What makes 公众号搜索爬虫 notable?

1K downloads. Trust evidence available

How should 公众号搜索爬虫 be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this agent.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

agentCLAWHUBUnverified

公众号搜索爬虫

公众号搜索爬虫 — 通过关键词搜索微信公众号文章，终端表格展示（标题/作者/阅读/点赞/分享/收藏/发布时间/文章链接），自动导出 CSV 并生成交互式 HTML 报告。当用户需要搜索、爬取或浏览公众号文章时使用；也适用于行业热点追踪、竞品内容分析、素材灵感搜集等场景。 Skill: 公众号搜索爬虫 Owner: redfox-data Summary: 公众号搜索爬虫 — 通过关键词搜索微信公众号文章，终端表格展示（标题/作者/阅读/点赞/分享/收藏/发布时间/文章链接），自动导出 CSV 并生成交互式 HTML 报告。当用户需要搜索、爬取或浏览公众号文章时使用；也适用于行业热点追踪、竞品内容分析、素材灵感搜集等场景。 Tags: latest:1.0.2 Version history: v1.0.2 | 2026-09-08T06:02:54.941Z | user - Added English and Chinese README files for improved documentation. - Removed the skill-card.md file. - No changes to core skill logic or features. v1.0.1 | 2026-0

OpenClaw

View on ClawHub Homepage

Rank

Safety

Downloads

1.0k

Updated

Oct 11, 2026

Version

1.0.2

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 1K downloads reported by the source. Last updated 10/11/2026.

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 11, 2026
Protocol compatibility: OpenClawcompatibility · observed Oct 11, 2026
Adoption signal: 1K downloadsadoption · observed Oct 11, 2026
Latest release: 1.0.2release · observed Sep 8, 2026
Handshake status: UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s171kp1a76rjevha5b9m61sxv984vncz:gzh-search

Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
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-redfox-data-gzh-search/snapshot"

Run-check

$0.02 USD

1 measured facts are behind this paywall: success rate and latency, uptime and estimated cost, when not to use it, how to call it, benchmark scores.

Agents pay $0.02 in USDC. A card payment is $0.50, the smallest a card allows.

Documentation

CLAWHUB

22,454 characters of source documentation, loaded on request.

Extracted files

5 files captured from the source.

SKILL.md

---
name: gzh-search-crawler
description: 公众号搜索爬虫 — 通过关键词搜索微信公众号文章，终端表格展示（标题/作者/阅读/点赞/分享/收藏/发布时间/文章链接），自动导出 CSV 并生成交互式 HTML 报告。当用户需要搜索、爬取或浏览公众号文章时使用；也适用于行业热点追踪、竞品内容分析、素材灵感搜集等场景。
---

# 公众号搜索爬虫

输入关键词搜索微信公众号文章，终端表格展示 + CSV 导出 + 交互式 HTML 报告。

> API 请求均携带 `公众号搜索爬虫-SkillHub` 标识。需先配置 API Key，通过环境变量 REDFOX_API_KEY 或 --api-key 参数传入。
> 爬取范围：**腰部以上公众号**近 30 天内发布的文章。
> 关键词限制：**不超过 10 个字符**，超出会提示精简。

---

## 使用场景

当你需要执行以下任务时，应优先使用本技能：

| 场景 | 示例 |
|------|------|
| **行业热点追踪** | 搜 "AI" 了解近期 AI 领域公众号都在讨论什么 |
| **竞品内容分析** | 搜 "大模型" 爬取竞争对手公众号的文章策略 |
| **素材灵感搜集** | 搜 "小红书运营" 获取爆款选题和写作角度 |
| **趋势研究报告** | 搜 "2026 经济" 批量导出 CSV 做数据分析 |
| **寻找优质账号** | 搜 "科技" 发现相关领域的头部公众号 |
| **话题舆情监控** | 搜 "品牌名" 查看公众号对该品牌的讨论风向 |

