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  },
  "outputs": [
    "json",
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  ],
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    {
      "slug": "superpowers",
      "name": "Superpowers",
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      ],
      "links": [],
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      "description": "Skill: dig through git history for why code exists.",
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    },
    {
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        "security"
      ],
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      "description": "Skill: diagnose and fix dependency issues.",
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      }
    },
    {
      "slug": "ala-evals",
      "name": "evals skill",
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      "tags": [
        "example",
        "evals"
      ],
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      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/evals",
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      },
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      }
    },
    {
      "slug": "ala-first-reader",
      "name": "first-reader skill",
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      "tags": [
        "example",
        "codebase"
      ],
      "links": [],
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/first-reader",
      "description": "Skill: first-pass read + summarize of codebases.",
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    },
    {
      "slug": "ala-multi-mcp-agent",
      "name": "Multi-MCP agent (awesome-llm-apps)",
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        "example",
        "mcp",
        "agent"
      ],
      "links": [],
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/mcp_ai_agents/multi_mcp_agent",
      "description": "Example: multi-server MCP agent.",
      "access": "oss",
      "pricing": "free",
      "github": {
        "repo": "Shubhamsaboo/awesome-llm-apps",
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        ]
      }
    },
    {
      "slug": "ala-project-graveyard",
      "name": "project-graveyard skill",
      "kind": "skill-source",
      "tags": [
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        "cleanup"
      ],
      "links": [],
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/project-graveyard",
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      }
    },
    {
      "slug": "ala-scope-creep",
      "name": "scope-creep-detector skill",
      "kind": "skill-source",
      "tags": [
        "example",
        "scope"
      ],
      "links": [],
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/scope-creep-detector",
      "description": "Skill: catch scope creep in agent work.",
      "access": "oss",
      "pricing": "free",
      "github": {
        "repo": "Shubhamsaboo/awesome-llm-apps",
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      },
      "kinds": [
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      ],
      "facets": {
        "oss": [
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        ]
      }
    },
    {
      "slug": "ala-self-improving",
      "name": "self-improving-agent-skills",
      "kind": "skill-source",
      "tags": [
        "example",
        "self-improvement"
      ],
      "links": [],
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/self-improving-agent-skills",
      "description": "Skills that make agents improve their own skills.",
      "access": "oss",
      "pricing": "free",
      "github": {
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      },
      "kinds": [
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      ],
      "facets": {
        "oss": [
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        ]
      }
    },
    {
      "slug": "ala-thinking-out-loud",
      "name": "thinking-out-loud skill",
      "kind": "skill-source",
      "tags": [
        "example",
        "reasoning"
      ],
      "links": [],
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      "description": "Skill: visible agent reasoning trace.",
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      },
      "kinds": [
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      ],
      "facets": {
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        ]
      }
    },
    {
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      "kind": "skill-source",
      "tags": [
        "example",
        "voice",
        "rag"
      ],
      "links": [],
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/voice_ai_agents/voice_rag_openaisdk",
      "description": "Example: voice + retrieval agent.",
      "access": "oss",
      "pricing": "free",
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      }
    },
    {
      "slug": "ala-x402-paying-agent",
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      "kind": "skill-source",
      "tags": [
        "example",
        "x402",
        "payments"
      ],
      "links": [],
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_x402_paying_agent",
      "description": "Example: agent that pays via x402.",
      "access": "oss",
      "pricing": "free",
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    },
    {
      "slug": "claude-mem",
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      "url": "https://github.com/thedotmack/claude-mem",
      "description": "Memory compression for Claude Code sessions.",
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      },
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      "facets": {
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        "topic": [
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        ]
      }
    },
    {
      "slug": "awesome-claude-subagents",
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      "kind": "skill-source",
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      "description": "Curated sub-agent collection.",
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      },
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        ],
        "oss": [
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      }
    },
    {
      "slug": "snyk-code",
      "name": "Snyk",
      "kind": "skill-source",
      "tags": [
        "security",
        "sast",
        "deps"
      ],
      "links": [],
      "url": "https://snyk.io",
      "description": "SAST/SCA/secret scanning + MCP + CLI.",
      "access": "api",
      "pricing": "freemium",
      "github": {
        "repo": "snyk/cli",
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      },
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        "skill-source"
      ],
      "facets": {
        "scanType": [
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          "deps"
        ],
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        "topic": [
          "security",
          "sast",
          "deps"
        ],
        "host": [
          "generic"
        ]
      }
    },
    {
      "slug": "ecc",
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        "claude-code",
        "skills"
      ],
      "links": [],
      "url": "https://github.com/WorldFlowAI/everything-claude-code",
      "description": "Everything-for-Claude-Code collection — agents, skills, commands.",
