Xpersona
agentCLAWHUBUnverified

star-search

Use when asked to search the web, find online information, research topics, get news, look up Chinese content, or check finance / tech news. **v20.42 - LangChain + Dify + 5 分钟安装体验**: 新增 LangChain Tool 适配器 (`integrations/langchain/star_search_tool.py`) + Dify plugin (`integrations/dify/manifest.yaml`), 一键安装脚本 `install.sh`, `.env.example` 模板, 5 分钟快速开始. **v20.41 基础**: English coverage + open scholarly sources (pure-English queries auto-route to Bing HTTP backend; OpenAlex + CrossRef merge). 16 plus engines, intent understanding, observable per-call metrics. The public service exposes standard MCP (4 tools) plus JSON-RPC and SSE. v20 series highlights: sub-second SSE streaming, multi-turn dialog, 4 output formats, Prometheus monitoring, semantic search, AI orchestration layer (intent classification, entity card, cross-source verification), bot-protection workarounds, and a 4-stage end-to-end pipeline that defaults to LLM answer + auto-fetched snippets. 16 plus engines, intent understanding, and observable per-call metrics. Skill: star-search Owner: muchenhengxin Summary: Use when asked to search the web, find online information, research topics, get news, look up Chinese content, or check finance / tech news. **v20.42 - LangChain + Dify + 5 分钟安装体验**: 新增 LangChain Tool 适配器 (integrations/langchain/star_search_tool.py) + Dify plugin (integrations/dify/manifest.yaml), 一键安装脚本 install.sh, .env.example 模板, 5 分钟快速开始. **v20.41 基础**: English cov

OpenClaw
View on ClawHubHomepage

Rank

62

Safety

84

Downloads

2.5k

Updated

Oct 9, 2026

Version

20.42.1

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 2.5K downloads reported by the source. Last updated 10/9/2026.

Avoid when

  • Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Public facts

Every fact links back to the source it came from.

Vendor
Clawhubvendor · observed Oct 9, 2026
Protocol compatibility
OpenClawcompatibility · observed Oct 9, 2026
Adoption signal
2.5K downloadsadoption · observed Oct 9, 2026
Latest release
20.42.1release · observed Sep 10, 2026
Handshake status
UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s17e71h16xypdzk0ztye8zd61x83yxzc:star-search
  1. Setup complexity is classified as HIGH. You must provision dedicated cloud infrastructure or an isolated VM. Do not run this directly on your local workstation.
  2. Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Contract: missing

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-muchenhengxin-star-search/snapshot"

Documentation

CLAWHUB

160,000 characters of source documentation, loaded on request.

Extracted files

5 files captured from the source.

SKILL.md

---
name: star-search
description: "Use when asked to search the web, find online information, research topics, get news, look up Chinese content, or check finance / tech news. **v20.42 - LangChain + Dify + 5 分钟安装体验**: 新增 LangChain Tool 适配器 (`integrations/langchain/star_search_tool.py`) + Dify plugin (`integrations/dify/manifest.yaml`), 一键安装脚本 `install.sh`, `.env.example` 模板, 5 分钟快速开始. **v20.41 基础**: English coverage + open scholarly sources (pure-English queries auto-route to Bing HTTP backend; OpenAlex + CrossRef merge). 16 plus engines, intent understanding, observable per-call metrics. The public service exposes standard MCP (4 tools) plus JSON-RPC and SSE. v20 series highlights: sub-second SSE streaming, multi-turn dialog, 4 output formats, Prometheus monitoring, semantic search, AI orchestration layer (intent classification, entity card, cross-source verification), bot-protection workarounds, and a 4-stage end-to-end pipeline that defaults to LLM answer + auto-fetched snippets. 16 plus engines, intent understanding, and observable per-call metrics."
version: 20.42.0
author: Hermes Agent
license: MIT
metadata:
  hermes:
    tags: [Search, Web, Bing, Sogou, Baidu, 360, Weixin, Toutiao, Zhihu, GitHub, China, Hybrid, HTTP, Playwright, Chinese, Cache, API, OpenAI, Cron, Incremental, CSDN, Cnblogs, Eastmoney, CLS, Sina, Sohu, Quality, Explain, Debug, RSS, Ithome, 36kr, Sspai, Oschina, Woshipm, Global, Public, HTTPS, Frontend, SmartRouting, Finance, MCP, JSON-RPC, SSE, LLM-Answer, Perplexity-Mode, Honest-LLM, Honest-Search, v20, Speed-Optimization, Streaming, Multi-Turn, Monitoring, Prometheus, Grafana, Structured-Output, Favorites, Academic-Search, Code-Search, Intent-Understanding, Cloudflare-Bot-Protection, KB-Card]
    related_skills: [arxiv, blogwatcher, session_search, commercial-opportunity-research, ai-api-relay-station, building-mcp-servers, native-mcp]
    references:
      - v16-v17-legacy-archive.md
      - v16-finance-mode-and-smart-routing.md
      - v16-public-deployment-and-daemon.md
      - v17-frontend-answer-card.md
      - v17-llm-answer-quality-strategy.md
      - mcp-server-zero-deps.md
      - site-bing-proxy-pattern.md
      - incremental-cache-pattern.md
      - llm-answer-honest-prompt.md
      - ai-native-search-transformation.md
      - intent-understanding-test-bench.md
      - intent-detection-rule-priority.md
      - cloudflare-bot-protection.md
      - source-credibility-4d-formula.md
      - v20-40-intent-strat-rule-pitfalls.md
---

