Deep-dive data profiling for a specific table. Use when the user asks to profile a table, wants statistics about a dataset, asks about data quality, or needs to understand a table's structure and content. Requires a table name.

Sets up new projects or improves existing projects with development best practices, tooling, documentation, and workflow automation. Use when user wants to start a new project, improve project structure, add development tooling, or establish professional workflows.

GitHub Projects v2 command center -- create, configure, and manage project boards, views, custom fields, iterations, and item workflows entirely from the editor. Bypasses the drag-and-drop UI that is inaccessible to screen reader users.

Query metrics via Prometheus API. Run PromQL queries and manage alerts.

Prose-level immersion patterns for narrative fiction. Use when writing or revising prose: the sentence-level and paragraph-level craft that pulls readers into the story. Project-specific voice comes from style files passed alongside this skill.

This skill should be used when the user asks "how to create", "design a system", "what architecture", "how to structure", "system design", "database schema", "API design", "microservices vs monolith", "tech stack choice", or any request involving planning, designing, or architecting software systems. Rigid planning or refusal if spec is napkin-grade.

This skill should be used when the user asks about algorithms, data structures, "optimize this function", "fix this bug", "logic error", "performance issue", "time complexity", "memory leak", "race condition", "deadlock", "recursion", "sorting", "searching", or any request involving algorithmic logic, debugging, or computational problem-solving. Surgically precise solutions.

Comprehensive single-protocol analysis combining TVL, fees, revenue, yields, events, income, and user activity. Produces a full protocol report. Use when the user asks for a complete overview, deep dive, "tell me everything about" a protocol, or a protocol research report.

This skill should be used when the user works on UI, frontend, CSS, design systems, "fix this layout", "make this look better", "responsive design", "component styling", "UX improvement", "design review", "accessibility", "color scheme", "typography", or any request involving visual interface quality. Aesthetic dictatorship against default design and bad UX.

Use when analyzing Terraform provider or module upgrades for breaking changes, deprecations, and migration requirements.

PUA flavor alias for Codex. Codex subcommand mapping for Claude Code /pua:flavor style usage; invoke with $pua-flavor.

PUA KPI alias for Codex. Codex subcommand mapping for Claude Code /pua:kpi style usage; invoke with $pua-kpi.

PUA Loop alias for Codex. Codex subcommand mapping for Claude Code /pua:loop style usage; invoke with $pua-loop.

PUA mama alias for Codex. Codex subcommand mapping for Claude Code /pua:mama style usage; invoke with $pua-mama.

PUA off alias for Codex. Codex subcommand mapping for Claude Code /pua:off style usage; invoke with $pua-off.

PUA offline alias for Codex. Codex subcommand mapping for Claude Code /pua:offline style usage; invoke with $pua-offline.

PUA on alias for Codex. Codex subcommand mapping for Claude Code /pua:on style usage; invoke with $pua-on.

PUA P10 alias for Codex. Codex subcommand mapping for Claude Code /pua:p10 style usage; invoke with $pua-p10.

PUA P7 alias for Codex. Codex subcommand mapping for Claude Code /pua:p7 style usage; invoke with $pua-p7.

PUA P9 alias for Codex. Codex subcommand mapping for Claude Code /pua:p9 style usage; invoke with $pua-p9.

PUA Pro alias for Codex. Codex subcommand mapping for Claude Code /pua:pro style usage; invoke with $pua-pro.

PUA reap-orphans alias for Codex. Codex subcommand mapping for Claude Code /pua:reap-orphans style usage; invoke with $pua-reap-orphans.

PUA survey alias for Codex. Codex subcommand mapping for Claude Code /pua:survey style usage; invoke with $pua-survey.

PUA team status alias for Codex. Codex subcommand mapping for Claude Code /pua:team-status style usage; invoke with $pua-team-status.

PUA teardown alias for Codex. Codex subcommand mapping for Claude Code /pua:teardown-all style usage; invoke with $pua-teardown-all.

PUA yes alias for Codex. Codex subcommand mapping for Claude Code /pua:yes style usage; invoke with $pua-yes.

Publish E2E/QA test reports (markdown + screenshots) as secret GitHub Gists. Uses two-gist pattern to work around GitHub rendering limits. Trigger when: report needs to be shared via gist, E2E test run completed and report must be published, user asks to "upload report", "publish to gist", "share test results", or after manual-qa produces a report with screenshots.

# Pullback Scanner Skill

Push Packer build metadata to HCP Packer registry for tracking and managing image lifecycle. Use when integrating Packer builds with HCP Packer for version control and governance.

Create PydanticAI agents with type-safe dependencies, structured outputs, and proper configuration. Use when building AI agents, creating chat systems, or integrating LLMs with Pydantic validation.

Python FastAPI backend development with async patterns, SQLAlchemy, Pydantic, authentication, and production API patterns. Use when building FastAPI backend services.

Use when working with Peewee ORM patterns, especially DatabaseProxy setup, scoped connection/transaction handling, and SQLite-based tests.

Geometric hull calculator for 2D point sets supporting convex hull, concave hull (concave-hull, alphashape), and minimum bounding rectangle. Use when working with pywayne.cv.geometric_hull_calculator module to compute geometric hulls, visualize results with OpenCV or matplotlib, and generate random test point sets.

Stereo vision AprilTag matching for dual-camera systems. Use when working with pywayne.cv.stereo_tag_matcher module to match AprilTags from left/right camera views, find common tags between images, stitch stereo images together, and visualize results with color-coded annotations (all tags green, common tags yellow, red connection lines).

