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Deep Research

通过本地 Agentic RAG-CN 服务同时检索 11 个中英文来源(百度、必应、搜狗、夸克、ChinaSo、微信、Yandex、知乎、B站、V2EX、GitHub),返回结构化答案、证据表、置信度、矛盾点和来源列表;服务不可用时回退到内置 web_search。需要本地服务与 curl/Python 环境。

nb-clh
nb-clh
热度 24.68
最近更新 2026-05-20 18:43:33
分类:搜索依赖:第三方 API / 代码执行应用场景:研究 / 摘要总结

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add agentic-rag-cn
Metadata
name
deep-research
description
Deep web research across 11 Chinese and international sources (Baidu, Bing, Sogou, Quark, ChinaSo, WeChat, Yandex, Zhihu, Bilibili, V2EX, GitHub). Use when the user asks for deep research, comprehensive search, multi-source search, or needs results from Chinese platforms (Zhihu, Bilibili, WeChat). Falls back to built-in web_search if the API is unavailable.

Deep Research

Search across 11 sources simultaneously via a local Agentic RAG-CN API, then synthesize results with evidence tables and contradiction detection.

Prerequisites

Agentic RAG-CN must be running locally. Check with:

curl -s http://localhost:18888/health

If unavailable, fall back to built-in web_search tool.

Usage

Call the API with a POST request:

curl -s -X POST http://localhost:18888/api/analyze \
  -H "Content-Type: application/json" \
  -d '{"question": "用户的问题"}'

Parse the JSON response and present results to the user in a readable format.

Response Format

The API returns:

  • answer — Structured answer with evidence tables
  • sources — List of sources used (with URLs)
  • confidence — Confidence score (0-1)
  • contradictions — Any contradictions found across sources
  • trace — Pipeline execution trace (16 steps)

When to Use vs Fallback

Condition Action
API health check succeeds Use deep-research API
API health check fails Fall back to web_search
User asks about Chinese topics (知乎, B站, 微信) Prefer deep-research
User asks general English questions web_search is usually sufficient

Presenting Results

Format the response as:

  1. Answer summary — 2-3 sentences
  2. Evidence table — Key findings with sources
  3. Contradictions (if any) — Highlight conflicting info
  4. Sources — Numbered list of URLs