概述

AI Search By Desearch

AI-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.

Quick Start

Get an API key from https://console.desearch.ai
Set environment variable: export DESEARCH_API_KEY='your-key-here'

Usage

# AI contextual search (summarized results from multiple sources)
desearch.py ai_search "What is Bittensor?" --tools web,reddit,youtube

# AI web link search (curated links from specific sources)
desearch.py ai_web "machine learning papers" --tools arxiv,web,wikipedia

# AI X/Twitter link search (curated post links)
desearch.py ai_x "crypto market trends" --count 20

Commands

Command	Description
---------	-------------
`ai_search`	AI-summarized search across multiple sources. Returns aggregated results with context.
`ai_web`	AI-curated link search. Returns the most relevant links from chosen sources.
`ai_x`	AI-powered X/Twitter search. Returns the most relevant post links for a topic.

Options

Option	Description	Applies to
--------	-------------	------------
`--tools`, `-t`	Sources to search: `web`, `hackernews`, `reddit`, `wikipedia`, `youtube`, `arxiv`, `twitter` (comma-separated)	Both
`--count`, `-n`	Number of results (default: 10, max: 200)	All
`--date-filter`	Time filter: `PAST_24_HOURS`, `PAST_2_DAYS`, `PAST_WEEK`, `PAST_2_WEEKS`, `PAST_MONTH`, `PAST_2_MONTHS`, `PAST_YEAR`, `PAST_2_YEARS`	`ai_search`

Examples

Research a topic with AI summary

desearch.py ai_search "What are the latest developments in quantum computing?" --tools web,arxiv,reddit

Find academic papers

desearch.py ai_web "transformer architecture improvements 2026" --tools arxiv,web

Get recent news from multiple sources

desearch.py ai_search "AI regulation news" --tools web,hackernews,reddit --date-filter PAST_WEEK

Find YouTube tutorials

desearch.py ai_web "learn rust programming" --tools youtube,web

AI-curated X/Twitter links on a topic

desearch.py ai_x "latest AI breakthroughs" --count 20

Response

Example (truncated)

{
  "tweets": [
    {
      "id": "2023465890369728573",
      "text": "Superposition allows qubits to encode multiple possibilities...",
      "url": "https://x.com/rukky_003/status/2023465890369728573",
      "created_at": "2026-02-16T18:33:57.000Z",
      "like_count": 5,
      "retweet_count": 0,
      "view_count": 155,
      "reply_count": 0,
      "quote_count": 2,
      "lang": "en",
      "is_retweet": false,
      "is_quote_tweet": true,
      "media": [],
      "user": {
        "id": "1316260427190472704",
        "username": "rukky_003",
        "name": "RuqoCrypto 🧠",
        "url": "https://x.com/rukky_003",
        "followers_count": 2424,
        "verified": false,
        "is_blue_verified": true
      }
    }
  ],
  "search": [
    {
      "title": "What Is Quantum Computing? | IBM",
      "link": "https://www.ibm.com/think/topics/quantum-computing",
      "snippet": "Quantum computers take advantage of quantum mechanics..."
    }
  ],
  "miner_link_scores": {
    "2023465890369728573": "HIGH",
    "https://www.ibm.com/think/topics/quantum-computing": "MEDIUM"
  },
  "completion": "Quantum computing uses qubits that leverage superposition and entanglement to compute in fundamentally different ways than classical computers..."
}

Notes

miner_link_scores keys are tweet IDs for Twitter results and full URLs for web results. Values are "HIGH", "MEDIUM", or "LOW".
media is always an array; empty [] when no media is attached.
completion is always a string; empty string "" if summarization fails.

Errors

Status 401, Unauthorized (e.g., missing/invalid API key)

{
  "detail": "Invalid or missing API key"
}

Status 402, Payment Required (e.g., balance depleted)

{
  "detail": "Insufficient balance, please add funds to your account to continue using the service."
}

Resources

版本历史

共 1 个版本

v1.0.2 当前

2026-03-29 11:37 安全安全

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