> 如果你想搜**某个特定公众号的全部历史文章**，应使用 `gzh-subscribe` 技能（公众号文章订阅），它专门针对单账号订阅追踪。

---

## 使用方法

```bash
# 基础搜索
python3 "$SKILL_PATH/assets/search.py" "关键词"

# 指定数量（多页自动翻页）
python3 "$SKILL_PATH/assets/search.py" "AI" --count 50

# 仅导出 CSV
python3 "$SKILL_PATH/assets/search.py" "大模型" --csv-only

# 不自动打开浏览器
python3 "$SKILL_PATH/assets/search.py" "AI" --no-open
```

终端输出按**综合评分**（关键词相关性 + 阅读热度 + 时效新鲜度）降序排列，同分时按阅读量高的优先；结果较少或无结果时自动分层提示。

HTML 报告特性：深色主题 · 实时搜索（300ms 防抖）· 文章卡片点击跳转原文 · 分页加载 · 零结果时引导热门话题。

CSV / HTML 默认保存在 `~/Downloads/QoderGzhSearch/`。

---

## 参数说明

| 参数 | 说明 | 默认值 |
|------|------|--------|
| `keyword` | 搜索关键词（必填，位置参数） | — |
| `--count` | 获取文章数量 | `20` |
| `--sort-type` | 排序方式：`default` / `time` | `default` |
| `--output-dir` | 输出目录 | `~/Downloads/QoderGzhSearch` |
| `--api-key` | 指定 API Key | — |
| `--no-open` | 不自动打开浏览器 | — |
| `--csv-only` | 仅生成 CSV，不生成 HTML | — |
| `--port` | HTML 本地服务端口 | `8766` |

---

## API Key 配置

任选一种方式配置个人 Key：

| 方式 | 命令 |
|------|------|
| 环境变量（推荐） | `export REDFOX_API_KEY=ak_你的密钥` |
| 命令行参数 | `--api-key ak_你的密钥` |
| 配置文件 | `echo '{"api_key":"ak_你的密钥"}' > ~/.qoder/apis/redfox.json` |

注册地址：[redfox.hk](https://redfox.hk/settings/api-keys?source=clawhub)

---

## 功能特点

- **关键词搜索**：实时查询全量微信公众号文章
- **智能评分排序**：三因子（相关性 + 热度 + 时效）综合评分，同分按阅读量降序
- **分层响应降级**：充足时正常浏览 / 较少时引导宽泛搜索 / 无结果时热门兜底
- **终端表格**：标题、作者、阅读、点赞、分享、收藏、发布时间、文章链接
- **CSV 导出**：自动生成 UTF-8 BOM 编码的 CSV
- **HTML 交互报告**：内置搜索框，支持封面图展示，点击卡片跳转原文
- **本地代理服务**：避免浏览器跨域限制

---

## 依赖

```bash
pip3 install requests
```

---

## 常见问题

**Q：搜索范围？**
A：目前覆盖**腰部以上公众号**近 30 天内发布的文章，不保证覆盖所有账号和全部历史。

**Q：我想搜某个特定公众号的所有文章怎么办？**
A：请使用 `gzh-subscribe` 技能（公众号文章订阅），它支持按公众号 ID 订阅追踪单账号的全部文章。

**Q：最多返回多少条？**
A：单次默认 20 条，通过 `--count` 调整，HTML 页面支持分页加载更多。

**Q：数据保存在哪？**
A：`~/Downloads/QoderGzhSearch/`，文件名格式 `公众号搜索_[关键词]_YYYY-MM-DD.csv/html`。

**Q：为什么需要本地服务？**
A：浏览器直接打开 HTML 有跨域限制，内置 HTTP 代理中转 API 请求。

**Q：额度用完怎么办？**
A：前往 [redfox.hk](https://redfox.hk/settings/api-keys?source=clawhub) 注册获取 Token。

README.md

# 公众号搜索爬虫 / gzh-search-crawler

---

## 简介

输入关键词搜索微信公众号文章，终端表格展示并自动导出 CSV + 交互式 HTML 报告。

**核心价值**

- **关键词搜索**：实时查询全量微信公众号文章，覆盖腰部以上公众号近 30 天内容
- **智能评分排序**：综合关键词相关性、阅读热度、时效新鲜度三维评分
- **多格式输出**：终端表格 + CSV 导出 + 交互式 HTML 报告，满足不同场景
- **交互式报告**：HTML 页面内置搜索框，封面图稳定展示，卡片点击跳转原文

