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investor-distiller SKILL.md skillA

investor-distiller from redfox-data/redfox-community-dsh is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add redfox-data/redfox-community-dsh/investor-distiller@git:20260908.b566bb6

Pins git:20260908.b566bb6 in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: redfox-data/redfox-community-dsh
Path: skills/investor-distiller/SKILL.md
Versions recorded: 2
Latest version: git:20260908.b566bb6, committed Sep 8, 2026
First version recorded: Aug 17, 2026
Size: 16,975 bytes
Repository stars: 10
License: MIT

公众号投资博主蒸馏器。通过公众号文章数据，自动提取交易体系、市场判断、表达风格、内容深度、互动特征、热点图谱、人设基因七维DNA，输出结构化风格画像 profile。触发词：蒸馏投资博主、蒸馏大V、蒸馏公众号大V、分析投资博主风格、提取交易体系、风格画像、投资博主蒸馏。.

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

# 公众号投资博主蒸馏器

> **免责声明**：本工具仅供学习研究使用，蒸馏产物为风格模拟参考，不构成任何投资建议。
> 所有生成内容必须标注「AI 风格模拟，不构成投资建议」。

## 📝 简介

自动化的公众号投资博主风格蒸馏工具。输入公众号微信号和文章数量，自动采集文章并提取七维DNA投资风格画像，输出结构化的交易体系、市场判断、表达风格等完整分析报告。

## ✨ 功能特性

| 功能模块 | 能力描述 | 核心价值 |
|---------|---------|----------|
| 文章自动采集 | 通过微信号批量拉取公众号历史文章，支持 20/60/100 篇三档 | 无需手动整理，一键获取完整素材 |
| 七维DNA蒸馏 | 提取交易体系、市场判断、表达风格、内容深度、互动特征、热点图谱、人设基因 | 结构化画像，可复用可对比 |
| 双层特征提取 | 表层（术语/个股频次）+ 思维层（分析工具/论证模式/语气量化） | 不仅像博主说的话，更像博主的思考 |
| 质量校验闭环 | 三维度评分（个股/风格/体系），≥80% 准出，双层审计 | 画像准确性有保障 |
| 风格化模拟 | 基于画像生成风格一致的个股/市场分析，含数据来源标注与免责声明 | 可复现博主风格的分析输出 |

## ⚠️ 蒸馏质量铁律

> **必须从raw全文逐篇提取，禁止依赖任何clean/NER中间层。**

蒸馏准确性直接决定画像质量。经验表明，clean阶段的个股NER提取管线会遗漏大量信息（如一篇提及6只股票的文章可能只提取0-2只），导致画像基于不完整数据构建。因此：

1. **raw全文原则**：所有提取（个股/短语/板块/风格）必须直接遍历raw文章正文，不经过任何预处理过滤
2. **词典+别名匹配**：个股提取使用完整词典（含口语化别名，如"上证指数"→"上证/大盘/沪指/A股"），确保宽松但准确
3. **文章级板块计数**：板块关注度按文章级别计数（每篇只计一次），比词频更准确反映博主真实关注方向
4. **领域专用短语**：使用投资领域专用关键词列表提取关键短语，比通用句子频次统计更精准
5. **校验闭环**：蒸馏完成后必须执行准确性校验（`--validate`），≥80%方可准出

---

## 七维DNA蒸馏结构

| # | 维度 | 回答什么 | 关键字段 |
|---|------|---------|---------|
| 1 | 交易体系 | TA怎么交易？ | 核心模式、选股逻辑、买卖信号、仓位管理 |
| 2 | 市场判断 | TA怎么看市场？ | 交易流派、板块偏好、持仓周期、多空条件 |
| 3 | 表达风格 | TA怎么写/说？ | 文章结构、标志性表达、标题/开头/结尾模式、语气 |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add redfox-data/redfox-community-dsh/investor-distiller@sha256:c312616bfefea030

The line at the top of this page pins the label git:20260908.b566bb6, 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.

Badge

[![mdr](https://markdownregistry.com/badge/art_3zdotdugnil5uo4e.svg)](https://markdownregistry.com/a/art_3zdotdugnil5uo4e)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, between Aug 17, 2026 and Sep 8, 2026, about one every 22 days.

version	committed	commit	size	audit
git:20260908.b566bb6 latest	2026-09-08	b566bb6	16,975 B	A	view · diff
git:20260817.17b8940	2026-08-17	17b8940	16,972 B	A	view

Audit of the latest version

A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.

pass: Frontmatter block present
pass: Frontmatter declares a name
pass: Frontmatter declares a description
pass: Size between 200 bytes and 200 KB (16975 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
pass: No script tag

Source

GitHub

redfox-data/redfox-community-dsh · 10 stars · license MIT · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_3zdotdugnil5uo4e
GET https://markdownregistry.com/api/v1/resolve?ref=redfox-data/redfox-community-dsh/investor-distiller
GET https://markdownregistry.com/api/v1/blob/c312616bfefea030b03a6cedad30b4765bc17075a54c149ce893e2e80f5ebf73

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.

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