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      }
    },
    {
      "skill_name": "obliteratus",
      "category": "mlops/inference",
      "frontmatter_name": "obliteratus",
      "description": "OBLITERATUS: abliterate LLM refusals (diff-in-means).",
      "platforms": [
        "linux",
        "macos"
      ],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "outlines",
      "category": "mlops/inference",
      "frontmatter_name": "outlines",
      "description": "Outlines: structured JSON/regex/Pydantic LLM generation.",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "llm-model-operations",
      "category": "mlops",
      "frontmatter_name": "llm-model-operations",
      "description": "Umbrella for model operations: Hugging Face model/data ha...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "dspy",
      "category": "mlops/research",
      "frontmatter_name": "dspy",
      "description": "DSPy: declarative LM programs, auto-optimize prompts, RAG.",
      "platforms": [
        "linux",
        "macos",
        "windows"
      ],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "axolotl",
      "category": "mlops/training",
      "frontmatter_name": "axolotl",
      "description": "Axolotl: YAML LLM fine-tuning (LoRA, DPO, GRPO).",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "trl-fine-tuning",
      "category": "mlops/training",
      "frontmatter_name": "fine-tuning-with-trl",
      "description": "TRL: SFT, DPO, PPO, GRPO, reward modeling for LLM RLHF.",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "unsloth",
      "category": "mlops/training",
      "frontmatter_name": "unsloth",
      "description": "Unsloth: 2-5x faster LoRA/QLoRA fine-tuning, less VRAM.",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "baumanagement-pl-project-jourfixe",
      "category": "note-taking",
      "frontmatter_name": "baumanagement-pl-project-jourfixe",
      "description": "Baumanagement-PL-Projekt-Jourfixe: interne Teamleiter/Pro...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "fps-autoprotocol",
      "category": "note-taking",
      "frontmatter_name": "fps-autoprotocol",
      "description": "FPS-AutoProtocol: Fachplanersitzung-/Fachplaner-Jourfix-P...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "furkastrasse-fps-autoprotocol",
      "category": "note-taking",
      "frontmatter_name": "furkastrasse-fps-autoprotocol",
      "description": "Furkastrasse-FPS-AutoProtocol: Fachplanersitzungen für Pr...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "knowledge-vault-workflows",
      "category": "note-taking",
      "frontmatter_name": "knowledge-vault-workflows",
      "description": "Umbrella for Obsidian and local knowledge-vault work: rea...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "pl-project-jourfix-protocols",
      "category": "note-taking",
      "frontmatter_name": "pl-project-jourfix-protocols",
      "description": "Create baumanagement-taugliche Protokolle from internal P...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "browser-act",
      "category": "openclaw-imports",
      "frontmatter_name": "browser-act",
      "description": "Browser automation CLI for AI agents with anti-detection ...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "gog",
      "category": "openclaw-imports",
      "frontmatter_name": "gog",
      "description": "Google Workspace CLI for Gmail, Calendar, Drive, Contacts...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "multi-search-engine",
      "category": "openclaw-imports",
      "frontmatter_name": "multi-search-engine",
      "description": "Multi search engine integration with 17 engines (8 CN + 9...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "openai-whisper",
      "category": "openclaw-imports",
      "frontmatter_name": "openai-whisper",
      "description": "Local speech-to-text with the Whisper CLI (no API key).",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "openclaw-token-optimizer",
      "category": "openclaw-imports",
      "frontmatter_name": "token-optimizer",
      "description": "Reduce OpenClaw token usage and API costs through smart m...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "self-improving-agent-v2",
      "category": "openclaw-imports",
      "frontmatter_name": "self-improvement",
      "description": "Captures learnings, errors, and corrections to enable con...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "self-improving-agent",
      "category": "openclaw-imports",
      "frontmatter_name": "self-improvement",
      "description": "Captures learnings, errors, and corrections to enable con...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "sherpa-onnx-tts",
      "category": "openclaw-imports",
      "frontmatter_name": "sherpa-onnx-tts",
      "description": "",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "skill-vetter",
      "category": "openclaw-imports",