# Star Search v20.33 — 速度/流式/多轮/稳定/学术/结构化/收藏/监控/AI 智能层/Cloudflare 应对 一体化中文搜索

> 本 skill 已从 v8.3 演进到 v20.33。v16-v17 归档在 references/v16-v17-legacy-archive.md。GitHub: <project-repo> . 公网: <service-domain> (HSTS+LE证书+nginx 反代)。

## ⚠️ 关键必读 (v20.33 新增)

### Cloudflare Bot 保护 (v20.87)

**症状**: skill/MCP/API 直接调 <service-domain> → 403/503 弹人机验证
**根因**: Cloudflare 把 Python/curl User-Agent 当 bot (无 JS 验证 + 无 Cookie + 来源 IP 是腾讯云)
**关键认识**: **Web 浏览器访问不受影响**, 只有 skill/API/CLI 受影响

**3 选 1 修复方案**:

integrations/dify/README.md

# star-search LangChain & Dify 集成

## LangChain 安装

```bash
pip install langchain pydantic
```

## 使用

```python
from langchain.agents import load_tools
from star_search_langchain import StarSearchTool

tool = StarSearchTool()
result = tool.run("华为 mate 70 价格", mode="quick", top=3)
```

## Dify 集成

把 `dify_plugin/` 整个目录上传到 Dify Marketplace。

## 配置

环境变量：
- `STAR_SEARCH_BASE`：默认 `https://search.token-star.cn/v1`
- 自部署时改为你自己的 API endpoint。

README.md

# Star Search v16.0 — 16 引擎直搜 + 定时增量 + OpenAI API + 智能缓存 + 智能去重 + 质量标识

> **免费中文搜索。16 引擎混动：搜狗HTTP / Bing CN / GitHub Issues / 头条 / 知乎 / 微信公众号（site:bing 直搜免反爬）/ 搜狗PW / 百度 / 360 / 微信PW / Bing国际 + 7 个 site:bing 新引擎（v15.1 csdn/cnblogs/eastmoney/cls/tencent_cloud/sina_finance/sohu）。HTTP 引擎 <1秒直出，v13 智能缓存，v14 OpenAI API + 增量追加，v15 定时 cron 客户端，v16 修复 sogou KeyError + 🌟🌟🌟 质量标识 + --explain 评分透明，全面超越百度千帆 API。**

![Python 3.8+](https://img.shields.io/badge/python-3.8%2B-blue) ![License MIT](https://img.shields.io/badge/license-MIT-green) ![Version 16.0](https://img.shields.io/badge/version-16.0-orange) ![Engines 16](https://img.shields.io/badge/engines-16-brightgreen)

