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    "sections": [
      {
        "title": "AI Search By Desearch",
        "body": "AI-powered multi-source search that aggregates results from web, Reddit, Hacker News, YouTube, ArXiv, Wikipedia, and X/Twitter — returning either\nsummarized answers or curated links."
      },
      {
        "title": "Quick Start",
        "body": "Get an API key from https://console.desearch.ai\nSet environment variable: export DESEARCH_API_KEY='your-key-here'"
      },
      {
        "title": "Usage",
        "body": "# AI contextual search (summarized results from multiple sources)\ndesearch.py ai_search \"What is Bittensor?\" --tools web,reddit,youtube\n\n# AI web link search (curated links from specific sources)\ndesearch.py ai_web \"machine learning papers\" --tools arxiv,web,wikipedia\n\n# AI X/Twitter link search (curated post links)\ndesearch.py ai_x \"crypto market trends\" --count 20"
      },
      {
        "title": "Commands",
        "body": "CommandDescriptionai_searchAI-summarized search across multiple sources. Returns aggregated results with context.ai_webAI-curated link search. Returns the most relevant links from chosen sources.ai_xAI-powered X/Twitter search. Returns the most relevant post links for a topic."
      },
      {
        "title": "Options",
        "body": "OptionDescriptionApplies to--tools, -tSources to search: web, hackernews, reddit, wikipedia, youtube, arxiv, twitter (comma-separated)Both--count, -nNumber of results (default: 10, max: 200)All--date-filterTime filter: PAST_24_HOURS, PAST_2_DAYS, PAST_WEEK, PAST_2_WEEKS, PAST_MONTH, PAST_2_MONTHS, PAST_YEAR, PAST_2_YEARSai_search"
      },
      {
        "title": "Research a topic with AI summary",
        "body": "desearch.py ai_search \"What are the latest developments in quantum computing?\" --tools web,arxiv,reddit"
      },
      {
        "title": "Find academic papers",
        "body": "desearch.py ai_web \"transformer architecture improvements 2026\" --tools arxiv,web"
      },
      {
        "title": "Get recent news from multiple sources",
        "body": "desearch.py ai_search \"AI regulation news\" --tools web,hackernews,reddit --date-filter PAST_WEEK"
      },
      {
        "title": "Find YouTube tutorials",
        "body": "desearch.py ai_web \"learn rust programming\" --tools youtube,web"
      },
      {
        "title": "AI-curated X/Twitter links on a topic",
        "body": "desearch.py ai_x \"latest AI breakthroughs\" --count 20"
      },
      {
        "title": "Example (truncated)",
        "body": "{\n  \"tweets\": [\n    {\n      \"id\": \"2023465890369728573\",\n      \"text\": \"Superposition allows qubits to encode multiple possibilities...\",\n      \"url\": \"https://x.com/rukky_003/status/2023465890369728573\",\n      \"created_at\": \"2026-02-16T18:33:57.000Z\",\n      \"like_count\": 5,\n      \"retweet_count\": 0,\n      \"view_count\": 155,\n      \"reply_count\": 0,\n      \"quote_count\": 2,\n      \"lang\": \"en\",\n      \"is_retweet\": false,\n      \"is_quote_tweet\": true,\n      \"media\": [],\n      \"user\": {\n        \"id\": \"1316260427190472704\",\n        \"username\": \"rukky_003\",\n        \"name\": \"RuqoCrypto 🧠\",\n        \"url\": \"https://x.com/rukky_003\",\n        \"followers_count\": 2424,\n        \"verified\": false,\n        \"is_blue_verified\": true\n      }\n    }\n  ],\n  \"search\": [\n    {\n      \"title\": \"What Is Quantum Computing? | IBM\",\n      \"link\": \"https://www.ibm.com/think/topics/quantum-computing\",\n      \"snippet\": \"Quantum computers take advantage of quantum mechanics...\"\n    }\n  ],\n  \"miner_link_scores\": {\n    \"2023465890369728573\": \"HIGH\",\n    \"https://www.ibm.com/think/topics/quantum-computing\": \"MEDIUM\"\n  },\n  \"completion\": \"Quantum computing uses qubits that leverage superposition and entanglement to compute in fundamentally different ways than classical computers...\"\n}"
      },
      {
        "title": "Notes",
        "body": "miner_link_scores keys are tweet IDs for Twitter results and full URLs for web results. Values are \"HIGH\", \"MEDIUM\", or \"LOW\".\nmedia is always an array; empty [] when no media is attached.\ncompletion is always a string; empty string \"\" if summarization fails."
