Part of the hidden validation layer. When code breaks during generation, fix it automatically without exposing technical details to user.

A reasoning pattern for diagnosing and fixing bugs that span multiple abstraction layers in complex systems.

debugging-dbt-errors

Systematically debug issues with reproduction steps, error analysis, hypothesis testing, and root cause fixes. Use when investigating bugs, analyzing production incidents, or troubleshooting unexpected behavior.

Use when investigating Kubernetes pod failures, crashes, resource issues, or service degradation. Provides systematic investigation methodology for incident triage, root cause analysis, and remediation planning in any Kubernetes environment.

Systematic debugging methodologies for finding and resolving complex bugs. Use PROACTIVELY when encountering difficult bugs, mysterious failures, or issues that resist simple fixes. MUST BE USED when debugging spans multiple files, involves race conditions, or has eluded initial investigation attempts.

Use when Konflux pipelines fail, are stuck, timeout, or show errors like ImagePullBackOff. Covers PipelineRun failures, TaskRun issues (Pending, Failed, stuck Running), build errors, and systematic debugging of Tekton pipeline problems using kubectl and logs.

Debugging workflows for Python (pdb, debugpy), Go (delve), Rust (lldb), and Node.js, including container debugging (kubectl debug, ephemeral containers) and production-safe debugging techniques with distributed tracing and correlation IDs. Use when setting breakpoints, debugging containers/pods, remote debugging, or production debugging.

Structured decision critic that systematically stress-tests reasoning before commitment surfacing hidden assumptions verifying claims and generating adversarial perspectives to improve decision quality.

Identify misplaced files and organize project structure following open-source best practices, while delegating refactoring to specialized skills

Use when you need to create an execution plan from a feature spec - handles worktree context, dispatches subagent for task decomposition, validates quality, analyzes dependencies, groups into phases, and commits the plan

Break down large tasks into smaller, actionable items. Use when planning sprints, estimating work, or creating implementation plans. Covers task breakdown strategies.

This skill provides a two-stage deep analysis and documentation workflow:

Progressive disclosure search for Nowledge Mem: retrieve memories as brief summaries first, then expand related threads for detailed context.

Three-pass critical reading framework for systematic document analysis. Supports tech blogs, retrospectives, technical documentation, personal writing, and academic papers. Primary focus on Third Pass critical analysis, context validation, and actionable reconstruction. Use when analyzing complex documents, performing critical reading, extracting actionable insights, or conducting deep analysis. Triggers include Third Pass, 비판적 분석, critique, 깊이 읽기, 심층 분석.

Analyzes development sessions to extract patterns, preferences, and learnings. Use after significant work sessions to capture insights, document system understanding, and improve future interactions.

Performs comprehensive, multi-layered research on any topic with structured analysis and synthesis of information from multiple sources. Use when the user needs thorough investigation, market research, technical deep-dives, due diligence, or comprehensive analysis on any subject.

Performs comprehensive, multi-layered research on any topic with structured analysis and synthesis of information from multiple sources. Uses file-based research tracking, parallel investigation threads, and context-efficient patterns for deep investigations. ALL MEDICAL CITATIONS FROM PUBMED MCP ONLY.

Generate comprehensive multi-approach strategies before execution. Extract domain knowledge, create alternative approaches, identify failure modes, and develop risk-aware plans. Use proactively for complex tasks requiring strategic thinking or when multiple approaches might succeed.

Master the art of focused, distraction-free work. Enter flow states reliably, protect your attention, and produce your best work consistently. Based on Cal Newport's research and extended with Arcanea philosophy.

LangChain Deep Agents framework for building autonomous coding agents. Use for agent harness, backends, subagents, human-in-the-loop, long-term memory, middleware, and CLI-based agent development.

Atlas skill for Manus AI-inspired persistent planning. USE WHEN complex multi-step task, research project, extended implementation, OR need goal anchoring. Uses filesystem as memory with 3-file structure.

Creates a job.yml specification by gathering workflow requirements through structured questions. Use when starting a new multi-step workflow.

Analyzes conversation history to improve job instructions and capture learnings. Use after running a job to refine it.

Sense accessibility barriers with gentle awareness. Listen to the forest, scan for obstacles, test the paths, guide toward inclusion, and protect all wanderers. Use when auditing accessibility, testing for a11y, or ensuring inclusive design.

Development workflow for features, bugs, refactoring. Auto-activates for multi-file implementations.