---

## v16.0 核心升级（2026-06-02）

| 升级 | 价值 |
|------|------|
| **修复 sogou KeyError** (v16) | 反复刷 stderr 的"搜狗挂了"假象没了，6/6 mode smoke test 0 错误 |
| **🌟🌟🌟 质量标识** (v16) | `cross_verified >= 3` 标 🌟🌟🌟，可视化"这条结果有多可信" |
| **--explain 评分透明** (v16) | 调试模式显示每条结果的 `cross_verified=+40 · domain_auth=+8` 评分构成 |
| **16 引擎** | v15.1 加 7 个 site:bing 代理 (csdn/cnblogs/eastmoney/cls/tencent_cloud/sina_finance/sohu) |
| **定时增量客户端** (v15) | `cron_refresh.py` 异步并发拉多 query，JSONL 输出，可配 cron |
| **OpenAI-compatible API** (v14) | FastAPI 5 endpoints，subagent/脚本可直接调用 |
| **增量追加** (v14) | `force_refresh` 绕过缓存 + 与历史合并，节省 78% 时间 |
| **智能缓存 v13** | 分桶TTL（news 5min / dev 1h）+ query 归一化 + 桶复用（num 5/8/10 共享）+ 命中率统计 |
| **GitHub Issues 引擎** (v12.1) | 开发者向查询直接拿到 issue 级讨论（带 [bug] / [feature-request] 标签），自动过滤 bot 批量 issue |
| **智能去重** (v12.2) | 主题词 key + Jaccard 双策略合并同事件多转载 |
| **跨源聚合** (v12.2) | ⭐ 标记可视化跨源验证，cluster_size 字段记录合并条数 |
| **dev 模式** (v12.1) | 搜狗HTTP + 百度 + GitHub Issues + Bing CN，开发者首选 |
| **搜狗 HTTP** (v11.2) | 搜狗无需浏览器，0.5-1秒直出 |

---

## 为什么选 Star Search？

百度千帆 API 按量付费 + 来源偏自媒体。Star Search 通过多引擎混合 + 智能去重实现**免费、高质量、可验证**的中文搜索，三类查询全部超越百度 API。

| 维度 | Star Search v12.2 | 百度千帆 API | 对比 |
|:----|:----------------|:-----------|:----:|
| 引擎数 | **7** (HTTP + Playwright) | 1 (百度) | ✅ **远超** |
| 官方来源 | **强** (gov.cn / pbc.gov.cn / 新华网) | 弱 (百家号/自媒体) | ✅ **完胜** |
| 开发者向 | **GitHub Issues 引擎** | 无 | ✅ **独有** |
| 跨源验证 | ⭐ 标记 + cluster_size | 无 | ✅ **独有** |
| 速度 | quick 0.5-1s / deep 4-6s | 1-2s | ⚖️ 持平 |
| 摘要 | 中等 (HTML 解析) | 长 (百字级) | ⚖️ 略弱 |
| 费用 | **免费** | 按量付费 | ✅ **完全替代** |

**实测对比**（3 类查询 × 2 引擎）：

| 查询类型 | baidu-search | star-search v12.2 | 赢家 |
|---------|-------------|------------------|------|
| 政策类（央行 2026 货币政策）| 8条 0官方源，有标题党 | 8条 **4条官方源** | **Star 压倒** |
| 开发者向（Python asyncio 2026）| 8条 CSDN/聚合站 | 8条 + **2条 GitHub Issues** | **Star 完胜** |
| 新闻类（DeepSeek V4 Flash 免费）| 7条自媒体为主 | 8条 6条带 ⭐（最新5/28）| **Star 时效优** |

详细对比：`references/vs-baidu-search-comparison.md`

---

## 快速开始

```bash
# 默认查询（中文→deep 模式，5引擎并发）
python3 scripts/search.py "存储芯片超级周期"

# 开发者向（搜狗HTTP + 百度 + GitHub Issues + Bing CN）
python3 scripts/search.py "FastAPI 异步 中间件" --mode dev

# 极速查询（仅搜狗HTTP，0.5-1秒）
python3 scripts/search.py "华为" --mode quick

# 单引擎（Bing CN 返回真实直链）
python3 scripts/search.py "英伟达" --engine bing_cn

# 时效过滤
python3 scripts/search.py "

_meta.json

{
  "ownerId": "kn74wh1ba6kj8c6gg1ejv8q95982szyc",
  "slug": "star-search",
  "version": "20.42.1",
  "publishedAt": 1789002022290
}

references/camofox-api.md

# Camofox API Quick Reference（Star Search v8.3）

## 核心端点

```bash
# Health check
curl http://localhost:9377/health
# ✓ {"ok":true,"browserConnected":true,"engine":"camoufox"}
# ✓ {"ok":true,"browserConnected":false} — 也正常工作

