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 weibo-comment-searchgit 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/weibo-comment-search)<a href="https://agentmods.dev/skills/redfox-data/redfox-community-dsh/weibo-comment-search"><img src="https://agentmods.dev/badge/skills/redfox-data/redfox-community-dsh/weibo-comment-search/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/weibo-comment-search"><img src="https://agentmods.dev/badge/skills/redfox-data/redfox-community-dsh/weibo-comment-search.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 | $0.00080 | $0.03106 |
| Opus 5 | $0.00040 | $0.01553 |
| Sonnet 5 | $0.00016 | $0.00621 |
| Haiku 4.5 | $0.00008 | $0.00311 |
Grade A, and why
weibo-comment-search scanned grade A with 1 finding 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 7d 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
# 脚本使用 urllib（Python 标准库），无需额外安装依赖 How it starts
The opening of the file, as written. The whole thing — 274 lines — stays where its author put it; the contents beside it link to each section on GitHub.
微博评论分析
📝 简介
微博评论分析工具，输入微博博文链接，即可查看该博文的一级评论数据，支持分页浏览和 AI 情感分析。在对话中展示当前页全部评论及 AI 总结分析，同时生成包含当前页数据和总结的交互式 HTML 报告。
✨ 功能特性
| 功能模块 | 能力描述 | 核心价值 |
|---|---|---|
| 评论查询 | 输入微博博文链接查询评论 | 一键查看任意博文的评论 |
| 分页浏览 | 支持多页结果浏览 | 逐页探索更多评论 |
| AI 总结 | 四维情感分析（积极/负面/需求/竞品） | 快速了解评论舆情全貌 |
| HTML 报告 | 深色主题交互式报告 | 离线保存/分享分析结果 |
🔑 鉴权
获取 API Key
请前往 红狐hub 获取 API KEY
配置 API Key
方案1: 以 Qoder 为例，将 REDFOX_API_KEY 添加到 ~/.openclaw/openclaw.json 中：
{ "env": { "REDFOX_API_KEY": "ak_xxxx..." } }
方案2: 终端配置
export REDFOX_API_KEY="ak_xxxx..."
🔄 工作流程
Step 1：理解用户意图，提取 opusId
1. 从微博博文链接中提取 opusId
- 若用户提供了博文链接（如
https://weibo.com/1784473157/R8X4f2lnq），从中提取 opusId（R8X4f2lnq） - 若用户直接提供了 opusId，直接使用
- 若用户意图模糊（如"帮我查下评论"），主动询问：「请提供微博博文链接」
- 不得在用户未提供链接时擅自猜测并调用脚本
- 若用户在上一轮对话中查询过某博文的评论，且本轮输入模糊（如"下一页"、"评论分析"），沿用上一轮的 opusId
2. 识别页码参数
- 用户提到"下一页"、"第2页" → 对应页码，同时使用上一轮返回的 max_cursor
- 用户提到"上一页" → 当前页 - 1
- 未提及页码 → 默认第 1 页
Step 2：调用查询脚本（自动生成 HTML）
⚠️ 每次调用仅请求一页数据（一次 API 请求），不可擅自发起多次调用拉取多页。
脚本每次调用自动生成 HTML 报告（含 {{PLACEHOLDER}} 占位符，未回填分析数据）。终端展示与 HTML 基于同一次 API 调用，确保数据一致。
python3 ~/.agents/skills/weibo-comment-search/scripts/weibo_comment_search.py "<博文链接或opusId>" [--page 页码] [--cursor 游标] [--output-dir 目录]
参数说明：
| 参数 | 说明 | 默认值 |
|---|---|---|
| input | 微博博文链接或 opusId | — |
--page |
页码，从1开始 | 1 |
--cursor |
翻页游标（首页为 0，后续从返回的 max_cursor 传入） | 0 |
--no-html |
跳过 HTML 报告生成 | — |
--output-dir |
HTML 输出目录 | ~/Downloads/QoderReports |
脚本以 JSON 格式输出：
| 字段 | 说明 |
|---|---|
opus_id |
博文 opusId |
comments |
评论列表 |
max_cursor |
下一页游标 |
has_next |
是否有下一页（true/false） |
page |
当前页码 |
html_path |
生成的 HTML 报告路径（含占位符，待回填） |
每条评论字段：
| 字段 | 说明 |
|---|---|
nickname |
用户昵称 |
uid |
用户 uid |
user_url |
用户主页链接（https://weibo.com/{uid}） |
content |
评论内容 |
comment_like_num |
点赞数（原始数字） |
comment_like_num_fmt |
点赞数（格式化后） |
create_time |
发布时间 |
What ships with it
6 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.
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.
- 7d ago First seen · 274 lines · 80 tokens per session scan A 0aceb8118809
weibo-comment-search is a skill published in the GitHub repository redfox-data/redfox-community-dsh (5 stars, last pushed today), licensed MIT. It adds 80 tokens to every session and 3,106 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
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