Use when conducting incident reviews, writing postmortem documents, or improving incident response processes.

Import and export TMDL/TMSL formats, manage model lifecycle with transactions, and version-control Power BI semantic models using pbi-cli. Invoke this skill whenever the user mentions "deploy", "export", "import", "TMDL", "TMSL", "version control", "git", "backup", "migrate", "transaction", "commit changes", "rollback", or wants to save/restore model state.

Troubleshoot Power BI model performance, trace query execution, manage caches, and verify the pbi-cli environment using pbi-cli. Invoke this skill whenever the user says "pbi not working", "setup issues", "connection failed", "slow query", "performance", "profiling", "tracing", "health check", "model audit", "pbi setup", or encounters any pbi-cli error. This is the first skill to check when something goes wrong with pbi-cli.

Auto-document Power BI semantic models by extracting metadata, generating documentation, and cataloging all model objects using pbi-cli. Invoke this skill whenever the user says "document this model", "what's in this model", "list everything", "data dictionary", "model inventory", "audit contents", "catalog", "describe the model", or wants to understand what objects exist in a semantic model.

Edit existing PowerPoint files or templates with XML-safe workflows. Use for template-based deck updates: analyze layouts, map content to slides, duplicate/reorder/delete slides safely, edit slide XML in parallel, clean orphaned assets, and repack validated PPTX output.

Use this skill when the user asks to analyze a specific GitHub pull request, review a PR's architectural impact, assess what changed in a PR and why it matters, or research the code relationships affected by a PR — example triggers like "analyze PR

Use this skill whenever the user wants to create, open, or raise a new GitHub pull request from the current branch — including phrasings like "open a PR", "raise a PR", "make a PR", "ship this". Drafts a Conventional Commits title and a Summary body that explains *why* and *what*, respects `.github/pull_request_template.md` when present, auto-links referenced issues, waits for approval, then pushes and opens the PR. Assumes commits already exist. Requires `gh` CLI.

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. Triggers on: create a prd, write prd for, plan this feature, requirements for, spec out.

Converts a PRD or broad technical requirement into an AI-executable agile workflow with cards, checklists, branch-diff mapping, review gates, and a final comparison report. Use when the user wants PRD review, agile card decomposition, AI execution tracking, implementation branch review, or PRD-to-code traceability.

Decomposes a PRD, issue, or spec into a copy-pasteable `/goal until ... abort-if ...` line. Use when running /goal against a spec, to reduce acceptance criteria to AND-joined boolean assertions.

This skill should be used when the user asks to "plan a feature", "create PRD", "interview me about requirements", "define stories", "write a spec", "break down feature into tasks", "create implementation plan", "help me scope this feature", "what questions should I answer", or discusses feature planning. Covers the PRD interview process, spec structure, story atomization, and 4-phase workflow from idea to Dex tasks.

Comprehensive verification workflow before merging changes to production.

Review unpushed commits before pushing to remote repository

Professional framework for building premium $5k+ SaaS websites with AI - the Define, Build, Review, Refine loop used by real product teams

Upload HuggingFace models from Colab to RunPod Network Volume.

Teaches the presentational/container pattern for separating view and logic. Use when you want to isolate data fetching and business logic from UI rendering for better testability and reuse.

Design and roll out a price increase or packaging change without triggering churn. Segments the base by price sensitivity, models revenue and churn scenarios, decides grandfathering and notice strategy, and produces the full comms kit (customer email, in-app notice, sales talk track, support FAQ, objection handling). Use when raising prices, repackaging tiers, or moving customers to new plans.

Apply when designing types, reviewing a function signature, or writing code in any statically-typed language. Make illegal states unrepresentable, brand semantic primitives, parse external data at boundaries, refuse to lie to the compiler, exhaust variants, derive from authoritative schemas.

Create and manage Privacy.com virtual cards for agent spending. Use when an agent needs to make a purchase, buy a domain, pay for a service, or needs a disposable card with a spending limit. Requires a Privacy.com account and API key.