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      "pricing": "free",
      "github": {
        "repo": "WorldFlowAI/everything-claude-code",
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      },
      "kinds": [
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      ],
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        ],
        "host": [
          "claude-code"
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        "oss": [
          "true"
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      }
    },
    {
      "slug": "agent-native-community",
      "name": "Agent-Native community apps",
      "kind": "skill-source",
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        "templates",
        "gtm",
        "agent-native"
      ],
      "links": [],
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      "description": "Community GTM mini-apps (churn-warning, prospect-tracker, win-loss) showing the composable-mini-app pattern.",
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        "repo": "BuilderIO/agent-native"
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    },
    {
      "slug": "agent-native-skills",
      "name": "Agent-Native skills",
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        "skills",
        "agent-native"
      ],
      "links": [],
      "url": "https://github.com/BuilderIO/agent-native/tree/main/.agents/skills",
      "description": "~80 SKILL.md engineering skills — actions, A2A, sharing, automations, reliable-mutations — same format T3rnel/Claude agents read.",
      "access": "oss",
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      "github": {
        "repo": "BuilderIO/agent-native"
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    },
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        "agent-native"
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    },
    {
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      }
    },
    {
      "slug": "ala-agentic-rag-math-agent",
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      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/agentic_rag_math_agent",
      "description": "Example rag tutorials from awesome-llm-apps.",
      "kinds": [
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      ],
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      "facets": {
        "oss": [
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        ]
      }
    },
    {
      "slug": "ala-agentic-rag-with-reasoning",
      "name": "agentic rag with reasoning",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/agentic_rag_with_reasoning",
      "description": "Example rag tutorials from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
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        "rag_tutorials"
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      "expanded": true,
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      "facets": {
        "oss": [
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      }
    },
    {
      "slug": "ala-agentic-typed-rag-pydanticai",
      "name": "agentic typed rag pydanticai",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/agentic_typed_rag_pydanticai",
      "description": "Example rag tutorials from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "rag_tutorials"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
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        ]
      }
    },
    {
      "slug": "ala-ai-audio-tour-agent",
      "name": "ai audio tour agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/voice_ai_agents/ai_audio_tour_agent",
      "description": "Example voice ai agents from awesome-llm-apps.",
      "kinds": [
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      ],
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      "tags": [
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      }
    },
    {
      "slug": "ala-ai-blog-search",
      "name": "ai blog search",
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      "description": "Example rag tutorials from awesome-llm-apps.",
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    },
    {
      "slug": "ala-ai-blog-to-podcast-agent",
      "name": "ai blog to podcast agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_blog_to_podcast_agent",
      "description": "Example starter ai agents from awesome-llm-apps.",
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      "source": "Shubhamsaboo/awesome-llm-apps",
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      }
    },
    {
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      "name": "ai breakup recovery agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_breakup_recovery_agent",
      "description": "Example starter ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
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      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
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    {
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      "name": "ai data analysis agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_data_analysis_agent",
      "description": "Example starter ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
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      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "starter_ai_agents"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
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      }
    },
    {
      "slug": "ala-ai-data-visualisation-agent",
      "name": "ai data visualisation agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_data_visualisation_agent",
      "description": "Example starter ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
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      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "starter_ai_agents"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
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      }
    },
    {
      "slug": "ala-ai-life-insurance-advisor-agent",
      "name": "ai life insurance advisor agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_life_insurance_advisor_agent",
      "description": "Example starter ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
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      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "starter_ai_agents"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
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      }
    },
    {
      "slug": "ala-ai-medical-imaging-agent",
      "name": "ai medical imaging agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_medical_imaging_agent",
      "description": "Example starter ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
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      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "starter_ai_agents"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
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    {
      "slug": "ala-ai-meme-generator-agent-browseruse",
      "name": "ai meme generator agent browseruse",
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      "description": "Example starter ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "starter_ai_agents"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-ai-music-generator-agent",
      "name": "ai music generator agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_music_generator_agent",