      "frontmatter_name": "skill-vetter",
      "description": "Security-first skill vetting for AI agents. Use before in...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "summarize",
      "category": "openclaw-imports",
      "frontmatter_name": "summarize",
      "description": "Summarize URLs or files with the summarize CLI (web, PDFs...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "tavily-extract",
      "category": "openclaw-imports",
      "frontmatter_name": "tavily-extract",
      "description": "Extract clean markdown or text content from specific URLs...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "tavily-search",
      "category": "openclaw-imports",
      "frontmatter_name": "tavily-search",
      "description": "Search the web with LLM-optimized results via the Tavily ...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "tavily",
      "category": "openclaw-imports",
      "frontmatter_name": "tavily",
      "description": "Tavily web search, content extraction, and research tools.",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "todoist",
      "category": "openclaw-imports",
      "frontmatter_name": "todoist",
      "description": "Manage tasks and projects in Todoist via REST API v1. Use...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "document-productivity-workflows",
      "category": "productivity",
      "frontmatter_name": "document-productivity-workflows",
      "description": "Umbrella for document and office workflows: PDFs/OCR, sli...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "docx",
      "category": "productivity",
      "frontmatter_name": "docx",
      "description": "Create, read, edit Word .docx documents and templates.",
      "platforms": [
        "linux",
        "macos",
        "windows"
      ],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "erne-protocol-document-layout",
      "category": "productivity",
      "frontmatter_name": "erne-protocol-document-layout",
      "description": "Create ERNE AG Holzbau protocol and agenda documents in t...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "linear",
      "category": "productivity",
      "frontmatter_name": "linear",
      "description": "Linear: manage issues, projects, teams via GraphQL + curl.",
      "platforms": [
        "linux",
        "macos",
        "windows"
      ],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "pdf",
      "category": "productivity",
      "frontmatter_name": "pdf",
      "description": "Create, merge, split, fill, and secure PDF files.",
      "platforms": [
        "linux",
        "macos",
        "windows"
      ],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "petdex",
      "category": "productivity",
      "frontmatter_name": "petdex",
      "description": "Install and select animated petdex mascots for Hermes.",
      "platforms": [
        "linux",
        "macos",
        "windows"
      ],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "tui-widgets",
      "category": "productivity",
      "frontmatter_name": "tui-widgets",
      "description": "Author live widget apps for the Hermes TUI dock.",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "workspace-api-integrations",
      "category": "productivity",
      "frontmatter_name": "workspace-api-integrations",
      "description": "Umbrella for workspace/productivity APIs and CLIs: Google...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "xlsx",
      "category": "productivity",
      "frontmatter_name": "xlsx",
      "description": "Create, read, edit Excel .xlsx spreadsheets and CSVs.",
      "platforms": [
        "linux",
        "macos",
        "windows"
      ],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "godmode",
      "category": "red-teaming",
      "frontmatter_name": "godmode",
      "description": "Jailbreak LLMs: Parseltongue, GODMODE, ULTRAPLINIAN.",
      "platforms": [
        "linux",
        "macos",
        "windows"
      ],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "research-workflows",
      "category": "research",
      "frontmatter_name": "research-workflows",
      "description": "Umbrella for research discovery, monitoring, scraping, kn...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "openhue",
      "category": "smart-home",
      "frontmatter_name": "openhue",
      "description": "Control Philips Hue lights, scenes, rooms via OpenHue CLI.",
      "platforms": [
        "linux",
        "macos",
        "windows"
      ],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "social-platform-operations",
      "category": "social-media",
      "frontmatter_name": "social-platform-operations",
      "description": "Umbrella for social and messaging platform operations: sh...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "software-development-workflows",
      "category": "software-development",
      "frontmatter_name": "software-development-workflows",
