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 gzh-astock-topgit 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/gzh-astock-top)<a href="https://agentmods.dev/skills/redfox-data/redfox-community-dsh/gzh-astock-top"><img src="https://agentmods.dev/badge/skills/redfox-data/redfox-community-dsh/gzh-astock-top/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/gzh-astock-top"><img src="https://agentmods.dev/badge/skills/redfox-data/redfox-community-dsh/gzh-astock-top.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 | $0.00089 | $0.03224 |
| Opus 5 | $0.00044 | $0.01612 |
| Sonnet 5 | $0.00018 | $0.00645 |
| Haiku 4.5 | $0.00009 | $0.00322 |
Grade A, and why
gzh-astock-top scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
- 无第三方依赖（纯标准库：urllib.request, json, os, sys, argparse, datetime） How it starts
The opening of the file, as written. The whole thing — 311 lines — stays where its author put it; the contents beside it link to each section on GitHub.
A股公众号大V
1. 简介
A股公众号大V工具，输入日期获取A股领域30个公众号大V的账号数据与最新文章数据。帮助用户快速掌握A股领域头部公众号的运营表现和最新内容动向。
API 请求均携带
A股公众号大V-GitHub标识。使用环境变量REDFOX_API_KEY鉴权。
2. 功能特性
- 固定账号池：覆盖19个个人大V + 30个官媒/机构，共49个A股头部公众号
- 账号数据：获取每个账号的平均阅读数、红狐指数、账号描述等核心指标
- 当日文章：获取每个账号在指定日期发布的最新文章，含标题、链接、阅读数、点赞、评论等互动数据
- 双分类模式：官媒/机构 + 个人大V 两类分开展示，各类最多30个
- AI概要：基于文章标题自动生成1句话内容概要
- 标题跳转：文章标题渲染为超链接，点击可跳转原文
- 订阅推送：按序号订阅账号，每日只查订阅列表，减少API调用
3. 鉴权配置
获取 API Key
请前往 红狐hub 获取 API Key。
配置方式
| 方式 | 命令 |
|---|---|
| 环境变量（推荐） | export REDFOX_API_KEY=ak_你的密钥 |
| 命令行参数 | --api-key ak_你的密钥 |
| 配置文件 | echo '{"api_key":"ak_你的密钥"}' > ~/.qoder/apis/redfox.json |
4. 使用指南
基础使用
Step 1 — 确认日期：从用户输入中提取查询日期。未指定日期时默认为今天。
Step 2 — 调用脚本：
python3 "$SKILL_PATH/scripts/fetch_astock_accounts.py" --date <日期> --dual-category
- 指定日期：
--date 2026-06-15 - 默认今天：
python3 "$SKILL_PATH/scripts/fetch_astock_accounts.py" --dual-category - 仅查个人大V（不分类）：
python3 "$SKILL_PATH/scripts/fetch_astock_accounts.py" --date 2026-06-15
⚠️ 防重复调用规则（强制）：
- ❌ 禁止先用
head/tail等方式"试运行"脚本 - ❌ 禁止在同一次查询中对同一参数多次调用脚本
- ✅ 每次查询只执行一次脚本命令，直接读取完整输出
Step 3 — 查看结果：脚本返回结构化 JSON 数据，按本指南规定的展示策略输出结果。
数据展示策略
⚠️ 强制输出规则：
- ✅ 必须严格按照本步骤规定的格式输出
- ❌ 禁止在输出前添加任何分析或解读
- ❌ 禁止自作主张给建议或方案
- ✅ 直接读取脚本返回的 JSON 数据，按照对应策略输出
前置说明（展示数据前必须告知用户）
- 数据说明：账号数据来源于红狐API收录的公众号信息，文章数据为账号在指定日期发布的作品（由服务端直接筛选）。互动数据截止为入库时间，非实时数据。
- 排序说明：账号按平均阅读数降序排列
默认查询行为
- 用户未指定日期时，默认查询当天（如 2026-06-17）
- 默认使用
--dual-category --count 120模式，同时输出官媒和大V两类 - 若用户仅说"看看A股大V"或"查查今天的"，直接运行双分类查询
数据充足（accounts ≥ 10）
展示内容：
- 时间范围说明：告知用户查询的日期
- 账号与文章数据表格（含AI概要列）
Markdown表格格式：
📅 查询日期：2026-06-17
【官媒/机构】X 个账号
| # | 公众号 | 平均阅读 | 红狐指数 | 最新文章 | AI概要 | 阅读 | 点赞 | 发布 |
|---|---|---|---|---|---|---|---|---|
| 1 | 金融时报 | 3.2w | 937.1 | 重磅会议明天见 | 聚焦即将召开的重要经济会议，预判政策方向 | 8.3w | 109 | 06-16 |
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.
- README.en.md 7.6 KB
- README.md 6.0 KB
- references/api_guide.md 8.4 KB
- scripts/fetch_astock_accounts.py 11 KB runs code
- scripts/fetch_subscribed_updates.py 16 KB runs code
- scripts/manage_subscriptions.py 10 KB runs code
- scripts/search_user_test_result.json 46 KB
- scripts/verify_search_user.py 14 KB runs code
- subscriptions.json 965 B
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.
- 11d ago First seen · 311 lines · 89 tokens per session scan A b547f741c615
gzh-astock-top is a skill published in the GitHub repository redfox-data/redfox-community-dsh (5 stars, last pushed today), licensed MIT. It adds 89 tokens to every session and 3,224 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 2026-08-31.
Other skills, from other repositories
ito-baskets
Read-only Itô basket and prediction-market data skill. Index the live basket catalog, compare a basket against user-supplied research or a watchlist, build a source-grounded market brief, or draft a non-executable planning worksheet. Use when a user asks to browse or index Itô baskets, compare a basket against notes…
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.
customer-billing-ops
Operate customer billing workflows such as subscriptions, refunds, churn triage, billing-portal recovery, and plan analysis using connected billing tools like Stripe. Use when the user needs to help a customer, inspect subscription state, or manage revenue-impacting billing operations.
cost-aware-llm-pipeline
Cost optimization patterns for LLM API usage — model routing by task complexity, budget tracking, retry logic, and prompt caching. Use when LLM spend needs to come down, or when routing tasks across model tiers and budgets.
prediction-market-oracle-research
Research prediction markets as data sources or oracle signals for products, agents, dashboards, and corporate decision intelligence. Use for source-grounded analysis of market-implied probabilities, caveats, and integration patterns without investment advice. Use when evaluating prediction markets as a data source or…