Testing frameworks and patterns for shell scripts, focusing on shunit2 and shellspec.

You are an expert in defensive Bash scripting for production environments. Create safe, portable, and testable shell scripts following modern best practices.

Use when getting started with llmemory document storage and search - covers installation, initialization, adding documents, vector search, hybrid search, semantic search, BM25 full-text search, document management, and building RAG systems with multi-tenant support

Daily Git workflow - add, commit, push, pull cycle for everyday development

This skill should be used when setting up, managing, or troubleshooting Basilica GPU miner operations on Bittensor Subnet 39 (mainnet) or 387 (testnet). Use it for GPU provider tasks including SSH configuration, validator authentication setup, node registration, performance monitoring, uptime optimization, and resolving common issues like SSH access problems, validator discovery failures, or GPU validation errors. Critical for miners struggling with SSH key deployment to GPU nodes or validator connectivity.

Batch convert multiple CAD/BIM files (Revit, IFC, DWG, DGN) with progress tracking, error handling, and consolidated reporting.

Validate production batch execution - trigger daily runs and analyze traces for architecture completeness and result quality

**Persona:** Efficiency obsessive - one operation is fine, three identical operations is a code smell.

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Batch process books through the complete pipeline - generate cropped images for split pages, OCR all pages, then translate with context. Use when asked to process, OCR, translate, or batch process one or more books.

Structured 10-stage methodology for planning bathroom layouts with focus on ergonomics, functionality, and safety. Use when planning bathroom furniture placement, optimizing bathroom space, arranging bathroom fixtures (toilet, sink, bathtub, washing machine), or solving bathroom layout challenges. Applicable to large bathrooms (10+ square meters) with flexible plumbing.

Manages context across sessions and compactions using TLDR summaries and structured documentation.

Bash Automated Testing System (BATS) for TDD-style testing of shell scripts. Use when: (1) Writing unit or integration tests for Bash scripts, (2) Testing CLI tools or shell functions, (3) Setting up test infrastructure with setup/teardown hooks, (4) Mocking external commands (curl, git, docker), (5) Generating JUnit reports for CI/CD, (6) Debugging test failures or flaky tests, (7) Implementing test-driven development for shell scripts.

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An internal cognitive engine for quantitative root cause analysis. Use this autonomously when you need to weigh competing hypotheses, prevent anchoring bias, or determine the most efficient next diagnostic step.

Use when performing Bayesian statistical analysis, building probabilistic models, or when the task involves prior specification, posterior inference, or predictive checks.

Context packages and learning patterns. Use when managing context packages, error patterns, or strategies.

Task groups and development planning. Use when managing task groups, development plans, or success criteria.

DEPRECATED - Use domain-specific skills instead. Routes to bazinga-db-core, bazinga-db-workflow, bazinga-db-agents, or bazinga-db-context.

Validates BAZINGA completion claims with independent verification. Spawned ONLY when PM sends BAZINGA. Acts as final quality gate - verifies test failures, coverage, evidence, and criteria independently. Returns ACCEPT or REJECT verdict.

Verify 100% specification closure before Big Bang 80/20 single-pass construction.

Manage issues with The Fold's CAS-native BBS (Bulletin Board System). Use for creating, updating, searching, and tracking issues. Invoke when the user wants to create tickets, find work, check issue status, or manage dependencies.

Extract property data from Brevard County Property Appraiser GIS API including photos, valuations, and parcel details

Track complex, multi-session work with dependency graphs using bd (beads) issue tracker. Use when work spans multiple sessions, has complex dependencies, or requires persistent context across compaction cycles. For simple single-session linear tasks, TodoWrite remains appropriate.

How to use bd (beads) for issue tracking, ready work, status updates, and comments in this repo.

Creates BDD feature files for Golang Clean Architecture projects using Gherkin syntax. Use when users need to write .feature files for integration tests, create test scenarios for APIs, or generate Cucumber/Godog test specifications. Specifically for projects that follow Clean Architecture patterns with existing step definitions.

bdd-hypothesis-validation

BDD orchestrator for feature-level work. Use when user says 'add', 'implement', 'build', 'feature', 'iteration', 'story', 'phase', 'resume', 'continue', or references a ticket/iteration/story. Also use when work touches 3+ files with new state/flows, or when user runs /bdd. Do NOT use for bug fixes, typos, config changes, or 1-2 file tasks.

bdd-test-implementation

Complete Behavior-Driven Development workflow coordinating SCENARIO → STEP DEFINITIONS → IMPLEMENT → REFACTOR cycle with Given/When/Then scenarios. Use when writing BDD tests or implementing features from user stories.

Browser debugging and telemetry via Chrome DevTools Protocol. Use when testing the Astro dev server, inspecting network requests, debugging console errors, capturing screenshots, or interacting with DOM elements on localhost:4321.

Use bdg CLI for browser automation via Chrome DevTools Protocol. Provides direct CDP access (60+ domains, 300+ methods) for DOM queries, navigation, screenshots, network control, and JavaScript execution. Use this skill when you need to automate browsers, scrape dynamic content, or interact with web pages programmatically.

Manage beads correctly including claiming, closing, announcements, and dependencies. Use when starting work on a task, when finishing a task, when the user mentions beads or tasks, or when coordinating with other agents on task ownership.

Set up and orchestrate multi-agent workflows using Beads (shared issue tracking/memory) and MCP Agent Mail (agent messaging). Use when coordinating multiple agents, setting up agent villages, tracking work across agent sessions, or implementing swarm workflows.

Task tracking across sessions. All issue tracking goes through `bd`.

Beads daemon lifecycle management, log analysis, socket recovery, and background sync operations. Covers start/stop/status, troubleshooting, and integration with git workflow.

Managing issue dependencies, viewing blocked work, and navigating dependency graphs

Execute beads tasks with proper claim/work/close workflow and session management

Use Beads CLI (`bd`) commands to manage tasks, status, and progress tracking for Ralph's autonomous execution. Use when: (1) Querying ready tasks with `bd ready`, (2) Updating task status (open → in_progress → closed), (3) Adding progress comments to tasks, (4) Managing task details (priority, design, notes, labels), (5) Handling task dependencies. This skill enables Ralph to use Beads' native memory and state management.

Creating, updating, and closing Beads issues with proper types, priorities, and metadata

Track complex, multi-session work with dependency graphs using beads (beads) issue tracker. Use when work spans multiple sessions, has complex dependencies, or requires persistent context across compaction cycles. For simple single-session linear tasks, TodoWrite remains appropriate.

Transform project specifications into executable beads dependency graphs with proper decomposition, dependency mapping, and validation. Use when starting new projects, breaking down epics, planning multi-step work, or when asked to create a beads implementation plan.

Session start/end protocols, syncing with git, and daily workflow integration

beads-validation

Graph analysis layer for the Beads task graph. Precomputes metrics like PageRank and critical path.

AI-native issue tracking with Beads. Use when managing work items, tracking issues, or coordinating tasks in multi-agent workflows. Covers bd commands, dependencies, and sync patterns.

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Shared resource library for Beam AI integration skills. DO NOT load directly - provides common references (setup, API docs, error handling, authentication) and scripts used by beam-connect and individual Beam skills.

Beam dropshipping and product sync context