Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add redfox-data/redfox-community-dsh --skill trending-hub-top10git clone --depth 1 https://github.com/redfox-data/redfox-community-dshWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/redfox-data/redfox-community-dsh/trending-hub-top10)<a href="https://agentmods.dev/skills/redfox-data/redfox-community-dsh/trending-hub-top10"><img src="https://agentmods.dev/badge/skills/redfox-data/redfox-community-dsh/trending-hub-top10/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/redfox-data/redfox-community-dsh/trending-hub-top10"><img src="https://agentmods.dev/badge/skills/redfox-data/redfox-community-dsh/trending-hub-top10.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00064 | $0.04366 |
| Opus 5 | $0.00032 | $0.02183 |
| Sonnet 5 | $0.00013 | $0.00873 |
| Haiku 4.5 | $0.00006 | $0.00437 |
Grade A, and why
trending-hub-top10 scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 365 lines — stays where its author put it; the contents beside it link to each section on GitHub.
全网聚合热点榜
1. 简介
一句话定位：全网聚合热点TOP10榜，基于每小时收录的7大平台热点数据，通过智能事件识别和跨平台归并，输出综合热度最高的TOP10热点事件。
核心价值：解决内容创作者、市场运营者在热点追踪中的三大痛点：
- 热点分散难整合：无需逐个平台查看，一次聚合7大平台热榜
- 跨平台对比困难：自动识别同一事件在不同平台的讨论差异和热度表现
- 趋势判断模糊：基于热度值、上榜时长、平台覆盖等维度智能预测热点走势
适用对象：内容创作者、市场运营人员、媒体编辑、品牌策划、数据分析师。
不支持：该技能不支持查询特定热词详情，仅提供全网热点榜聚合查询。
2. 功能特性
核心功能
| 功能模块 | 能力描述 | 核心价值 |
|---|---|---|
| 🔍 全网热榜聚合 | 实时抓取7大平台热搜数据 | 一键获取全网热点，告别逐平台查看 |
| 🔗 跨平台事件识别 | 智能识别同一事件在不同平台的表述 | 自动归并相似话题，避免重复统计 |
| 📊 热度趋势预测 | 基于热度值、时长、平台覆盖预测走势 | 提前判断热点生命周期，把握创作窗口 |
| 📈 TOP10榜单提供 | 按综合热度排序输出TOP10热点 | 快速定位高价值选题 |
| 💬 跨平台讨论分析 | 展示不同平台的讨论焦点和差异 | 深度洞察舆论生态，精准定位受众 |
| 📄 HTML报告导出 | 生成美观的可视化报告 | 支持图片导出，便于分享存档 |
| ⏰ 订阅推送服务 | 定时推送最新热榜/昨日热榜 | 持续追踪热点动态，不错过关键机会 |
特色亮点
- 智能事件识别：从所有标题中独立识别和归纳具体热点事件，不直接使用原标题
- 可视化HTML报告：自动生成精美HTML报告，支持PDF/图片导出
- 跨平台讨论对比：展示同一事件在不同平台的讨论焦点和差异
- 热度趋势预测：综合分析热度值、上榜时长、排名变化，输出趋势预测
3. 一键安装
鉴权
获取 API Key
请前往 红狐hub 获取API KEY
配置 API Key
方案1: 以OpenClaw为例，将REDFOX_API_KEY添加到~/.openclaw/openclaw.json中，部分内容如下：
{ "env": { "REDFOX_API_KEY": "ak_xxxx..." } }
方案2: 终端配置：
export REDFOX_API_KEY="ak_xxxx..."
依赖安装
pip install python-dateutil==2.8.2
mkdir -p output
环境变量配置
| 变量名 | 说明 | 必填 |
|---|---|---|
REDFOX_API_KEY |
红狐 API Key | 是 |
4. 使用指南
基础使用
查询最新热榜（默认）
python scripts/fetch_hotspot.py --output json
自动计算当前时间的前一个小时作为查询范围。例如：当前时间为 2026-04-16 08:30:00，则查询 2026-04-16 07:00:00 到 2026-04-16 08:00:00 的数据。
查询历史热榜
# 查询昨日热榜（假设今天是2026-04-16）
python scripts/fetch_hotspot.py --start-date "2026-04-15 00:00:00" --end-date "2026-04-16 00:00:00"
日期范围规则：
- 时间格式为
YYYY-MM-DD HH:MM:SS，也可简写为YYYY-MM-DD（自动补全为 00:00:00） - 日期范围是
[start_date, end_date)左闭右开区间 - 最长查询范围：7天
高级使用
标准执行流程
重要原则：智能体完成数据分析并保存JSON后，直接生成HTML报告，不在对话中输出详细榜单。
- 获取热点数据：调用脚本获取原始JSON数据
- 智能体分析并保存JSON：执行热点事件识别，按热度值降序排列取TOP10，保存为
structured_report.json - 自动生成HTML报告：
python scripts/generate_html_report.py --input structured_report.json --output 热点榜报告.html - 对话中输出简要信息：标题 > 统计时间 > HTML报告 > 订阅推送服务询问
What ships with it
9 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- assets/api-data.json 61 KB
- assets/report-template.html 17 KB
- README.en.md 7.1 KB
- README.md 6.0 KB
- references/instruction-list.md 5.0 KB
- references/output-templates.md 9.2 KB
- references/prediction-logic.md 4.3 KB
- scripts/fetch_hotspot.py 7.3 KB runs code
- scripts/generate_html_report.py 11 KB runs code
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 8d ago First seen · 365 lines · 64 tokens per session scan A 4ec310a22b6e
trending-hub-top10 is a skill published in the GitHub repository redfox-data/redfox-community-dsh (6 stars, last pushed yesterday), licensed MIT. It adds 64 tokens to every session and 4,366 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
Other skills, from other repositories
dsh-hooks-authoring
Instructions for writing and debugging dsh-hooks-plugin scripts, which run during tool or session events such as before a tool call or after it finishes. These scripts return JSON decisions such as allowing, asking about, or denying an action.
web-artifact-designer
A design workflow for producing self-contained HTML or SVG files that open directly in a browser. It covers visual work such as posters, infographics, landing pages, charts, banners, cards, and interface mockups.
dsh-web-pet-developer
Create a pet for the dsh-pet plugin and integrate it into the dsh web GUI — author a v2 pet.json manifest plus an 8-column x 9-row atlas per the Codex/hatch-pet contract (live2d pets, voice packs and status decorations included), drop it into the pet-center user directory or contribute it as a built-in asset under…
company-research-method
A documented process for researching a company using supplied files and selected public sources. It produces a company overview with business details, sourced financial figures, and stated risks.
dsh-plugin-guide
Use when developing, reviewing, packaging, debugging, or answering questions about DeepSeek Harness (DSH) plugins — the plugin-based agent harness on vendored Cordis. Applies the official plugin-development constraints (plugin contract, cordis.yml layers, services/events/effects, tool DSL, bundles/profiles) backed by…
living-docs-governance
Keep a long-lived project's documentation from rotting by assigning existing project docs clear constitution, map, status, and history roles, then wiring the active agent harness to those canonical sources. Use in the maintain phase when docs drift from code, agents lose context between sessions, or intentional…