**适用对象**

- 🔍 **行业研究员** — 追踪行业热点，批量导出数据做趋势分析
- 📝 **内容创作者** — 发现爆款选题，搜集素材灵感
- 🏢 **竞品分析师** — 监控竞争对手公众号内容策略

---

## 功能特性

### 核心功能

- **关键词搜索**：输入任意关键词（不超过 10 字），实时搜索公众号文章
- **智能排序**：三维评分（相关性 + 热度 + 时效），同分按阅读量降序
- **分层降级**：充足时正常浏览 / 较少时引导宽泛搜索 / 无结果时热门兜底
- **终端表格**：标题、作者、阅读、点赞、分享、收藏、发布时间、文章链接
- **CSV 导出**：自动生成 UTF-8 BOM 编码 CSV，便于数据分析
- **HTML 报告**：内置搜索框（300ms 防抖），封面图展示（自动绕过防盗链），分页加载
- **本地代理服务**：页面搜索请求经本地服务转发，无跨域限制，API Key 不写入 HTML 报告

---

## 密钥获取与安全说明

- 本技能需要使用环境变量：`REDFOX_API_KEY`。
- `REDFOX_API_KEY` 由 [红狐 hub](https://redfox.hk/settings/api-keys?source=clawhub) (`https://redfox.hk`)提供。
- 请前往 [红狐 hub](https://redfox.hk?source=clawhub) 注册账号，获取 `REDFOX_API_KEY`。
- 配置设备环境变量 `REDFOX_API_KEY` 后使用本技能。
- 在提供密钥前，请先确认密钥来源、可用范围、有效期及是否支持重置/撤销。
- 禁止在代码、提示词、日志或输出文件中硬编码/明文暴露密钥。

---

## 使用指南

直接用自然语言说出你想搜的关键词即可。

### 常用说法速查

| 意图 | 示例话术 | 效果 |
|------|---------|------|
| 搜索热点 | 「搜一下 AI 相关的公众号文章」 | 返回 AI 相关热门文章，按评分排序 |
| 竞品分析 | 「搜大模型方向最近的文章」 | 抓取竞品内容策略，导出 CSV 分析 |
| 素材搜集 | 「搜小红书运营的爆款文章」 | 获取同赛道选题和写作角度 |
| 趋势研究 | 「搜 2026 经济相关的公众号文章」 | 批量导出数据做研究报告 |

---

## 使用场景

| 场景 | 角色 | 示例问法 | 收益 |
|------|------|---------|------|
| 行业热点追踪 | 行业分析师 | 「AI 领域最近在讨论什么？」 | 快速了解行业动态与讨论风向 |
| 竞品内容分析 | 内容运营 | 「搜一下竞品公众号的文章」 | 掌握竞品发文策略与爆款规律 |
| 素材灵感搜集 | 创作者 | 「搜小红书运营的爆款选题」 | 获取同赛道灵感，提升创作效率 |
| 趋势研究报告 | 研究员 | 「批量导出某话题的文章数据」 | CSV 导出，方便深度数据分析 |

_meta.json

{
  "ownerId": "kn73hdehkbe5dwfzckzj8yhcw984t4cc",
  "slug": "gzh-search",
  "version": "1.0.2",
  "publishedAt": 1788847374941
}

README.en.md

# WeChat Article Search Crawler / gzh-search-crawler

---

## Overview

Search WeChat public account articles by keyword, display results in a terminal table, and auto-export CSV + interactive HTML reports.

