Expert at automatically applying improvements to Claude Code components based on quality analysis. Enhances descriptions, optimizes tool permissions, strengthens security, and improves usability. Works in conjunction with analyzing-component-quality skill.

Use when optimizing CLAUDE.md, AGENTS.md, custom commands, or skill files for Claude 4.5 models - applies documented Anthropic best practices systematically instead of inventing improvements

Apply IN10 Red Teaming to organize adversarial review to find vulnerabilities through simulated attack.

Apply IN2 Premortem Analysis to assume failure has occurred and work backward to identify causes.

Apply IN3 Problem Reversal to solve the inverse of the stated problem to reveal insights.

Apply IN4 Contra-Logic to argue the opposite position to stress-test assumptions and expose weak reasoning.

Apply IN7 Boundary Testing to explore extreme conditions to find system limits and breaking points.

Apply IN9 Backward Induction to begin with desired end state and work backward to determine necessary steps.

Expert guidance for building and maintaining the Para Obsidian inbox processing system - a security-hardened automation framework for processing PDFs and attachments with AI-powered metadata extraction. Use when building inbox processors, implementing security patterns (TOCTOU, command injection prevention, atomic writes), designing interactive CLIs with suggestion workflows, integrating LLM detection, implementing idempotency with SHA256 registries, or working with the para-obsidian inbox codebase. Covers engine/interface separation, suggestion-based architecture, confidence scoring, error taxonomy, structured logging, and testing patterns. Useful when user mentions inbox automation, PDF processing, document classification, security-hardened file processing, or interactive CLI design.

Use when structuring payouts, tiers, and eligibility for referral programs.

Analyze incident logs, extract error patterns, identify root causes, generate insights and metrics. Use when user mentions logs, incidents, errors, failures, debugging, troubleshooting, log analysis, or investigating production issues.

Expert SRE incident responder specializing in rapid problem

Incident response procedures — triage, communication, investigation, mitigation, and post-incident review. Use when handling production incidents or writing runbooks.

Post-mortem on incidents

Comprehensive incident root cause analysis skill for distributed systems. Analyzes logs, metrics, and traces to identify cascading failures, resource contention, and root causes through systematic anomaly detection, timeline correlation, and evidence-based hypothesis testing.

Create actionable runbooks for common incidents.

Comprehensive inclusion analysis of code, examining language, internationalization, assumptions, and who might be excluded. Thorough review for releases or major features.

Apply inclusion/exclusion criteria systematically in literature reviews. Use when: (1) Screening abstracts, (2) Reviewing full texts, (3) Documenting screening decisions, (4) Ensuring PRISMA compliance.

Use when writing code, documentation, or comments - always use accessible and respectful terminology

Generate culturally diverse names for examples, mock data, and test fixtures. Includes edge-case names that catch bugs.

Incognito conversations provide ephemeral, privacy-focused chat sessions with configurable tool access and optional blank slate mode (skips memories and custom instructions).

Detect and resolve incoherence in documentation, code, specs vs implementation. Includes reconciliation phase for applying user-provided resolutions.

Income approach land valuation by capitalizing land rent (telecom sites, agricultural rent, ground leases). Market rent analysis, cap rate selection, reconciliation with sales. Use for income-producing land valuation

Plan and create SpecWeave increments with PM and Architect agent collaboration. Use when starting new features, hotfixes, bugs, or any development work that needs specification and task breakdown. Creates spec.md, plan.md, tasks.md with proper AC-IDs and living docs integration.

AI-powered quality assessment using LLM-as-Judge pattern with BMAD risk scoring and formal gate decisions. Use for evaluating increment specs, assessing task completeness, or making quality gate decisions (PASS/CONCERNS/FAIL). Chain-of-thought reasoning ensures transparent evaluation.

Plan new Product Increment. Use when starting new features, hotfixes, or development work that needs specification.

This skill is for **IMPLEMENTATION** (applying refactoring patterns). If you don't yet know what to refactor:

Use when implementing features or refactoring with TDD - enforces writing ONE test at a time, implementing minimal code to pass, then repeating, preventing batch test writing that defeats incremental design discovery

Research-driven investigation skill for validating solutions and exploring documentation. Never ask questions you can answer yourself through research. Use WebFetch, WebSearch, and testing to validate ideas before presenting them. Deliver concrete, tested recommendations with evidence.

Create searchable knowledge base from existing documentation and code for fast context lookup in brownfield projects. Indexes .md files with sections/keywords, maps code exports to documentation, generates search.json, quick-ref.md, and glossary.md in .claude/index/. Use when onboarding to brownfield projects or when documentation needs better discoverability.

Generate hierarchical AGENTS.md knowledge base for a codebase. Creates root + complexity-scored subdirectory documentation.

Navigate index.md files generated by the catalogador tool to identify the minimal set of documents or sections to read. Use this skill when exploring directories that contain index.md files, when attempting to read documentation in indexed folders, or when optimizing context usage by reading only relevant sections instead of entire documents.

Debug IndexedDB backup synchronization issues in Vue.js/Pinia applications by analyzing database state, tracing data flow, and identifying sync problems between UI, store, and backup systems.

Analyze database queries and recommend missing indexes with performance impact analysis

Decide when and how to index Solana data vs direct RPC reads. Covers event design, backfill, storage, and performance. Use for data architecture decisions.

Ability to analyse, design, optimise, and improve systems that integrate people, processes, technology, and resources to meet defined performance, quality, cost, and safety requirements. Includes applying engineering, statistical, and systems methods to model workflows, identify inefficiencies, evaluate trade-offs, and implement improvements across operations and supply chains. Applies across manufacturing, services, logistics, healthcare, and infrastructure contexts and is independent of specific tools or industries, with human accountability retained for decisions, outcomes, and impacts.

Deep domain research and expertise synthesis across industries, combining academic research, market intelligence, and practitioner knowledge

Systematic research protocol for discovering novel AI-native software businesses in the synthetic workforce era. Maps capability trajectories, analyzes segment-problem spaces, generates business models, and calculates inevitability scores across 3-24 month time horizons. Use when exploring AI business opportunities, conducting market research, or identifying automation-native ventures.

AI model inference and serving. Activate when: (1) Setting up LocalAI or vLLM, (2) Configuring model serving, (3) Working with GGUF/GGML models, (4) Implementing inference pipelines, or (5) Optimizing model performance.

SQLite database for Israeli Tech Nano-Influencers with direct sqlite3 command-line access. Execute any SQL query or inspect schema. Simple and agent-friendly.

基于给定文字内容创建精美信息图。当用户请求创建信息图时使用。

Converts data, research, and articles into infographic-ready summaries with visual hierarchy and chart suggestions. Use when the user asks about infographics, data visualization, visual summaries, chart types, or statistics presentation.

This skill generates an interactive infographic visualization using p5.js that read vis-network compatible JSON data. Use this skill when creating educational infographics with nodes, edges, and hover interactions where users can explore relationships between concepts. Each infographic displays shapes with labels, shows tooltips on hover, and displays detailed descriptions in a control panel below the drawing area. The nodes are placed in absolute coordinates. The output is not a responsive design.

Generate world-class medical infographics using carousel-level visual language. Templates include hero stats, multi-section layouts, comparisons, myth-busters, process flows, and patient checklists. Default 1080x1350 for Instagram.

Create beautiful infographics based on the given text content. Use this when users request creating infographics.

Create clean, single-file HTML pages for displaying information. Use for quick reference pages, comparisons, lists, or any data you want to view in a browser.

Design information architecture - site structure, navigation, card sorting, tree testing, taxonomy, labeling systems, and findability.

infra-adoption

infra-debugger