/unicli-smart-search

name: unicli-smart-search
description: >
  Route search queries to the best platform via unicli. Use when searching across
  websites, social media, tech forums, news, finance, shopping, or academic sources.
version: 1.1.0
triggers:
  - "search"
  - "find information"
  - "trending"
  - "hot topics"
  - "unicli search"
allowed-tools: [Bash]
protocol: 2.0

When to Use

Searching for information, checking trending topics, or gathering data across platforms. Commands return a v2 AgentEnvelope; pass `-f json` when you need JSON for parsing.

Pre-Check

unicli search "<intent>"              # Discover from live registry first
unicli list --site <site>             # Verify subcommands exist
unicli describe <site> <command>      # Check args, auth, invocation, and recovery
unicli list --personalized            # Discover signed-in user data operations

Search Routing

| Category | Command | | ------------ | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | | **Web** | `unicli duckduckgo search <q>`, `unicli yahoo search <q>`, `unicli brave search <q>`, `unicli baidu search <q>` | | **AI Infra** | `unicli ai profiles`, `unicli ai landscape`, `unicli ai pulse`, `unicli ai search <q>`, `unicli ai sources`, `unicli ai read <url>`, covering first-party labs, hardware, runtimes, model hubs, papers, code, talks, and communities | | **Tech** | `unicli hackernews top`, `unicli hackernews search <q>`, `unicli stackoverflow hot`, `unicli lobsters hot`, `unicli v2ex hot`, `unicli linux-do hot` | | **Social** | `unicli twitter search <q>`, `unicli twitter trending`, `unicli reddit search <q>`, `unicli reddit hot`, `unicli weibo hot`, `unicli zhihu hot`, `unicli tieba hot`, `unicli threads hot` | | **Finance** | `unicli xueqiu hot`, `unicli xueqiu hot-stock`, `unicli binance hot`, `unicli eastmoney hot`, `unicli bloomberg markets`, `unicli yahoo-finance search <q>` | | **Academic** | `unicli arxiv search <q>`, `unicli arxiv paper <id>` | | **Shopping** | `unicli amazon search <q>`, `unicli jd search <q>`, `unicli taobao search <q>`, `unicli smzdm hot`, `unicli xianyu search <q>` | | **Video** | `unicli bilibili hot`, `unicli bilibili search <q>`, `unicli youtube search <q>`, `unicli tiktok search <q>` | | **News** | `unicli toutiao hot`, `unicli 36kr hot`, `unicli bbc hot`, `unicli cnn top`, `unicli nytimes top`, `unicli reuters top` | | **Dev** | `unicli github-trending daily`, `unicli producthunt hot`, `unicli docker-hub search <q>` | | **Reading** | `unicli douban search <q>`, `unicli douban top250`, `unicli weread ranking`, `unicli wikipedia search <q>` | | **Jobs** | `unicli boss search <q>`, `unicli linkedin search <q>`, `unicli maimai search <q>` |

Multi-Source Pattern

For comprehensive research, query 2-3 complementary sources.

# Tech topic
unicli hackernews search "LLM agents" --limit 10
unicli reddit search "LLM agents" --limit 10
unicli arxiv search "LLM agents" --limit 5

# Current AI infrastructure evidence with normalized provenance
unicli ai profiles -f json
unicli ai landscape --profile world-models -f json
unicli ai pulse --profile inference --window week -f json
unicli ai pulse --profile world-models --window day --include-auth -f json
unicli ai search "CUDA ROCm CANN release notes" --vendors nvidia,amd,huawei-ascend -f json
unicli ai search "interactive generative environment" --profile world-models --sort latest -f json
unicli ai search "distributed inference" --repo vllm-project/vllm --kind community -f json
unicli ai search "ROCm" --sources hf --kind model -f json
unicli ai search "inference runtime" --sort latest --since 2026-01-01 -f json
unicli ai read "https://rocm.docs.amd.com/en/latest/about/release-notes.html" -f json

# Chinese trending
unicli weibo hot --limit 20
unicli zhihu hot --limit 20

# Market research
unicli producthunt hot --limit 10
unicli hackernews search "startup" --limit 10

Personalized Search

Restrict discovery to signed-in user data when the request names the user's feed, saved library, network, account, or activity.

unicli search "my recommendations on Zhihu" --personalized
unicli search "my saved Instagram posts" --personalized
unicli list --site xiaohongshu --personalized
unicli describe xiaohongshu saved

Run the returned `auth_setup` command when `auth` is `requi