      },
      {
        "title": "Errors",
        "body": "Status 401, Unauthorized (e.g., missing/invalid API key)\n\n{\n  \"detail\": \"Invalid or missing API key\"\n}\n\nStatus 402, Payment Required (e.g., balance depleted)\n\n{\n  \"detail\": \"Insufficient balance, please add funds to your account to continue using the service.\"\n}"
      },
      {
        "title": "Resources",
        "body": "API Reference\nDesearch Console"
      }
    ],
    "body": "AI Search By Desearch\n\nAI-powered multi-source search that aggregates results from web, Reddit, Hacker News, YouTube, ArXiv, Wikipedia, and X/Twitter — returning either summarized answers or curated links.\n\nQuick Start\nGet an API key from https://console.desearch.ai\nSet environment variable: export DESEARCH_API_KEY='your-key-here'\nUsage\n# AI contextual search (summarized results from multiple sources)\ndesearch.py ai_search \"What is Bittensor?\" --tools web,reddit,youtube\n\n# AI web link search (curated links from specific sources)\ndesearch.py ai_web \"machine learning papers\" --tools arxiv,web,wikipedia\n\n# AI X/Twitter link search (curated post links)\ndesearch.py ai_x \"crypto market trends\" --count 20\n\nCommands\nCommand\tDescription\nai_search\tAI-summarized search across multiple sources. Returns aggregated results with context.\nai_web\tAI-curated link search. Returns the most relevant links from chosen sources.\nai_x\tAI-powered X/Twitter search. Returns the most relevant post links for a topic.\nOptions\nOption\tDescription\tApplies to\n--tools, -t\tSources to search: web, hackernews, reddit, wikipedia, youtube, arxiv, twitter (comma-separated)\tBoth\n--count, -n\tNumber of results (default: 10, max: 200)\tAll\n--date-filter\tTime filter: PAST_24_HOURS, PAST_2_DAYS, PAST_WEEK, PAST_2_WEEKS, PAST_MONTH, PAST_2_MONTHS, PAST_YEAR, PAST_2_YEARS\tai_search\nExamples\nResearch a topic with AI summary\ndesearch.py ai_search \"What are the latest developments in quantum computing?\" --tools web,arxiv,reddit\n\nFind academic papers\ndesearch.py ai_web \"transformer architecture improvements 2026\" --tools arxiv,web\n\nGet recent news from multiple sources\ndesearch.py ai_search \"AI regulation news\" --tools web,hackernews,reddit --date-filter PAST_WEEK\n\nFind YouTube tutorials\ndesearch.py ai_web \"learn rust programming\" --tools youtube,web\n\nAI-curated X/Twitter links on a topic\ndesearch.py ai_x \"latest AI breakthroughs\" --count 20\n\nResponse\nExample (truncated)\n{\n  \"tweets\": [\n    {\n      \"id\": \"2023465890369728573\",\n      \"text\": \"Superposition allows qubits to encode multiple possibilities...\",\n      \"url\": \"https://x.com/rukky_003/status/2023465890369728573\",\n      \"created_at\": \"2026-02-16T18:33:57.000Z\",\n      \"like_count\": 5,\n      \"retweet_count\": 0,\n      \"view_count\": 155,\n      \"reply_count\": 0,\n      \"quote_count\": 2,\n      \"lang\": \"en\",\n      \"is_retweet\": false,\n      \"is_quote_tweet\": true,\n      \"media\": [],\n      \"user\": {\n        \"id\": \"1316260427190472704\",\n        \"username\": \"rukky_003\",\n        \"name\": \"RuqoCrypto 🧠\",\n        \"url\": \"https://x.com/rukky_003\",\n        \"followers_count\": 2424,\n        \"verified\": false,\n        \"is_blue_verified\": true\n      }\n    }\n  ],\n  \"search\": [\n    {\n      \"title\": \"What Is Quantum Computing? | IBM\",\n      \"link\": \"https://www.ibm.com/think/topics/quantum-computing\",\n      \"snippet\": \"Quantum computers take advantage of quantum mechanics...\"\n    }\n  ],\n  \"miner_link_scores\": {\n    \"2023465890369728573\": \"HIGH\",\n    \"https://www.ibm.com/think/topics/quantum-computing\": \"MEDIUM\"\n  },\n  \"completion\": \"Quantum computing uses qubits that leverage superposition and entanglement to compute in fundamentally different ways than classical computers...\"\n}\n\nNotes\nminer_link_scores keys are tweet IDs for Twitter results and full URLs for web results. Values are \"HIGH\", \"MEDIUM\", or \"LOW\".\nmedia is always an array; empty [] when no media is attached.\ncompletion is always a string; empty string \"\" if summarization fails.\nErrors\n\nStatus 401, Unauthorized (e.g., missing/invalid API key)\n\n{\n  \"detail\": \"Invalid or missing API key\"\n}\n\n\nStatus 402, Payment Required (e.g., balance depleted)\n\n{\n  \"detail\": \"Insufficient balance, please add funds to your account to continue using the service.\"\n}\n\nResources\nAPI Reference\nDesearch Console"
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