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 duolongworld/AI_Renaissance --skill eastmoney_gubagit clone --depth 1 https://github.com/duolongworld/AI_RenaissanceWrote 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/duolongworld/ai_renaissance/eastmoney_guba)<a href="https://agentmods.dev/skills/duolongworld/ai_renaissance/eastmoney_guba"><img src="https://agentmods.dev/badge/skills/duolongworld/ai_renaissance/eastmoney_guba/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/duolongworld/ai_renaissance/eastmoney_guba"><img src="https://agentmods.dev/badge/skills/duolongworld/ai_renaissance/eastmoney_guba.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00054 | $0.01286 |
| Opus 5 | $0.00027 | $0.00643 |
| Sonnet 5 | $0.00011 | $0.00257 |
| Haiku 4.5 | $0.00005 | $0.00129 |
Grade A, and why
eastmoney-guba 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 12d 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 — 133 lines — stays where its author put it; the contents beside it link to each section on GitHub.
东方财富股吧数据契约 Skill
1. 适用范围
所属小组：开发3组（数据）
适用任务：
- 描述从东方财富股吧（guba.eastmoney.com）获取指定个股帖子列表所需的数据契约
- 提供结构化帖子数据（标题、正文、阅读数、回复数、发布时间等），供上游情绪分析 Skill 使用
- 支持热门帖子和最新帖子两种列表
- 热门帖子可额外抓取正文内容
边界说明：
- 本 Skill 只负责说明数据契约，不做任何情绪分析或判断
- 真实抓取逻辑由
data_sources/eastmoney_guba.py中的EastMoneyGubaDataSource.get_posts()执行 - 数据源为东方财富股吧公开页面，用户偏散户，存在数据代表性偏差
- 爬取受反爬策略影响，可能偶尔失败或返回不完整数据
- 本 Skill 不处理限流/代理，调用方需自行处理大规模抓取场景
2. 输入参数
必填参数
| 参数 | 类型 | 说明 | 示例 |
|---|---|---|---|
| stock_code | string | 股票代码（6位数字，支持带 SH/SZ 前缀） | "600519"、"SZ300757" |
| pages | int | 每种列表（热门/最新）抓取的页数 | 2 |
可选参数
| 参数 | 类型 | 默认值 | 说明 |
|---|---|---|---|
| fetch_content | bool | true | 是否为热门帖子抓取正文 |
| timeout | int | 10 | 单次请求超时（秒） |
3. 输出格式
返回结构化的帖子列表：
{
"status": "success",
"stock_code": "600519",
"fetch_time": "2025-05-03T17:00:00",
"total_posts": 284,
"posts": [
{
"post_id": "1234567890",
"title": "茅台要起飞了",
"author": "股友ABC",
"reads": 5230,
"replies": 42,
"post_time": "05-03 14:30",
"url": "https://guba.eastmoney.com/news,600519,1234567890.html",
"source_type": "hot",
"content": "今天放量突破，主力资金进场..."
},
{
"post_id": "9876543210",
"title": "跌吧跌吧",
"author": "股友XYZ",
"reads": 120,
"replies": 3,
"post_time": "05-03 15:20",
"url": "https://guba.eastmoney.com/news,600519,9876543210.html",
"source_type": "latest",
"content": ""
}
]
}
字段说明
| 字段 | 类型 | 说明 |
|---|---|---|
| post_id | string | 帖子唯一ID |
| title | string | 帖子标题 |
| author | string | 作者昵称 |
| reads | int | 阅读数 |
| replies | int | 回复数 |
| post_time | string | 发布时间（格式 MM-DD HH:mm） |
| url | string | 帖子完整URL |
| source_type | string | "hot"（热门帖子）或 "latest"（最新帖子） |
| content | string | 帖子正文（仅热门帖子且 fetch_content=true 时抓取，最新帖子为空串） |
错误输出
{
"status": "error",
"stock_code": "600519",
"error": "requests 库未安装",
"posts": []
}
4. 数据获取流程
What ships with it
1 file 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.
- 12d ago First seen · 133 lines · 54 tokens per session scan A 625a92834441
eastmoney-guba is a skill published in the GitHub repository duolongworld/AI_Renaissance (59 stars, last pushed 15d ago), licensed Apache-2.0. It adds 54 tokens to every session and 1,286 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 2026-08-30.
Other skills, from other repositories
sector-rotation
An analysis framework for comparing industries in the Chinese A-share stock market, using business conditions, price momentum, valuation, and money flows. It produces rankings and higher- or lower-allocation suggestions.
strategy-pivot-designer
Detect backtest iteration stagnation and generate structurally different strategy pivot proposals when parameter tuning reaches a local optimum.
twitter-reader
Read Twitter/X for financial research using opencli (read-only). Use this skill whenever the user wants to read their Twitter feed, search for financial tweets, view bookmarks, look up user profiles, or gather market sentiment from Twitter/X. Triggers include: "check my feed", "search Twitter for", "show my…
chenhao-limit-up
A framework for judging Chinese A-share stocks that have reached the daily price-rise limit, using market mood, sector leadership, and trading momentum.
furusato
A Japanese hometown-tax donation manager for furusato nozei, a system where donations to municipalities can qualify for an income-tax or local-tax deduction. It reads donation receipts, stores donation records, and calculates deduction limits.
reading-receipt
An image-reading workflow for extracting structured information from receipts, invoices, and hometown-tax donation certificates. It can first extract text from PDFs and otherwise read their images.