**Core Value**

- **Keyword Search**: Real-time full-database search of verified public account articles from the past 30 days
- **Smart Scoring**: Three-factor ranking (relevance + popularity + recency)
- **Multi-Format Output**: Terminal table + CSV export + interactive HTML report
- **Interactive Report**: Built-in search box, reliable cover image display, click-to-open original articles

**Target Users**

- 🔍 **Industry Researchers** — Track industry trends, batch export data for analysis
- 📝 **Content Creators** — Discover trending topics and creative inspiration
- 🏢 **Competitive Analysts** — Monitor competitor content strategies

---

## Features

### Core Features

- **Keyword Search**: Search by any keyword (max 10 characters), real-time results
- **Smart Ranking**: Three-factor scoring (relevance + popularity + recency), ties broken by reads
- **Tiered Fallback**: Ample results → normal browsing / fewer results → broader search / zero results → trending topics
- **Terminal Table**: Title, author, reads, likes, shares, favorites, publish date, article link
- **CSV Export**: Auto-generated UTF-8 BOM CSV for data analysis
- **HTML Report**: Built-in search (300ms debounce), cover display (bypasses hotlink protection), paginated loading
- **Local Proxy Service**: In-page search requests routed through a local server—no CORS issues, and the API key is never written into the HTML report

---

## API Key Acquisition & Security

- The skill uses the environment variable: `REDFOX_API_KEY`.
- `REDFOX_API_KEY` is provided by [RedFoxHub](https://redfox.hk/settings/api-keys?source=clawhub) (`https://redfox.hk`).
- Visit [RedFoxHub](https://redfox.hk?source=clawhub) to register and obtain your `REDFOX_API_KEY`.
- Configure the device environment variable `REDFOX_API_KEY` before using this skill.
- Before providing your key, verify its origin, scope, validity period, and whether reset/revocation is supported.
- Never hardcode or expose the key in code, prompts, logs, or output files.

---

## Usage

Just say the keyword you want to search.

### Quick Reference

| Intent | Example | Result |
|--------|---------|--------|
| Hot search | "Search AI-related public account articles" | Returns trending AI articles, ranked by score |
| Competitor analysis | "Search recent articles on LLMs" | Captures competitor content, exports CSV for analysis |
| Inspiration | "Search trending articles on Xiaohongshu operations" | Gets topic angles and writing approaches |
| Trend research | "Search 2026 economy articles from public accounts" | Batch exports data for research reports |

---

## Use Cases

| Scenario | Role | Example Query | Benefit |
|----------|------|--------------|---------|
| Industry tracking | Industry analyst | "What's being discussed in AI l

skill-card.md

## Description:

Searches WeChat public account articles by keyword, ranks recent results, displays a terminal table, and exports CSV and interactive HTML reports.

This skill is ready for commercial/non-commercial use.

## Publisher:

[redfox-data](https://clawhub.ai/user/redfox-data)

### License/Terms of Use:

MIT-0

## Use Case:

External users, content researchers, creators, and competitive analysts use this skill to search recent WeChat public account articles, inspect popularity signals, and export results for content research or trend analysis.

### Deployment Geography for Use:

Global

## Known Risks and Mitigations:

Risk: The local report server can expose API-backed search access more broadly than users may expect.

Mitigation: Prefer csv-only or no-open mode when possible, stop the local server promptly after viewing the report, and add proxy authentication or origin checks before broader deployment.

Risk: RedFox API keys may be misused if they are hardcoded, logged, or retained longer than needed.

Mitigation: Use a revocable RedFox API key, verify its scope and validity period, and keep the key out of code, prompts, logs, and generated output files.

Risk: Search terms are sent to the RedFox API and may reveal sensitive research or internal topics.

Mitigation: Avoid sensitive internal search terms and review the API provider's terms and data handling expectations before use.

## Reference(s):

- [ClawHub skill page](https://clawhub.ai/redfox-data/skills/gzh-search)
- [RedFox API key settings](https://redfox.hk/settings/api-keys?source=clawhub)
- [RedFoxHub](https://redfox.hk?source=clawhub)

## Skill Output:

**Output Type(s):** [text, shell commands, configuration, files, markdown]

**Output Format:** [Terminal text plus UTF-8 CSV files and interactive HTML reports; usage guidance may include Markdown and shell commands.]

**Output Parameters:** [1D]

**Other Properties Related to Output:** [Requires a RedFox API key through REDFOX_API_KEY, a CLI flag, or a local config file; supports count, sort, output directory, csv-only, no-open, and port options.]

## Skill Version(s):

1.0.2 (source: server release evidence)

## Ethical Considerations:

Users should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.

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