news-sentiment-research SKILL.md skillB
news-sentiment-research from qusong0627/quantmind is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add qusong0627/quantmind/news-sentiment-research@git:20261003.8b2ea6aPins git:20261003.8b2ea6a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- qusong0627/quantmind
- Path
skills/news-sentiment-research/SKILL.md- Versions recorded
- 4
- Latest version
- git:20261003.8b2ea6a, committed Oct 3, 2026
- First version recorded
- Aug 29, 2026
- Size
- 16,042 bytes
- Repository stars
- 1,774
- License
- AGPL-3.0
新闻情绪研究方法论 — Huntly RSS 42万篇历史新闻 → FinBERT+词典双引擎情绪 → 事件研究/来源预测力/时段特征/信号强度/首日动量/情绪反转/事件标签 七维深度分析 → 融合规律优化策略回测（来源白名单+时段过滤+多篇确认+首日动量+反转出场+连续/标签加成+无止损+动态止盈）→ 研报级 MD+PDF。用户说「新闻情绪」「新闻规律」「新闻策略」「情绪回测」「消息面研究」时使用。触发词：新闻情绪、新闻规律、情绪分析、消息面、新闻回测、情绪策略.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
> ⚙️ 本技能遵循公共运行环境契约（最高优先级，先于本文其余内容执行）：
> 详见 [_shared/env-contract.md](../_shared/env-contract.md)，执行前先读它。
# news-sentiment-research — 新闻情绪研究方法论
把「RSS 新闻 → 情绪信号 → 交易规律」的完整研究管线沉淀为一套可复现、可升级的流程。核心成果（2026-08-20 实测）：
- **51,741 个有效事件、5,661 只股票、98 个交易日的完整研究**
- **最优策略：+84.34% / Calmar 7.76**（无止损 + 四重过滤 + 动态止盈）
- **动态止盈 100% 胜率是唯一利润引擎；固定止损 100% 亏损**
- **来源预测力跨度 8.66pp（财联社 +5.26% vs 南华早报 -3.40%）**
## 数据链路
```
Huntly SQLite /data/huntly/db.sqlite (423,848 篇)
└─ page.connected_at = Asia/Shanghai 本地时间字符串（陷阱：无 tzinfo，需手动 replace）
▼
PostgreSQL news_article_enrichment 富集
└─ huntly_page_id, tickers[] (后缀 600036.SH), sentiment_label, sentiment_score,
event_tags[], industries[]
└─ 情绪 = FinBERT (0.6) + 金融词典 51,887 词 (0.4) 融合
▼
信号生成 |score| ≥ 0.25
└─ 时间对齐: 盘中(9:30-11:30/13:00-15:00)→当日收盘成交；盘后/盘前/非交易日→下一交易日
▼
QuantDB 前复权日K线 data/quantdb/1_kline_data/daily_forward/dt=YYYYMMDD/data.parquet
└─ compute_limits 涨跌停 / T+1 / ST 剔除 / 停牌顺延
▼
回测引擎 → 研报 MD → md_to_pdf_report.py → PDF → 落盘股票报告目录
```
## ⚠️ 核心陷阱（每个都实测踩过）
| 陷阱 | 正确做法 |
|------|---------|
…Read the whole file at its exact version.
How to install
mdr add qusong0627/quantmind/news-sentiment-research@sha256:9dd2139b83c3f926The line at the top of this page pins the label git:20261003.8b2ea6a, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_yjlzuyig2qwuho65)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Aug 29, 2026 and Oct 3, 2026, about one every 12 days. Its first recorded version is graded C and its latest B.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261003.8b2ea6a latest | 2026-10-03 | 8b2ea6a | 16,042 B | B | view · diff |
| git:20260919.a5c8006 | 2026-09-19 | a5c8006 | 16,044 B | B | view · diff |
| git:20260829.c9fd96c | 2026-08-29 | c9fd96c | 17,881 B | C | view · diff |
| git:20260829.cda0e48 | 2026-08-29 | cda0e48 | 17,887 B | C | view |
Audit of the latest version
- fail: No script tag (matched: <script)
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (16042 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
qusong0627/quantmind · 1,774 stars · license AGPL-3.0 · pushed 2026-10-22 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_yjlzuyig2qwuho65 GET https://markdownregistry.com/api/v1/resolve?ref=qusong0627/quantmind/news-sentiment-research GET https://markdownregistry.com/api/v1/blob/9dd2139b83c3f926f01ec8b7049258e0f485c09587dfef5cf446fb3a6f8c4f8c
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.