Privacy review and testing: evaluate PII handling, data flows, tracking inventory, consent mechanisms, storage practices, and data leakage risks with browser-based validation against GDPR, CCPA, and industry best practices.

Background jobs, long-running processes, and task management

Event tracking architecture, funnels, cohorts, A/B testing, PostHog/Amplitude

# Product Brief Coach Protocol

When the user wants to launch on Product Hunt, prepare a PH submission, or plan launch day (hunter, first comment, timing, upvotes). Also use when the user mentions "Product Hunt," "launch on Product Hunt," "PH launch," "Product Hunt submission," "hunter," "Product of the Day," "upvotes," or "Product Hunt first comment." For multi-platform directory listings and paste-ready copy beyond PH, use directory-submission.

Plan and execute a product launch for a solopreneur business. Use when launching a new product, feature, service, or major update. Covers pre-launch strategy, building anticipation, launch day execution, post-launch momentum, and measuring launch success. Trigger on "product launch", "launch my product", "launch strategy", "how to launch", "launch plan", "go-to-market launch".

Generates A/B test plans and optimization checklists for your App Store product page — icon, screenshots, and app previews. Use when running Product Page Optimization tests or improving conversion rates.

Analyze, test, and prepare apps for production with Pest and Playwright testing

Best practices when developing in Ruby codebases

Select the correct project initialization route. Use v0 for new Shipshit.dev product repos; use lower-level setup skills only for existing repo repair, customization, or small additions.

Assess repository readiness for promotion through governance states (LOCAL, CANDIDATE, PUBLIC_PROCESS, GRADUATED) with structured checklists, quality gates, and evidence requirements. Triggers on promotion assessment, readiness review, or governance state transition requests.

Prompting techniques for AI image generation and editing models on Replicate. Use when writing prompts for image models or building image generation features.

Create compelling business proposals that win deals and partnerships

Write winning proposals and quotes for a solopreneur business. Use when putting together a proposal for a potential client, structuring a sales document, pricing a project scope, or improving proposal win rates. Covers proposal structure, scoping, pricing presentation, objection pre-emption, and the psychology of persuasive proposals. Trigger on "write a proposal", "proposal template", "sales proposal", "quote for client", "how to structure a proposal", "proposal writing", "win more proposals", "client proposal".

Simulate a panel of your real prospects and buyers to pressure-test sales and marketing before it goes out — cold emails, pitch decks, landing pages, pricing pages, demo scripts, proposals. Each simulated prospect reacts in character, raises the objection they'd actually raise, and tells you whether they'd reply, book, or ghost. Use to de-risk outbound and messaging without burning real leads.

Master network protocol reverse engineering including packet analysis, protocol dissection, and custom protocol documentation. Use when analyzing network traffic, understanding proprietary protocols, or debugging network communication.

Guides a new idea from vague concept to working MVP — scoping, stack choice, architecture, implementation, and deployment in one structured workflow. Make sure to use this skill whenever the user says "new project", "start a project", "build an MVP", "side project idea", "I want to build X", "prototype this", "launch something", or invokes /prototype. Also use proactively when someone describes a new idea they want to build, even if they don't explicitly ask for a prototype workflow.

Teaches the PRPL pattern for optimizing initial page load. Use when building Progressive Web Apps or when you need to push critical resources, render the initial route, pre-cache remaining routes, and lazy-load on demand.

Delete old plan versions or entire plans based on retention preferences, explicit age, or interactive selection. Keeps the latest version of each plan by default.

Hand off the current thread to a new Pulumi Neo task as a one-way transfer. Use when the user explicitly asks to hand off, send, transfer, or continue current work in Pulumi Neo (e.g. "hand this to Neo", "continue in Neo", "/neo-handoff"). Do not load when the user only mentions Neo, asks what Neo can do, asks for an AI-written PR or preview explanation, or hands off to a different agent.

