GitHub
adversarial-machine-learning
Guide for adversarial machine learning: adversarial examples, data poisoning, model backdoors, and evasion attacks.
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Databases AI Skills
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GitHub
awesome-ai-security-overview
Guide for understanding and contributing to the awesome-ai-security curated resource list. Use this skill when adding resources, organizing categories, or maintaining README.md consistency (no duplicates).
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GitHub
ai-powered-pentesting
Guide for AI-powered penetration testing tools, red teaming frameworks, and autonomous security agents.
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GitHub
ai-security-tooling
Guide for AI security tooling (detectors, analyzers, guardrails, benchmarks) and consistent placement in README.md.
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GitHub
llm-code-docs
Centralized AI-readable documentation repository with 245+ frameworks and tools. Use to find documentation, add new sources, or update existing docs. Located at ~/github/llm-code-docs.
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GitHub
context7
Fetch up-to-date library documentation using Context7 API. Use this skill when the user asks for docs, examples, or help with a specific library/framework (e.g., "look up React docs", "context7 nextjs routing",...
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GitHub
code-quality
Code quality standards for reviewing code changes. Automatically provides quality checklist when reviewing PRs, implementing features, or discussing code quality.
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GitHub
security-review
Security review checklist for code changes. Automatically activates when reviewing security-sensitive code, authentication, authorization, or data handling.
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GitHub
ralph
MUST use for any non-trivial development task in FreegleDocker - implements iterative development with status tracking, session logging, validation, and one-task-at-a-time approach. Use when implementing featur...
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GitHub
instruction-writer
Knowledge for writing effective Claude Code instructions. Auto-triggers for CLAUDE.md, SKILL.md, command files.
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GitHub
product-challenger
A skeptical product advisor that challenges requirements and designs UI/UX solutions using first-principles thinking. Use when user wants to (1) review requirements, analyze features, validate product decisions...
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GitHub
product-master
High-level Product Management analysis using first-principles. Jumps out of code implementation to analyze product functionality, design, and strategic structure.
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GitHub
search-build
Search app build configuration - debug/release build types with applicationIdSuffix, Compose/BuildConfig/AIDL build features, required permissions (INTERNET, READ_CONTACTS, PACKAGE_USAGE_STATS, MANAGE_EXTERNAL_...
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GitHub
search-dataflow
Search app data flow - query flow diagram (user input → debounce → alias check → provider dispatch → aggregate → rank → UI), state management patterns (mutableStateOf, mutableStateListOf, StateFlow, SharedFlow)...
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GitHub
search-guides
Search app step-by-step guides - adding new providers (5 steps), adding settings (4 steps), adding settings screens (5 steps), Room database migrations, common file locations table, naming conventions, package...
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GitHub
search-overview
Search app project overview - Android launcher-style search utility with Kotlin/Compose, provider-based architecture, unified interface for apps, files, contacts, web, settings, calculator, and Termux. Includes...
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GitHub
search-provider
Search app provider system - interface definition (id, displayName, refreshSignal, initialize, canHandle, query, dispose), lifecycle diagram, 8 available providers (AppList, WebSearch, FileSearch, Contacts, Cal...
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GitHub
search-repository
Search app repository layer - 7 repositories (ProviderSettings, ProviderRanking, Alias, FileSearch, Contacts, RecentApps, PinnedApps), singleton pattern with double-checked locking, StateFlow reactive settings...
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GitHub
search-ui
Search app UI architecture - Compose component hierarchy (SearchTheme, MainActivity, SettingsActivity), enum-based navigation pattern (no Navigation Component), dynamic theme system with Material 3, reusable se...
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GitHub
security-audit
Security-focused code audit for healthcare and military contexts. Use when reviewing authentication, authorization, data handling, HIPAA compliance, or OPSEC/PERSEC requirements. Essential for PHI handling and...
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GitHub
swap-execution
Execute resident-requested swaps with safety checks, audit trails, rollback capabilities, and escalation procedures. Use when processing swap requests, validating against constraints, or managing swap lifecycle...
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GitHub
governance
Toggle PAI governance enforcement on/off. Control chain-of-command routing and session-end requirements.
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GitHub
schedule-optimization
Multi-objective schedule optimization expertise using constraint programming and Pareto optimization. Use when generating schedules, improving coverage, balancing workloads, or resolving conflicts. Integrates w...
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GitHub
constraint-preflight
Pre-flight verification for scheduling constraint development. Use when adding, modifying, or testing constraints to ensure they are properly implemented, exported, registered, and tested before commit.
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