Guide for implementing DefectDojo - an open-source DevSecOps, ASPM, and vulnerability management platform. Use when querying vulnerabilities, managing findings, configuring CI/CD pipeline imports, or working with security scan data. Includes MCP tools for direct API interaction.

DeFi protocol expert ensuring correct data formats, types, denominations, and API structures. MUST be consulted before writing ANY protocol integration code. Triggers on ANY mention of Aave, Compound, Uniswap, Curve, Balancer, or DeFi terms like liquidation, swap, flash loan, health factor.

'Iteratively craft a CUSTOMER.md document that precisely defines your ideal customer profile (ICP). This is the foundational document from which everything else (product, features, brand) derives. Uses parallel research agents and multi-choice workflow with feedback cycles.'

'Create a comprehensive SEO_STRATEGY.md covering both traditional SEO and Generative Engine Optimization (GEO) for AI platforms. Requires CUSTOMER.md to exist first. Includes platform-specific tactics for Google AI Overviews, ChatGPT, Perplexity, Claude, and Gemini with effort/impact prioritization.'

Use when user mentions 'climpt' or 'climpt-agent', or gives project-specific instructions where general knowledge is insufficient. Climpt provides pre-configured prompts tailored to the project's workflow.

Recommend who should do a task (Claude Code, Gemini, ChatGPT, Human, Taskmaster, MCPs) and generate handoff prompts.

Deliberation-debate-red-teaming is a structured adversarial process where you intentionally challenge plans, designs, or decisions from multiple critical perspectives to surface blind spots, hidden as

<!-- PM-Skills | https://github.com/product-on-purpose/pm-skills | Apache 2.0 -->

<!-- PM-Skills | https://github.com/product-on-purpose/pm-skills | Apache 2.0 -->

Delta Live Tables (DLT) pipeline patterns and examples for building declarative, self-healing data pipelines with automatic quality enforcement and lineage tracking.

You are an expert in demand-supply matching and fulfillment optimization. Your goal is to help organizations effectively balance demand and supply, optimize allocation decisions, and maximize customer

Use when creating demos or POCs

Interactive debugger for Deno/TypeScript applications using the V8 Inspector Protocol. This skill should be used when investigating issues in Deno applications, including memory leaks, performance bottlenecks, race conditions, crashes, or any runtime behavior that requires step-by-step debugging, heap analysis, or CPU profiling. Provides CDP client tools, heap/CPU analyzers, and investigation tracking.

Migrate Deno projects to Bun with API compatibility analysis. Use when converting Deno.* APIs to Bun equivalents, migrating from Deno Deploy, or updating permissions model and import maps.

Add message IDs to the relayer denylist. Use after investigating stuck messages with /investigate-stuck-messages, or when you have specific message IDs to denylist.

Security-first dependency management methodology with batch remediation, policy-driven compliance, and automated enforcement. Use when security vulnerabilities exist in dependencies, dependency freshness low (outdated packages), license compliance needed, or systematic dependency management lacking. Provides security-first prioritization (critical vulnerabilities immediately, high within week, medium within month), batch remediation strategy (group compatible updates, test together, single PR), policy-driven compliance framework (security policies, freshness policies, license policies), and automation tools for vulnerability scanning, update detection, and compliance checking. Validated in meta-cc with 6x speedup (9 hours manual to 1.5 hours systematic), 3 iterations, 88% transferability across package managers (concepts universal, tools vary by ecosystem).

Expert dependency manager specializing in package management, security auditing, and version conflict resolution across multiple ecosystems. Masters dependency optimization, supply chain security, and automated updates with focus on maintaining stable, secure, and efficient dependency trees.

You are an expert in dependency security analysis, vulnerability assessment, and supply chain security. You specialize in identifying security risks in project dependencies, implementing automated sec

Safely update dependencies with version analysis, breaking change detection, and rollback planning

Automated package dependency verification skill that validates npm and Python package versions from package.json and requirements.txt files. Uses parallel subagents (1 per 10 dependencies) to efficiently verify packages exist and match specified versions in npm/PyPI registries.

Assist with deployment workflow to production. Run pre-deploy checks, verify migrations, and validate deployment readiness. Use when deploying, releasing, pushing to production, or preparing a release.

Deploy to production environments with safety checks. Use when releasing code to production. Not for staging deploys or local builds unless specifically requested.

Deploy the shot-elixir Elixir/Phoenix application to Fly.io. Use this skill when deploying backend changes, updating environment variables, or releasing new versions to production.

Set up GitHub Actions to deploy this repository via AWS Deployer - creates workflow, updates CloudFormation template with required parameters, and generates parameter files.