Progressive Web App development for installable, offline-capable web applications. Use when building PWAs, implementing service workers, or creating offline-first experiences.

Pydantic models and validation. Use when: (1) Defining schemas, (2) Validating input/output, (3) Generating JSON schema.

Write pytest tests with fixtures, parametrization, mocking, async testing, and modern patterns. Use when creating or updating Python test files. Not for unittest — use standard library patterns instead.

Detect and remove unused Python code using vulture and ruff. Covers unused imports, variables, functions, classes, and unreachable code. Framework-aware false positive handling for Django, FastAPI, pytest, click, and more. TRIGGER WHEN: cleaning up Python codebases, enforcing import hygiene, or integrating dead code checks into CI. DO NOT TRIGGER WHEN: the task is outside the specific scope of this component.

Structure Python projects for distribution with pyproject.toml, src layouts, dependency management, and publishing workflows. Covers packaging tools (hatch, setuptools, flit, poetry), versioning strategies, and editable installs. Triggers on Python project setup, packaging configuration, or dependency management requests.

Python resource management with context managers, cleanup patterns, and streaming. Use when managing connections, file handles, implementing cleanup logic, or building streaming responses with accumulated state.

Create robust Python automation with full logging and safety checks. Use when tasks need complex data processing, authenticated API work, conditional file operations, or error handling beyond simple shell commands.

Simplifies and refines Python code for clarity, consistency, and maintainability. Applies KISS principles, Pythonic patterns, and framework best practices. Use when reviewing or refactoring Python code.

Comprehensive statistical testing library with 37+ methods for normality tests, location tests, correlation tests, time series tests, and model diagnostics. Use when performing hypothesis testing, A/B testing, data quality checks, time series analysis, or regression model validation. All methods return unified TestResult objects with consistent interface including p-value, statistic, confidence interval, and effect size.

Memory-efficient fine-tuning with 4-bit quantization and LoRA adapters. Use when fine-tuning large models (7B+) on consumer GPUs, when VRAM is limited, or when standard LoRA still exceeds memory. Builds on the lora skill.

Interact with QR Coin auctions on Base. Use when the user wants to participate in qrcoin.fun QR code auctions — check auction status, view current bids, create new bids, or contribute to existing bids. QR Coin lets you bid to display URLs on QR codes; the highest bidder's URL gets encoded.

Interact with QR Coin auctions on Base. Use when the user wants to participate in qrcoin.fun QR code auctions — check auction status, view current bids, create new bids, or contribute to existing bids. QR Coin lets you bid to display URLs on QR codes; the highest bidder's URL gets encoded.

Triage a failing pre-commit hook (skylos or fallow). For each finding, look up the rule in the day-1 playbook and present three options — fix in code, suppress with a required

Expert-level quantum computing, Qiskit, quantum algorithms, and quantum information

Run SQL queries against the attached DuckDB database or ad-hoc against files. Accepts raw SQL or natural language questions. Uses DuckDB Friendly SQL idioms.

Answer questions using the brain's knowledge with 3-layer search, synthesis, and citation propagation. Use when the user asks a question, wants a lookup, or needs information from the brain.

Query token security audit to detect scams, honeypots, and malicious contracts before trading. Returns comprehensive security analysis including contract risks, trading risks, and scam detection. Use when users ask "is this token safe?", "check token security", "audit token", or before any swap.

Tones down visually aggressive or overstimulating designs, reducing intensity while preserving quality. Use when the user mentions too bold, too loud, overwhelming, aggressive, garish, or wants a calmer, more refined aesthetic.