      "description": "Umbrella for planning, spikes, TDD, systematic debugging,...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "subagent-driven-development",
      "category": "software-development",
      "frontmatter_name": "subagent-driven-development",
      "description": "Execute plans via delegate_task subagents (2-stage review).",
      "platforms": [
        "linux",
        "macos",
        "windows"
      ],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    },
    {
      "skill_name": "website-production",
      "category": "software-development",
      "frontmatter_name": "website-production",
      "description": "Umbrella for building maintainable marketing, company, lo...",
      "platforms": [],
      "conditions": {
        "fallback_for_toolsets": [],
        "requires_toolsets": [],
        "fallback_for_tools": [],
        "requires_tools": []
      }
    }
  ],
  "category_descriptions": {
    "apple": "Apple/macOS-specific skills — iMessage, Reminders, Notes, FindMy, and macOS automation. These skills only load on macOS systems.",
    "autonomous-ai-agents": "Skills for spawning and orchestrating autonomous AI coding agents and multi-agent workflows — running independent agent processes, delegating tasks, and coordinating parallel workstreams.",
    "creative": "Creative content generation — ASCII art, hand-drawn style diagrams, and visual design tools.",
    "data-science": "Skills for data science workflows — interactive exploration, Jupyter notebooks, data analysis, and visualization.",
    "diagramming": "Diagram creation skills for generating visual diagrams, flowcharts, architecture diagrams, and illustrations using tools like Excalidraw.",
    "domain": "Passive domain reconnaissance using Python stdlib. Use this skill for subdomain discovery, SSL certificate inspection, WHOIS lookups, DNS records, domain availability checks, and bulk multi-domain analysis. No API keys required. Triggers on requests like \"find subdomains\", \"check ssl cert\", \"whois lookup\", \"is this domain available\", \"bulk check these domains\".",
    "email": "Skills for sending, receiving, searching, and managing email from the terminal.",
    "gaming": "Skills for setting up, configuring, and managing game servers, modpacks, and gaming-related infrastructure.",
    "gifs": "Skills for searching, downloading, and working with GIFs and short-form animated media.",
    "github": "GitHub workflow skills for managing repositories, pull requests, code reviews, issues, and CI/CD pipelines using the gh CLI and git via terminal.",
    "mcp": "Skills for working with MCP (Model Context Protocol) servers, tools, and integrations. Documents the built-in native MCP client — configure servers in config.yaml for automatic tool discovery.",
    "media": "Skills for working with media content — YouTube transcripts, GIF search, music generation, and audio visualization.",
    "mlops": "Knowledge and Tools for Machine Learning Operations - tools and frameworks for training, fine-tuning, deploying, and optimizing ML/AI models",
    "mlops/evaluation": "Model evaluation benchmarks, experiment tracking, data curation, tokenizers, and interpretability tools.",
    "mlops/inference": "Model serving, quantization (GGUF/GPTQ), structured output, inference optimization, and model surgery tools for deploying and running LLMs.",
    "mlops/models": "Specific model architectures and tools — image segmentation (Segment Anything / SAM) and audio generation (AudioCraft / MusicGen). Additional model skills (CLIP, Stable Diffusion, Whisper, LLaVA) are available as optional skills.",
    "mlops/research": "ML research frameworks for building and optimizing AI systems with declarative programming.",
    "mlops/training": "Fine-tuning, RLHF/DPO/GRPO training, distributed training frameworks, and optimization tools for training LLMs and other models.",
    "mlops/vector-databases": "Vector similarity search and embedding databases for RAG, semantic search, and AI application backends.",
    "note-taking": "Note taking skills, to save information, assist with research, and collab on multi-session planning and information sharing.",
    "productivity": "Skills for document creation, presentations, spreadsheets, and other productivity workflows.",
    "productivity/ocr-and-documents": "Skills for extracting text from PDFs, scanned documents, images, and other file formats using OCR and document parsing tools.",
    "research": "Skills for academic research, paper discovery, literature review, domain reconnaissance, market data, content monitoring, and scientific knowledge retrieval.",
    "smart-home": "Skills for controlling smart home devices — lights, switches, sensors, and home automation systems.",
    "social-media": "Skills for interacting with social platforms and social-media workflows — posting, reading, monitoring, and account operations."
  }
}