# Pullback Scanner Skill

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

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.

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.

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

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

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.

Query ctx memory and inject results into context

List and download all files from a Google Drive folder.

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

Create a Google Classroom course and invite students.

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.

Identify large Google Drive files consuming storage quota.

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

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

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

Get AI-powered contact recommendations at a target company based on your ZoomInfo interaction history. Provide a company name or domain and optionally a use case.

Records completed work progress to .trellis/workspace/ journal files after human testing and commit. Captures session summaries, commit hashes, and updates developer index files for future session context. Use when a coding session is complete, after the human has committed code, or to persist session knowledge for future AI sessions.

Create a release branch from dev with version bumps and changelog. Use when the user wants to prepare a new release, bump a version, or cut a release. Triggers on phrases like "release 17.1.2", "cut a release", "prepare a release", "version bump", or just "/release".

Build and update the documentation site with current plugin components

Create repository context bundles and code maps. Use to share codebase context, generate documentation, and understand project structure.

Comprehensive research combining web search and AI synthesis. Use for deep research on topics, comparing technologies, investigating libraries, and finding GitHub issues related to problems.

Investigate and resolve a Jira issue by reading the ticket, checking blockers, and making code changes

Use when merge conflicts exist after rebase, merge, or branch integration. Also use when file moves or renames cause path-level conflicts that look scarier than they are.

Resolve all PR comments using parallel processing, then extract reusable conventions

Resume a previous development session

Reconstruct data structures by analyzing memory access patterns across functions

# Revenue Diversification

Working with IETF RFCs in OCaml projects. Use when mentioning RFC numbers, implementing internet standards, adding specification documentation, or discussing protocol compliance.

Create outcome-based roadmaps using Now/Next/Later instead of Gantt charts. Use when asked to create a roadmap, plan quarterly, organize milestones, or figure out what to build over the next few months. Anti-date, anti-feature-list, pro-outcome.

Execute and generate RSpec tests for Ruby projects with let bindings, before hooks, and mocking support

Fetch RSS feeds and generate AI-summarized daily digests

Create or load an operational runbook for a given topic. Searches `runbooks/` for an existing match; if none, scaffolds a new one from the standard template (Purpose / Prerequisites / Steps / Verification / Troubleshooting / Last Tested). Use when asked to "create a runbook", "load runbook for X", document a procedure, or look up an SOP.

Background save pattern for Sage operations - prevents blocking

Lists tables, describes columns and data types, identifies foreign key relationships, and maps entity relationships in a database. Use when the user asks about database schema, table structure, column types, what tables exist, ERD, foreign keys, or how entities relate.

Use when enriching primary animations, adding supporting details, creating depth in motion, or making scenes feel alive without distracting from main action.

Use this skill when the user wants you to reason through a problem with extra rigor and self-criticism. Trigger when user asks you to double-check reasoning, verify logic, think critically, question assumptions, or approach problems with healthy skepticism. Also use when solving complex problems where errors would be costly.

This skill should be used when creating or editing documents, diagrams, handover docs, PEPs, or any substantial written output. Also activates when the user says "evaluate this", "run in a loop until good", "rate this out of 10", "is this 10/10", "loop until fixed", "keep improving", or asks for iterative quality improvement on any output.

Analyze user feedback data to identify segments with sentiment scores, JTBD, and product satisfaction insights. Use when analyzing user feedback at scale, running sentiment analysis on reviews or surveys, or identifying satisfaction patterns.

Show the current active session status including duration and recent updates. Use when checking progress or session state.

Extract and persist learnings from the current session. This skill should be used when the user wants Claude to analyze the conversation and capture insights, patterns, preferences, or knowledge discovered during work. Triggers on requests like "learn from this session", "what did we learn", or "capture insights".

List all development sessions with their titles and dates. Use when reviewing past work or finding a specific session.

Install, upgrade, or verify ctx persistent memory system

Use when asked to "7 Powers", "build a competitive moat", "analyze defensibility", "find sustainable advantage", "economic moats", or "Hamilton Helmer framework". Helps identify durable competitive advantages. The 7 Powers framework (created by Hamilton Helmer) reveals the economic structures that protect business value from competition.

Implement authentication in Storefront Next using split-cookie architecture, SLAS tokens, and auth middleware. Use when accessing user identity in loaders, detecting guest vs registered users, using getAuth or useAuth, or understanding session management and token refresh.

Use when you've developed a broadly useful skill and want to contribute it upstream via pull request - guides process of branching, committing, pushing, and creating PR to contribute skills back to upstream repository

Use when you've developed a broadly useful skill and want to contribute it upstream via pull request - guides process of branching, committing, pushing, and creating PR to contribute skills back to upstream repository

Complete checkout workflow - runs linting, creates commit, and opens PR

Fork the current Claude session into a new tmux or screen window.

