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william-zwy/octos-p/deep-search
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name: deep-search description: Deep multi-round web research with parallel fetching. Triggers: deep search, research, 深度搜索, 调研, investigate, deep research. version: 2.0.0 author: octos always: true


Deep Search

Overview

The search tool performs deep multi-round web research. It iteratively searches from multiple angles, fetches pages in parallel, chases the most-referenced external sources, and produces a structured research report.

Usage

Call search with a query and optional depth. The tool will:

  1. Round 1: Search the web using Perplexity Sonar (preferred) or other available engines
  2. Rounds 2+: Generate follow-up queries from different angles (time-qualified, subtopic-focused, controversy/analysis)
  3. Parallel fetch: Crawl all discovered URLs concurrently (8 connections)
  4. Reference chasing: Extract outbound links from crawled pages, fetch the most-cited external sources
  5. Report: Build a structured report with overview, source previews, and search query log
  6. Save: Everything saved under ./research/<query-slug>/

Parameters

  • query (required, string): The research topic or question to investigate.
  • depth (optional, integer, default: 2): Research depth:
  • 1 = Quick: single search round + crawl (~1 min, up to 10 pages)
  • 2 = Standard: 3 search rounds + reference chasing (~3 min, up to 30 pages)
  • 3 = Thorough: 5 search rounds + aggressive link chasing (~5 min, up to 50 pages)
  • max_results (optional, integer, default: 8): Number of search results per round (1-10).
  • search_engine (optional, string): Preferred search engine. Options: perplexity, duckduckgo, brave, you. Defaults to auto-detection (prefers Perplexity).

Example

json
{
"query": "AI regulations worldwide 2026",
"depth": 2
}

Output

Returns a structured research report including:

  • Overview (initial search answer)
  • Source details with inline previews (first 2000 chars of each page)
  • List of all search queries used
  • Summary with page count and save location

Use read_file on specific source files for full content when you need detailed synthesis.

Saved Files

Results are saved to ./research/<query-slug>/:

  • _<query-slug>.md -- structured research report (topic-named; leading _ keeps it out of read_sources' source-ingestion path on subsequent synthesis runs; see issue #897)
  • _search_results.md -- combined raw search results from all rounds
  • 01_<domain>.md -- full page content from first source
  • 02_<domain>.md -- full page content from second source
  • etc.

Environment Variables

  • PERPLEXITY_API_KEY -- enables Perplexity Sonar (recommended, best for deep research)
  • BRAVE_API_KEY -- enables Brave Search
  • YDC_API_KEY -- enables You.com search

Without API keys, DuckDuckGo HTML search is used as fallback.

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