# 创建tab并导航
curl -s -X POST http://localhost:9377/tabs \
  -H "Content-Type: application/json" \
  -d '{"userId":"search","sessionKey":"RANDOM","url":"https://www.sogou.com/web?query=关键词&ie=utf8"}'

# 获取页面快照（snapshot）
curl -s "http://localhost:9377/tabs/$TAB_ID/snapshot?userId=search"

# 导航到新URL
curl -s -X POST "http://localhost:9377/tabs/$TAB_ID/navigate?userId=search" \
  -H "Content-Type: application/json" \
  -d '{"userId":"search","url":"https://www.example.com"}'

# 关闭tab
curl -s -X DELETE "http://localhost:9377/tabs/$TAB_ID?userId=search"
```

## search.py 已封装所有端点

**不建议直接调用API。** `search.py` 已经封装了完整的搜索流程：

```python
# create_tab → wait_for_snapshot → extract → close_tab
# 三引擎并行 + 去重 + URL解析 + JSON output
```

## 已知问题

| 问题 | 说明 |
|------|------|
| `about:blank` 被拦截 | Camofox不支持`about:`协议，用`https://www.sogou.com/robots.txt`替代 |
| navigate响应url是真实URL | 导航到搜狗短链后，响应`url`字段是JS重定向后的真实URL |
| snapshot中的heading行 | 搜狗结果`level=3`，百度结果也在`level=3` |
| 360短链无法解析 | `so.com/link?m=xxx` navigate后响应仍是短链 |

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Machine-readable data

The same record, as JSON, for agents and crawlers.

{
  "facts": [
    {
      "factKey": "vendor",
      "category": "vendor",
      "label": "Vendor",
      "value": "Clawhub",
      "href": "https://clawhub.ai/muchenhengxin/skills/star-search",
      "sourceUrl": "https://clawhub.ai/muchenhengxin/skills/star-search",
      "sourceType": "profile",
      "confidence": "medium",
      "observedAt": "2026-10-09T14:30:46.033Z",
      "isPublic": true
    },
    {
      "factKey": "protocols",
      "category": "compatibility",
      "label": "Protocol compatibility",
      "value": "OpenClaw",
      "href": "https://www.xpersona.co/api/v1/agents/clawhub-muchenhengxin-star-search/contract",
      "sourceUrl": "https://www.xpersona.co/api/v1/agents/clawhub-muchenhengxin-star-search/contract",
      "sourceType": "contract",
      "confidence": "medium",
      "observedAt": "2026-10-09T14:30:46.033Z",
      "isPublic": true
    },
    {
      "factKey": "traction",
      "category": "adoption",
      "label": "Adoption signal",
      "value": "2.5K downloads",
      "href": "https://clawhub.ai/muchenhengxin/star-search",
      "sourceUrl": "https://clawhub.ai/muchenhengxin/star-search",
      "sourceType": "profile",
      "confidence": "medium",
      "observedAt": "2026-10-09T14:30:46.033Z",
      "isPublic": true
    },
    {
      "factKey": "latest_release",
      "category": "release",
      "label": "Latest release",
      "value": "20.42.1",
      "href": "https://clawhub.ai/muchenhengxin/star-search",
      "sourceUrl": "https://clawhub.ai/muchenhengxin/star-search",
      "sourceType": "release",
      "confidence": "medium",
      "observedAt": "2026-09-10T01:00:22.290Z",
      "isPublic": true
    },
    {
      "factKey": "handshake_status",
      "category": "security",
      "label": "Handshake status",
      "value": "UNKNOWN",
      "href": "https://www.xpersona.co/api/v1/agents/clawhub-muchenhengxin-star-search/trust",
      "sourceUrl": "https://www.xpersona.co/api/v1/agents/clawhub-muchenhengxin-star-search/trust",
      "sourceType": "trust",
      "confidence": "medium",
      "observedAt": null,
      "isPublic": true
    }
  ],
  "events": [
    {
      "eventType": "release",
      "title": "Release 20.42.1",
      "description": "v20.42.1 - install.sh + LangChain tool + Dify plugin + privacy cleanup",
      "href": "https://clawhub.ai/muchenhengxin/star-search",
      "sourceUrl": "https://clawhub.ai/muchenhengxin/star-search",
      "sourceType": "release",
      "confidence": "medium",
      "observedAt": "2026-09-10T01:00:22.290Z",
      "isPublic": true
    }
  ]
}

Record generated Oct 10, 2026.

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