Generate and edit images with Alibaba Qwen-Image-2.0 models via inference.sh CLI. Models: Qwen-Image-2.0 (fast), Qwen-Image-2.0-Pro (professional text rendering). Capabilities: text-to-image, multi-image editing, complex text rendering. Triggers: qwen image, qwen-image, alibaba image, dashscope image, qwen image 2, qwen image pro

Generate and edit images with Alibaba Qwen-Image-2.0 models via inference.sh CLI. Models: Qwen-Image-2.0 (fast), Qwen-Image-2.0-Pro (professional text rendering). Capabilities: text-to-image, multi-image editing, complex text rendering. Triggers: qwen image, qwen-image, alibaba image, dashscope image, qwen image 2, qwen image pro

Generate and edit images with Alibaba Qwen-Image-2.0 models via inference.sh CLI. Models: Qwen-Image-2.0 (fast), Qwen-Image-2.0-Pro (professional text rendering). Capabilities: text-to-image, multi-image editing, complex text rendering. Triggers: qwen image, qwen-image, alibaba image, dashscope image, qwen image 2, qwen image pro

Generate and edit images with Alibaba Qwen-Image-2.0 models via inference.sh CLI. Models: Qwen-Image-2.0 (fast), Qwen-Image-2.0-Pro (professional text rendering). Capabilities: text-to-image, multi-image editing, complex text rendering. Triggers: qwen image, qwen-image, alibaba image, dashscope image, qwen image 2, qwen image pro

Generate images with Alibaba Qwen-Image-2.0-Pro via inference.sh CLI. Professional text rendering, fine-grained realism, enhanced semantic adherence. Ideal for posters, banners, and text-heavy designs. Triggers: qwen image pro, qwen-image-pro, qwen 2 pro, alibaba image pro, dashscope pro, professional text rendering

Generate images with Alibaba Qwen-Image-2.0-Pro via inference.sh CLI. Professional text rendering, fine-grained realism, enhanced semantic adherence. Ideal for posters, banners, and text-heavy designs. Triggers: qwen image pro, qwen-image-pro, qwen 2 pro, alibaba image pro, dashscope pro, professional text rendering

Generate images with Alibaba Qwen-Image-2.0-Pro via inference.sh CLI. Professional text rendering, fine-grained realism, enhanced semantic adherence. Ideal for posters, banners, and text-heavy designs. Triggers: qwen image pro, qwen-image-pro, qwen 2 pro, alibaba image pro, dashscope pro, professional text rendering

Generate images with Alibaba Qwen-Image-2.0-Pro via inference.sh CLI. Professional text rendering, fine-grained realism, enhanced semantic adherence. Ideal for posters, banners, and text-heavy designs. Triggers: qwen image pro, qwen-image-pro, qwen 2 pro, alibaba image pro, dashscope pro, professional text rendering

[QwenCloud] Manage account auth and query usage/billing. Use for: login, logout, check usage, view billing, free tier quota, coding plan status, pay-as-you-go costs. Skip for: model browsing, non-account tasks.

R3F performance optimization—LOD (Level of Detail), frustum culling, instancing strategies, draw call reduction, frame budgets, lazy loading, and profiling tools. Use when optimizing render performance, handling large scenes, or debugging frame rate issues.

Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external knowledge bases.

This skill should be used when the user asks about "Rake", "rake tasks", "Rakefile", "task dependencies", "rake namespace", "rake desc", "rake file tasks", "invoke", "execute", "task arguments", or needs guidance on creating and managing Rake tasks.

Convert PRDs to a Ralph backlog for the autonomous agent system. Use when you have an existing PRD and need to convert it to Ralph's current backlog format. Triggers on: convert this prd, turn this into ralph format, create TODO-next.md from this, ralph backlog.

Activate autonomous Ralph Wiggum loop mode for iterative task completion. Use when you have a well-defined task with clear completion criteria that benefits from persistent, autonomous execution.

Use when reporting progress in autonomous loop iterations. Triggers at the end of every autonomous loop iteration, when the autonomous-loop skill completes a BUILD phase, when progress reporting is needed for monitoring or exit evaluation, or when producing machine-parseable RALPH_STATUS blocks with exit signal protocol.

MUST use when creating raw apps.