      "description": "Example starter ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "starter_ai_agents"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
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      }
    },
    {
      "slug": "ala-ai-reasoning-agent",
      "name": "ai reasoning agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_reasoning_agent",
      "description": "Example starter ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "starter_ai_agents"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-ai-startup-trend-analysis-agent",
      "name": "ai startup trend analysis agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_startup_trend_analysis_agent",
      "description": "Example starter ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "starter_ai_agents"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-ai-travel-agent",
      "name": "ai travel agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_travel_agent",
      "description": "Example starter ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "starter_ai_agents"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-ai-travel-planner-mcp-agent-team",
      "name": "ai travel planner mcp agent team",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/mcp_ai_agents/ai_travel_planner_mcp_agent_team",
      "description": "Example mcp ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-ai-dashboard-canvas-agent",
      "name": "ai-dashboard-canvas-agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/generative_ui_agents/ai-dashboard-canvas-agent",
      "description": "Example generative ui agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "generative_ui_agents"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-ai-deep-research-agent",
      "name": "ai-deep-research-agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/generative_ui_agents/ai-deep-research-agent",
      "description": "Example generative ui agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "generative_ui_agents"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-ai-financial-coach-agent",
      "name": "ai-financial-coach-agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/generative_ui_agents/ai-financial-coach-agent",
      "description": "Example generative ui agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "generative_ui_agents"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-ai-knowledge-explorer",
      "name": "ai-knowledge-explorer",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/generative_ui_agents/ai-knowledge-explorer",
      "description": "Example generative ui agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "generative_ui_agents"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-ai-mcp-app-builder",
      "name": "ai-mcp-app-builder",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/generative_ui_agents/ai-mcp-app-builder",
      "description": "Example generative ui agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "generative_ui_agents"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-ai-shadcn-component-generator",
      "name": "ai-shadcn-component-generator",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/generative_ui_agents/ai-shadcn-component-generator",
      "description": "Example generative ui agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "generative_ui_agents"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
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      }
    },
    {
      "slug": "ala-always-on-hn-briefing-agent",
      "name": "always on hn briefing agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/always_on_agents/always_on_hn_briefing_agent",
      "description": "Example always on agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "always_on_agents"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-autonomous-game-playing-agent-apps",
      "name": "autonomous game playing agent apps",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/autonomous_game_playing_agent_apps",
      "description": "Example advanced ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "advanced_ai_agents"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-autonomous-rag",
      "name": "autonomous rag",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/autonomous_rag",
      "description": "Example rag tutorials from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "rag_tutorials"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-chat-with-x-tutorials",
      "name": "chat with X tutorials",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/chat_with_X_tutorials",
      "description": "Example advanced llm apps from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "advanced_llm_apps"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-chat-with-tarots",
      "name": "chat-with-tarots",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/chat-with-tarots",
      "description": "Example advanced llm apps from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "advanced_llm_apps"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
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        ]
      }
    },
    {
      "slug": "clawhub",
      "name": "ClawHub",
      "kind": "skill-source",
      "tags": [
        "marketplace",
        "skills"
      ],
      "links": [],
      "url": "https://clawhub.com",
      "description": "Skills marketplace for agent runtimes.",
      "access": "registry",
      "pricing": "freemium",
      "kinds": [
        "skill-source"
      ],
      "facets": {}
    },
    {
      "slug": "ala-contextualai-rag-agent",
      "name": "contextualai rag agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/contextualai_rag_agent",
      "description": "Example rag tutorials from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "rag_tutorials"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
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      }
    },
    {
      "slug": "ala-corrective-rag",
      "name": "corrective rag",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/corrective_rag",
      "description": "Example rag tutorials from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "rag_tutorials"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
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      }
    },
    {
      "slug": "ala-cursor-ai-experiments",
      "name": "cursor ai experiments",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/cursor_ai_experiments",
      "description": "Example advanced llm apps from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "advanced_llm_apps"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
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      }
    },
    {
      "slug": "ala-customer-support-voice-agent",
      "name": "customer support voice agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/voice_ai_agents/customer_support_voice_agent",
      "description": "Example voice ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "voice_ai_agents"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
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      }
    },
    {
      "slug": "ala-deepseek-local-rag-agent",
      "name": "deepseek local rag agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/deepseek_local_rag_agent",
      "description": "Example rag tutorials from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "rag_tutorials"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
