AI & ML

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Create a new tutorial/content page on agentconfig.org with proper file structure, routing, and registry entry. Use when adding a new top-level page like /skills, /agents, or /mcp. Use when this capability is needed.

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Security audits, vulnerability analysis, and security best practices enforcement Use when this capability is needed.

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Debug and analyze {{PROJECT_NAME}} errors and exceptions. Use when investigating crashes, error patterns, performance issues, or understanding what went wrong in production. Covers error queries by agent, exception types, and common debugging scenarios. Use when this capability is needed.

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Migrate prompts and code from Claude Sonnet 4.0, Sonnet 4.5, or Opus 4.1 to Opus 4.5. Use when the user wants to update their codebase, prompts, or API calls to use Opus 4.5. Handles model string updates and prompt adjustments for known Opus 4.5 behavioral differences. Does NOT migrate Haiku 4.5. Use when this capability is needed.

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PySide6 Code Reviewer

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Comprehensive Personal Knowledge Management with Obsidian PLUS recursive infinite-context synthesis. Use when setting up vaults, creating PKM workflows (PARA, Zettelkasten, MOCs), generating templates, writing Dataview queries, OR when you need to synthesize across large vaults, analyze patterns across hundreds of notes, perform deep research across your entire knowledge base, or answer complex questions requiring cross-document analysis. Combines traditional PKM tooling with RLM (Recursive Language Model) perfect memory capabilities. Use when this capability is needed.

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This is an **alias skill** so requirements/docs can reference `06-ai-ml-production/llm-serving`. Use when this capability is needed.

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Comprehensive guidelines for formatting research artifacts, technical surveys, rundowns, book summaries, and documentation with proper markdown formatting for Joplin notes. This skill should be loaded and followed whenever Joplin is mentioned in a prompt. Use when this capability is needed.

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LangChain, LangGraph, LiteLLM patterns — chain composition (LCEL), structured output across model sizes, RAG, model routing, Ollama local models, and provider-agnostic design Use when this capability is needed.

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This skill should be used when the user asks to 'create a task from', 'add issue for', 'track work on', or provides conversational task descriptions like 'I need to fix the blog bug' or 'remind me to update the docs'. Converts natural language task descriptions into structured beads with automatic categorization, priority inference, and optional blocking relationships. Use when this capability is needed.

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Pre-commit security audit using local Ollama models. Free, fast, and private code review before you commit. Use when this capability is needed.

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Autonomous meta-skill for creating high-quality custom slash commands using 5-phase workflow with multi-agent validation and quality gates. Use when user requests new slash command, reusable prompt automation, or wants to convert repetitive workflows into documented commands. Use when this capability is needed.

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This skill allows the agent to create new coding problems for the DerpCode platform. This skill should be used when asked to create new DerpCode coding problems. Use when this capability is needed.

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Skill Creator

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Analyze Rspack/Webpack bundles from local Rsdoctor build data without MCP. Zero-dependency JS CLI for chunk/module/package/loader insights. Use when this capability is needed.

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Agent skill for migration-plan - invoke with $agent-migration-plan Use when this capability is needed.

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Agent skill for neural-network - invoke with $agent-neural-network Use when this capability is needed.

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Agent skill for quorum-manager - invoke with $agent-quorum-manager Use when this capability is needed.

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Agent skill for repo-architect - invoke with $agent-repo-architect Use when this capability is needed.

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Agent skill for scout-explorer - invoke with $agent-scout-explorer Use when this capability is needed.

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Comprehensive truth scoring, code quality verification, and automatic rollback system with 0.95 accuracy threshold for ensuring high-quality agent outputs and codebase reliability. Use when this capability is needed.

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Bootstrap a new project for OpenAI Codex by scaffolding AGENTS.md instructions, .codex/agent-memory.md persistent memory, and lifecycle hooks (SessionStart + Stop) that enforce the memory protocol. Use whenever the user wants to set up Codex in a repo, mentions AGENTS.md, asks to add Codex memory or hooks, says "configure Codex for this project", or wants Codex to maintain durable project learnings across sessions. Triggers on phrases like "bootstrap Codex", "set up Codex in this repo", "create AGENTS.md", "add Codex memory", "Codex hooks", "Codex project memory", "configure Codex for X", or any request to make a repository Codex-ready. Run this skill even if the user doesn't explicitly say "AGENTS.md" — any setup intent for Codex should trigger it. Use when this capability is needed.

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Remove an MCP server from your Claude Code configuration. Use this to uninstall an MCP server, delete an MCP server, remove a tool server, or clean up unused MCP servers. Use when this capability is needed.

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Specialized benchmark agent for GPU optimization. Runs sequential GPU benchmarks on all optimization worktrees to avoid interference. Use after optimization agents have completed. Use when this capability is needed.

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Debug and observe AI agents using Microsoft Agent Framework DevUI and OpenTelemetry. Use this skill when troubleshooting agents, setting up distributed tracing, monitoring agent performance, analyzing agent conversations, or using the interactive DevUI. Use when this capability is needed.

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Specialized agent for sync strategy consolidation, conflict resolution, and cross-workspace file synchronization. Use this skill when consolidating duplicate sync implementations, implementing conflict resolution strategies, handling offline-first scenarios, or creating unified sync status indicators across IDE, Notes, and Knowledge workspaces. Use when this capability is needed.

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Core software engineering principles for code style, documentation, and development workflow. Applies when editing code, working in software repositories, or performing software development tasks. Use when this capability is needed.

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Automatic agent selection and intelligent task routing. Analyzes user requests and automatically selects the best specialist agent(s) without requiring explicit user mentions. Use when this capability is needed.

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Bounce ideas off Codex. Use when you want fast alternative ideas, critiques, and perspectives on any topic. Triggers an interactive conversation with the Codex MCP server for brainstorming and exploration. Use when this capability is needed.

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Use when improving ACE supporting files such as README, docs, CMake presets, GitHub Actions, VS Code config, Copilot instructions, or Agent Skills.

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Analyze recent code changes via git history and extract software engineering lessons. Use when the user asks 'what is the lesson here?', 'what can I learn from this?', 'engineering takeaway', 'what did I just learn?', 'reflect on this code', or wants to extract principles from recent work. Use when this capability is needed.

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Guide for adding new AI platform support (e.g., Gemini, Mistral, Anthropic) to the Chrome extension with strategy pattern and testing requirements Use when this capability is needed.

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Dev Workflow Orchestrator

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Python Debugger (pdb + debugpy)

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This skill should be used when the user asks to "review my Suno song", "check Suno prompt quality", "evaluate song lyrics", "review this prompt", "check for AI-slop", "validate my Suno prompt", or wants independent quality assessment of Suno prompts and lyrics. Launches the quality-reviewer sub-agent to evaluate material against professional production standards including AI-slop detection, cliché detection, poor quality lines, rhyme assessment, style-lyric consistency, gender-pronoun consistency, and general taste. Use when this capability is needed.

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PlatformIO embedded development platform expertise. Project setup, configuration, building, debugging, and library management for Arduino, ESP-IDF, STM32, and more. Use when this capability is needed.