Use when user says "send to Ray," "show in Ray," "debug in Ray," "log to Ray," "display in Ray," or wants to visualize data, debug output, or show diagrams in the Ray desktop application.

Use this skill when your backend needs to read or update RevenueCat state on Android. Covers the RevenueCat REST API (v1 subscribers endpoint, grant/revoke entitlements, attributes), secret vs public SDK API key usage, and why you do not build a receipt verification backend with RevenueCat.

Use this skill when managing the Android product catalog through the Play Console and the RevenueCat dashboard. Covers the two sided catalog flow (create in Play Console, import or map in RevenueCat), entitlement and offering maintenance, and why you do not call the Google Play Developer API directly.

Use this skill when setting up a RevenueCat project for Android: creating the app in the dashboard, uploading the Google Play service account credentials, configuring entitlements and offerings, and getting the public SDK API key for the Android app.

Use this skill when gating access based on RevenueCat subscription state on Android. Covers reading CustomerInfo, checking entitlement.isActive as the single source of truth for access, and drilling into willRenew, periodType, and expirationDate when deeper logic is needed.

Use this skill to orient an agent to the RevenueCat Android SDK (10.x) architecture. Covers how RevenueCat reorganizes BillingClient, Google Play Developer API, and RTDN into a single SDK, and how Products, Packages, Offerings, Entitlements, and CustomerInfo connect.

Show how to use custom elements in React, including workarounds for React 18 vs 19 differences. Use when the user asks to "use in React", "React wrapper", "custom elements in React", "JSX custom element", or mentions "React 18", "React 19", or "react integration".

React component composition patterns for building flexible, maintainable UIs. Covers compound components, context-based state, explicit variants, and React 19 APIs. Use when designing component APIs, refactoring prop-heavy components, or building reusable component libraries.

React Context API patterns for state sharing and prop drilling elimination

Advanced React Flow patterns for complex use cases. Use when implementing sub-flows, custom connection lines, programmatic layouts, drag-and-drop, undo/redo, or complex state synchronization.

React hooks patterns including custom hooks, useEffect, useMemo, and more

React Native patterns for mobile app development with Expo and bare workflow. Trigger: When building mobile apps, working with React Native components, using Expo, React Navigation, or NativeWind.

Best practices for React Native and Expo applications. Covers list performance, animations with Reanimated, navigation, UI patterns, and monorepo configuration. Use when building, reviewing, or optimizing React Native / Expo apps.

React Testing Library patterns for component testing

Property valuation, market analysis, investment ROI calculations, comparable analysis, and rental yield assessment. Use when evaluating real estate investments, analyzing property markets, or calculating returns.

Guides rebase workflows for updating feature branches onto the current development branch (dev/develop). Handles conflict resolution with priority ordering, extracts Linear ticket context from branch names for smarter conflict decisions, performs post-rebase optimization, and uses force-push-with-lease for safety. Activates when user mentions "rebase", "branch aktualisieren", "dev stand", "feature branch updaten", "merge conflicts", "rebase MRs", "force push", or "git rebase". NOT for merge request descriptions (use git:mr-description). NOT for general git operations.

When the user wants to plan or execute a rebrand—domain change, 301 redirects, migration, or announcement. Also use when the user mentions "rebranding," "rebrand," "domain change," "domain migration," "301 redirect," "change domain name," "rebrand announcement," "social media rebrand," "brand launch," or "domain redirect." For domain choice, use domain-selection.

Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verification, not performative agreement or blind implementation

Execute decomposed tasks in autonomous execution mode

Execute from codebase analysis to design document creation

Orchestrate full-cycle implementation across backend and frontend layers

Manage URL redirects. Use when: creating 301/302 redirects, auditing chains, fixing loops, or deploying via CMS MCP.

Use Redis effectively for caching, pub/sub messaging, rate limiting, distributed locks, and session storage. Covers data structure selection, expiration strategies, and cluster patterns. Triggers on Redis usage, caching architecture, or pub/sub messaging requests.