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      }
    },
    {
      "slug": "fanghub",
      "name": "FangHub",
      "kind": "skill-source",
      "tags": [
        "registry"
      ],
      "links": [],
      "url": "https://fanghub.ai",
      "description": "OpenFang agent skill/tool registry.",
      "access": "registry",
      "pricing": "free",
      "kinds": [
        "skill-source"
      ],
      "facets": {}
    },
    {
      "slug": "strix-find-vulns-skill",
      "name": "Find security vulnerabilities (Strix)",
      "kind": "skill-source",
      "tags": [
        "security",
        "sast",
        "t3rnel"
      ],
      "links": [],
      "url": "https://github.com/t3ratech/t3rnel",
      "description": "White-box security review + live exploit proofs.",
      "access": "oss",
      "pricing": "free",
      "github": {
        "repo": "t3ratech/t3rnel"
      },
      "kinds": [
        "skill-source"
      ],
      "facets": {
        "topic": [
          "security",
          "sast"
        ],
        "host": [
          "t3rnel"
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        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "strix-fix-vulns-skill",
      "name": "Fix security vulnerabilities (Strix)",
      "kind": "skill-source",
      "tags": [
        "security",
        "remediation",
        "t3rnel"
      ],
      "links": [],
      "url": "https://github.com/t3ratech/t3rnel",
      "description": "Root-cause remediation flow for pentest findings.",
      "access": "oss",
      "pricing": "free",
      "github": {
        "repo": "t3ratech/t3rnel"
      },
      "kinds": [
        "skill-source"
      ],
      "facets": {
        "topic": [
          "security",
          "remediation"
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        "host": [
          "t3rnel"
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        "oss": [
          "true"
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      }
    },
    {
      "slug": "ala-gemini-agentic-rag",
      "name": "gemini agentic rag",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/gemini_agentic_rag",
      "description": "Example rag tutorials from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "rag_tutorials"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
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      }
    },
    {
      "slug": "ala-generative-ui-starter-project",
      "name": "generative-ui-starter-project",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/generative_ui_agents/generative-ui-starter-project",
      "description": "Example generative ui agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
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      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "generative_ui_agents"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
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      }
    },
    {
      "slug": "ala-github-mcp-agent",
      "name": "github mcp agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/mcp_ai_agents/github_mcp_agent",
      "description": "Example mcp ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "mcp_ai_agents"
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      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "gitleaks",
      "name": "Gitleaks",
      "kind": "skill-source",
      "tags": [
        "security",
        "secrets"
      ],
      "links": [],
      "url": "https://github.com/gitleaks/gitleaks",
      "description": "Secret scanning for repos.",
      "access": "oss",
      "pricing": "free",
      "github": {
        "repo": "gitleaks/gitleaks"
      },
      "kinds": [
        "security-tool",
        "skill-source"
      ],
      "facets": {
        "scanType": [
          "secrets"
        ],
        "oss": "true",
        "topic": [
          "security",
          "secrets"
        ],
        "host": [
          "generic"
        ]
      }
    },
    {
      "slug": "ala-google-adk-crash-course",
      "name": "google adk crash course",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/ai_agent_framework_crash_course/google_adk_crash_course",
      "description": "Example ai agent framework crash course from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "ai_agent_framework_crash_course"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-gpt-oss-critique-improvement-loop",
      "name": "gpt oss critique improvement loop",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/gpt_oss_critique_improvement_loop",
      "description": "Example advanced llm apps from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "advanced_llm_apps"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "graphify",
      "name": "graphify",
      "kind": "skill-source",
      "tags": [
        "kg",
        "t3rnel"
      ],
      "links": [],
      "url": "https://github.com/graphify",
      "description": "Code → knowledge graph tool + MCP.",
      "access": "oss",
      "pricing": "free",
      "github": {
        "repo": "graphify"
      },
      "caps": [
        "code-graph",
        "knowledge-graph",
        "mcp"
      ],
      "kinds": [
        "skill-source",
        "mcp-server"
      ],
      "facets": {
        "caps": [
          "code-graph",
          "knowledge-graph"
        ],
        "host": [
          "generic"
        ],
        "oss": "true"
      }
    },
    {
      "slug": "ala-hybrid-search-rag",
      "name": "hybrid search rag",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/hybrid_search_rag",
      "description": "Example rag tutorials from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "rag_tutorials"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-insurance-claim-live-agent-team",
      "name": "insurance claim live agent team",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/voice_ai_agents/insurance_claim_live_agent_team",
      "description": "Example voice ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "voice_ai_agents"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-knowledge-graph-rag-citations",
      "name": "knowledge graph rag citations",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/knowledge_graph_rag_citations",
      "description": "Example rag tutorials from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "rag_tutorials"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-llama3-1-local-rag",
      "name": "llama3.1 local rag",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/llama3.1_local_rag",
      "description": "Example rag tutorials from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "rag_tutorials"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-llm-apps-with-memory-tutorials",
      "name": "llm apps with memory tutorials",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/llm_apps_with_memory_tutorials",
      "description": "Example advanced llm apps from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "advanced_llm_apps"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-llm-finetuning-tutorials",
      "name": "llm finetuning tutorials",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/llm_finetuning_tutorials",
      "description": "Example advanced llm apps from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "advanced_llm_apps"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-llm-optimization-tools",
