Agent skill

Investor Distiller

by redfox-data in redfox-data/redfox-community

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。

No licenceAuto-check passed

Install Investor Distiller

skills CLI
$ npx skills add redfox-data/redfox-community --skill investor-distiller -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install redfox-data/redfox-community investor-distiller --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/redfox-data/redfox-community.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/investor-distiller .claude/skills/investor-distiller && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
investor-distiller
GitHub stars
426
Token cost
~2.1k tokens
SKILL.md length
481 words
Files
7 (incl. scripts, references, assets)
Skills in repo
126
Repo updated
First seen
Licence
None found

At a glance

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。

  • Works in 6 steps: 环境准备 → 5: 前置交互 → 公众号文章采集 → …
  • SKILL.md covers 📝 简介, ✨ 功能特性, ⚠️ 蒸馏质量铁律 and 七维DNA蒸馏结构, plus 9 more sections
  • Runs Python scripts from its folder; calls python and pip; reaches redfox.hk; needs REDFOX_API_KEY

What it does

Investor Distiller is an agent skill from redfox-data/redfox-community. 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。

Its SKILL.md is about 2.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 9 other files, including scripts, reference files and assets (for example `README.en.md`, `README.md` and `assets/profile_template.md`).

The repository describes itself as: 红狐数据(RedFoxHub) 技能合集:面向 Agent 的可复用 SKILL 集合,覆盖灵感、选题、文案创作、数据复盘等场景,持续更新。

Example prompts

  • “/investor-distiller”

Requirements

  • Python 3
  • A credential in REDFOX_API_KEY

Workflow steps

6 steps, taken from the step headings in SKILL.md.

  1. 环境准备
  2. 5: 前置交互
  3. 公众号文章采集
  4. 多维资料整合分析
  5. 七维DNA蒸馏
  6. 质量校验

What it can do on your machine

Read from SKILL.md and the folder at commit ec4c534. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 2 files in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python
    • pip

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • redfox.hk

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • REDFOX_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Investor Distiller loads about 2.1k tokens when it runs, and up to ~16k if it reads all its reference files. Until then it costs about 39 tokens; SKILL.md has 481 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~39
When it runs · the whole SKILL.md, loaded when a task matches
~2.1k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~16k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 481 words (~2,116 tokens).

name
investor-distiller

Read the full SKILL.md on GitHub

Files

SKILL.md and 6 other files (scripts, references, assets) in skills/investor-distiller of redfox-data/redfox-community.

  • SKILL.md
  • README.en.md
  • README.md
  • assets/profile_template.md
  • references/蒸馏维度规范.md
  • scripts/distill.py
  • scripts/gzh.py

Open the folder on GitHubat commit ec4c534

Compare with similar skills

Investor Distiller next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Investor Distiller compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Investor Distiller this skillredfox-data/redfox-community426—~2.1kAutomated safety check: PassNone
Investor Outreachaffaan-m/ECC277k6 repos~664Automated safety check: PassMIT
Paperclip Distillpaperclipai/paperclip100k—~2.8kAutomated safety check: PassMIT
Rules Distillationaffaan-m/ECC277k2 repos~2.3kAutomated safety check: PassMIT
Investor Outreachaffaan-m/ECC277k3 repos~223Automated safety check: PassMIT
Investor Materialsaffaan-m/ECC277k3 repos~268Automated safety check: PassMIT

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Questions about Investor Distiller

What does Investor Distiller do?

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。. Investor Distiller is an agent skill from redfox-data/redfox-community.

How do I install Investor Distiller in Claude Code?

Run `npx skills add redfox-data/redfox-community --skill investor-distiller -a claude-code`. Or copy the skill folder (skills/investor-distiller in redfox-data/redfox-community) into .claude/skills/investor-distiller in your project. Claude Code loads it when a task matches its description.

How do I install Investor Distiller in Codex?

Run `npx skills add redfox-data/redfox-community --skill investor-distiller -a codex`. Or copy the skill folder (skills/investor-distiller in redfox-data/redfox-community) into .agents/skills/investor-distiller in your project. Codex loads it when a task matches its description.

Can I use Investor Distiller in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add redfox-data/redfox-community --skill investor-distiller -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/investor-distiller, .gemini/skills/investor-distiller, .github/skills/investor-distiller and .opencode/skills/investor-distiller in your project.

What does Investor Distiller need to run?

Going by SKILL.md and its folder, Investor Distiller needs Python for the scripts in its folder, the command-line tools its instructions call (python and pip) and credentials named REDFOX_API_KEY. Our summary lists: Python 3; A credential in REDFOX_API_KEY.

Does Investor Distiller access the network?

SKILL.md names 1 domain. In commands or code: redfox.hk; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.

Is Investor Distiller safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Investor Distiller use?

No licence was found for Investor Distiller or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Investor Distiller use?

About 2.1k tokens (SKILL.md is roughly 8.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 14k tokens, read only when the agent opens those files.

What are the alternatives to Investor Distiller?

Skills that share tags, products or a category with Investor Distiller: Investor Outreach (affaan-m/ECC, 277k stars), Paperclip Distill (paperclipai/paperclip, 100k stars), Rules Distillation (affaan-m/ECC, 277k stars) and Investor Outreach (affaan-m/ECC, 277k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Investor Distiller?

redfox-data (a GitHub user) maintains it in redfox-data/redfox-community, which has 426 GitHub stars. The repository holds 126 skills in this directory. The repository was last updated on October 10, 2026.

Source: redfox-data/redfox-community on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.