VIO (Visual Inertial Odometry) data processing utilities for SE(3) pose conversion and 3D visualization. Use when working with SE(3) matrices and need pose representation conversion (tx,ty,tz,qw,qx,qy,qz), 3D visualization of pose trajectories with orientation arrows, or Visual Inertial Odometry data transformation and analysis

Guides Qdrant deployment selection. Use when someone asks 'how to deploy Qdrant', 'Docker vs Cloud', 'local mode', 'embedded Qdrant', 'Qdrant EDGE', 'which deployment option', 'self-hosted vs cloud', or 'need lowest latency deployment'. Also use when choosing between deployment types for a new project.

Diagnoses and guides Qdrant horizontal scaling decisions. Use when someone asks 'vertical or horizontal?', 'how many nodes?', 'how many shards?', 'how to add nodes', 'resharding', 'data doesn't fit', or 'need more capacity'. Also use when data growth outpaces current deployment.

Use when someone asks 'RRF or DBSF?', 'how to combine sparse and dense', 'how to combine scores from multiple searches?', 'custom fusion', or 'fusion is not producing good results'

Diagnoses Qdrant production issues using metrics and observability tools. Use when someone reports 'optimizer stuck', 'indexing too slow', 'memory too high', 'OOM crash', 'queries are slow', 'latency spike', or 'search was fast now it's slow'. Also use when performance degrades without obvious config changes.

Use when asking questions about the project wiki, querying accumulated knowledge, searching project decisions or lessons. Triggers include "query the wiki", "what does the wiki say about", "search project knowledge", and natural language questions directed at the field-guide wiki.

Quiz yourself on documents you've recently read to test understanding and retention

Use when asked to "radical candor", "give feedback that cares", "have a difficult conversation", "challenge directly", "manage performance issues", or "give praise that lands". Helps deliver direct feedback while showing you care. The Radical Candor framework (created by Kim Scott) teaches how to challenge directly while caring personally.

RAG (Retrieval-Augmented Generation) implementation workflow covering embedding selection, vector database setup, chunking strategies, and retrieval optimization. Use when building RAG systems.

Converts a PRD or plan markdown file into prd.json format for ralph-json-start-loop to execute autonomously. Use when user wants to convert a PRD or plan to JSON stories.

Implements rate limiting and abuse prevention with per-route policies, IP/user-based limits, sliding windows, safe error responses, and observability. Use when adding "rate limiting", "API protection", "abuse prevention", or "DDoS protection".

Write standalone .rbs signature files to describe Ruby code. Use when creating type definitions for gems, libraries, or existing codebases without modifying Ruby source.

React and Next.js performance playbook distilled from Vercel Engineering guidance. Use when building, reviewing, or refactoring React/Next.js code for waterfalls, bundle size, rendering cost, and client/server data flow.

Run after making React changes to catch issues early. Use when reviewing code, finishing a feature, or fixing bugs in a React project.

Run after making React changes to catch issues early. Use when reviewing code, finishing a feature, or fixing bugs in a React project.

Initialize or update the main README.md file for the project.

User's README style preferences — ultra-terse, action-focused, <50 lines. Use when writing or reviewing any README file.

Access Readwise highlights and Reader saved articles

Rebase the current branch with smart conflict resolution.

Rebases the current branch on the latest default branch (main, master, etc.), resolving any merge conflicts automatically. Detects the default branch and remote, fetches latest, performs rebase, and handles conflicts file-by-file.

Recall marketing learnings. Use when: querying what we know about a channel, audience, objective, or past campaign.

Query ctx memory and inject results into context

Export a Google Sheets spreadsheet as a CSV file for local backup or processing.

Add a list of attendees to an existing Google Calendar event and send notifications.

Create recurring focus time blocks on Google Calendar to protect deep work hours.

List and download all files from a Google Drive folder.

Read data from two tabs in a Google Sheet to compare and identify differences.

Duplicate a Google Sheets template tab for a new month of tracking.

Create a Google Classroom course and invite students.

Copy a Google Docs template, fill in content, and share with collaborators.

Read event data from a Google Sheets spreadsheet and create Google Calendar entries for each row.

Set up a Google Sheets spreadsheet for tracking expenses with headers and initial entries.

Create a Google Form for feedback and share it via Gmail.

Create a Gmail filter to automatically label, star, or categorize incoming messages.

Create a Google Meet meeting space and share the join link.

Create a new Google Slides presentation and add initial slides.

Create a Google Shared Drive and add members with appropriate roles.

Set up a new Google Tasks list with initial tasks.

Enable a Gmail out-of-office auto-reply with a custom message and date range.

Read content from a Google Doc and use it as the body of a Gmail message.

Share a Google Drive file and email the link with a message to recipients.

Query Google Calendar free/busy status for multiple users to find a meeting slot.

Identify large Google Drive files consuming storage quota.

Find Gmail messages with a specific label and forward them to another address.

Read data from a Google Sheet and create a formatted Google Docs report.

Apply Gmail labels to matching messages and archive them to keep your inbox clean.

Append a deal status update to a Google Sheets sales tracking spreadsheet.

Create a Google Drive folder structure and move files into the right locations.

Review your Google Calendar week, identify gaps, and add events to fill them.

Create a Google Docs post-mortem, schedule a Google Calendar review, and notify via Chat.

Move a Google Calendar event to a new time and automatically notify all attendees.

Review who attended a Google Meet conference and for how long.

Find Google Tasks that are past due and need attention.

Find Gmail messages with attachments and save them to a Google Drive folder.

Save a Gmail message body into a Google Doc for archival or reference.

Create a recurring Google Calendar event with attendees.

Send a team announcement via both Gmail and a Google Chat space.

Share a Google Docs document with edit access and email collaborators the link.

Share Google Drive files with all attendees of a Google Calendar event.

Share a Google Drive folder and all its contents with a list of collaborators.

Export Google Contacts directory to a Google Sheets spreadsheet.

Subscribe to change notifications on a Google Drive file or folder.