      "name": "llm optimization tools",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/llm_optimization_tools",
      "description": "Example advanced llm apps from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "advanced_llm_apps"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-local-hybrid-search-rag",
      "name": "local hybrid search rag",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/local_hybrid_search_rag",
      "description": "Example rag tutorials from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "rag_tutorials"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-local-rag-agent",
      "name": "local rag agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/local_rag_agent",
      "description": "Example rag tutorials from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "rag_tutorials"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-mcp-apps-generative-ui-showcase",
      "name": "mcp-apps-generative-ui-showcase",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/generative_ui_agents/mcp-apps-generative-ui-showcase",
      "description": "Example generative ui agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "generative_ui_agents"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-mixture-of-agents",
      "name": "mixture of agents",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/mixture_of_agents",
      "description": "Example starter ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "starter_ai_agents"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-multi-agent-apps",
      "name": "multi agent apps",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps",
      "description": "Example advanced ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "advanced_ai_agents"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-multi-mcp-agent-router",
      "name": "multi mcp agent router",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/mcp_ai_agents/multi_mcp_agent_router",
      "description": "Example mcp ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "mcp_ai_agents"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-multimodal-agentic-rag",
      "name": "multimodal agentic rag",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/multimodal_agentic_rag",
      "description": "Example rag tutorials from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "rag_tutorials"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-multimodal-ai-agent",
      "name": "multimodal ai agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/multimodal_ai_agent",
      "description": "Example starter ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "starter_ai_agents"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-multimodal-video-moment-finder",
      "name": "multimodal video moment finder",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/multimodal_video_moment_finder",
      "description": "Example advanced llm apps from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "advanced_llm_apps"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-notion-mcp-agent",
      "name": "notion mcp agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/mcp_ai_agents/notion_mcp_agent",
      "description": "Example mcp ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "mcp_ai_agents"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-openai-remote-mcp-bridge",
      "name": "openai remote mcp bridge",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/mcp_ai_agents/openai_remote_mcp_bridge",
      "description": "Example mcp ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "mcp_ai_agents"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-openai-research-agent",
      "name": "openai research agent",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/openai_research_agent",
      "description": "Example starter ai agents from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "starter_ai_agents"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-openai-sdk-crash-course",
      "name": "openai sdk crash course",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/ai_agent_framework_crash_course/openai_sdk_crash_course",
      "description": "Example ai agent framework crash course from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "ai_agent_framework_crash_course"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "awesome-opensource-voice-dictation-agent-wispr-flow-clone",
      "name": "OpenSource Voice Dictation Agent (Wispr Flow clone)",
      "url": "https://github.com/akshayaggarwal99/jarvis-ai-assistant",
      "description": "Example LLM app from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps (curated)",
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "awesome-openwork-open-browser-automation-agent",
      "name": "Openwork - Open Browser Automation Agent",
      "url": "https://github.com/accomplish-ai/coworker",
      "description": "Example LLM app from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps (curated)",
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "strix-pentest-skill",
      "name": "Penetration testing with Strix",
      "kind": "skill-source",
      "tags": [
        "security",
        "pentest",
        "t3rnel"
      ],
      "links": [],
      "url": "https://github.com/t3ratech/t3rnel",
      "description": "Autonomous AI pentest skill — exploits and proves vulns (OWASP+).",
      "access": "oss",
      "pricing": "free",
      "github": {
        "repo": "t3ratech/t3rnel"
      },
      "kinds": [
        "skill-source"
      ],
      "facets": {
        "topic": [
          "security",
          "pentest"
        ],
        "host": [
          "t3rnel"
        ],
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-qwen-local-rag",
      "name": "qwen local rag",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/qwen_local_rag",
      "description": "Example rag tutorials from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "rag_tutorials"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-rag-agent-cohere",
      "name": "rag agent cohere",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/rag_agent_cohere",
      "description": "Example rag tutorials from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "rag_tutorials"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-rag-chain",
      "name": "rag chain",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/rag_chain",
      "description": "Example rag tutorials from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "rag_tutorials"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-rag-database-routing",
      "name": "rag database routing",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/rag_database_routing",
      "description": "Example rag tutorials from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "rag_tutorials"
      ],
      "expanded": true,
      "sourceList": "Shubhamsaboo/awesome-llm-apps",
      "kind": "skill-source",
      "facets": {
        "oss": [
          "true"
        ]
      }
    },
    {
      "slug": "ala-rag-failure-diagnostics-clinic",
      "name": "rag failure diagnostics clinic",
      "url": "https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/rag_failure_diagnostics_clinic",
      "description": "Example rag tutorials from awesome-llm-apps.",
      "kinds": [
        "skill-source"
      ],
      "source": "Shubhamsaboo/awesome-llm-apps",
      "tags": [
        "example",
        "rag_tutorials"
      ],
      "expanded": true,
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}