A Python CLI tool

GitHub Copilot CLI as optional zero-cost provider via copilot -p programmatic mode

Analyze, reorganize, and catalog all installed skills. Merges overlapping skills, restructures the filesystem hierarchy, and generates a compact SKILL_REGISTRY.md routing guide for system prompts.

Evidence before claims — run verification commands before declaring work complete, fixed, or passing

Evidence before claims — run verification commands before declaring work complete, fixed, or passing

Control Sonos speakers (discover/status/play/volume/group).

Control Sonos speakers (discover/status/play/volume/group).

Use when animation involves depth, perspective, volume, or three-dimensional awareness—camera moves, character positioning, environmental interaction, or maintaining consistent spatial relationships.

Create or update the project constitution from interactive or provided principle inputs, ensuring all dependent templates stay in sync.

Split monolithic branches into logical PR stacks. Use when user says "split this branch into PRs", "break up my changes", "create a PR stack", "split stack", "make this reviewable", or has a large branch with many changes that needs to be broken into smaller, reviewable pieces.

Terminal Spotify playback/search via spogo (preferred) or spotify_player.

Terminal Spotify playback/search via spogo (preferred) or spotify_player.

Spring Boot patterns including JPA repositories, REST controllers, layered services, and configuration

Check build progress and session status. Triggers on progress/status/done/how's-the-build intent.

Start a new development session

Convert a Streamlit app to a marimo notebook

Get unstuck when blocked on a problem. Use when you've tried multiple approaches without success, or when debugging has hit a wall.

Create a delightful, unexpected "wow" experience for the user by dynamically discovering and creatively combining other enabled skills. Triggers when the user says "surprise me" or any request expressing a desire for an unexpected creative showcase. Also triggers when the user is bored, wants inspiration, or asks for "something interesting".

Code exploration and research without making changes

Verify implementation against requirements and standards

Perform a detailed SWOT analysis — strengths, weaknesses, opportunities, and threats with actionable recommendations. Use when doing strategic assessment, competitive analysis, or evaluating a product or business position.

Add settings to sk_settings table. Use for configuration values.

Check the current CPU, RAM, and GPU status of the local server.

Find a GitHub issue in tldraw/tldraw, assign it, implement it, verify it, and open a pull request. Use when the user invokes take, asks to take an issue, implement an issue, work on an issue number or URL, or pick up an issue from a description.

Draft anonymous one-page company teasers for sell-side M&A processes. Creates a compelling summary without revealing the company's identity, designed to gauge buyer interest before NDA execution. Triggers on "teaser", "blind teaser", "anonymous profile", "one-pager for process", or "draft teaser for sell-side".

Sprint planning and technical roadmap patterns

Send messages to Telegram channels. Use when user wants to post, reply, or send messages to Telegram.

A template for creating new skills. Use when initializing a new skill to ensure proper structure and metadata.

Pytest templates and patterns for ETL pipeline testing - unit, integration, data quality.

Designs comprehensive testing strategies for any codebase. Use when adding tests, improving coverage, setting up testing infrastructure, or when asked about testing approaches.

Use when the user wants to theme an application with Rose Pine colors - navigates Rose Pine documentation to find app-specific configuration and guides the user through installation

Use when asked to "thinking in bets", "make decisions under uncertainty", "think probabilistically", "avoid resulting", "separate decision quality from outcomes", or "reduce bias in decisions". Helps make explicit bets and evaluate decisions on process, not results. The Thinking in Bets framework (from Annie Duke) applies poker strategy to business and life decisions.

Three.js and WebGL adapter patterns for HyperFrames. Use when creating deterministic Three.js scenes, WebGL canvas layers, AnimationMixer timelines, camera motion, shader-driven visuals, or canvas renders that respond to HyperFrames hf-seek events.

Three.js skills for creating 3D elements and interactive experiences

Tidymodels workflow patterns with recipes, models, workflows, resampling, tuning, and final evaluation.

Use when determining animation durations, controlling pacing, establishing rhythm, or making motion feel appropriately weighted and emotionally resonant.

Manage tmux sessions, windows, and panes via the tmux CLI. Use when the user asks to run background processes, set up multi-pane layouts, monitor commands, or work with tmux in any way.

Manage tmux sessions for background processes. Use to run long-running commands, manage multiple terminals, and capture output from background processes.

Break a plan, spec, or PRD into independently-grabbable issues on the project issue tracker using tracer-bullet vertical slices. Use when user wants to convert a plan into issues, create implementation tickets, or break down work into issues.

Break a plan, spec, or PRD into independently-grabbable issues on the project issue tracker using tracer-bullet vertical slices. Use when user wants to convert a plan into issues, create implementation tickets, or break down work into issues.

Break a plan, spec, or PRD into independently-grabbable issues on the project issue tracker using tracer-bullet vertical slices. Use when user wants to convert a plan into issues, create implementation tickets, or break down work into issues.