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Code Prose

OrganizationPopular
EpicenterHQ
code-prose

Apply Orwell's rules to the prose inside code — identifiers and comments — without changing behavior. Use when names, word choice, or comments need an editorial pass.

Overview

PublisherEpicenterHQ
Repositoryepicenter
Skill namecode-prose
Stars
4.8K
Forks
386
Bundled files
Instructions only
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by EpicenterHQ on GitHub. Read the source before you install it.

Installation

Install the Code Prose AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/EpicenterHQ/epicenter/tree/main/.agents/skills/code-prose
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/EpicenterHQ/epicenter.git /tmp/epicenter
mkdir -p .claude/skills
cp -r /tmp/epicenter/.agents/skills/code-prose .claude/skills/code-prose
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Code Prose in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Code Prose on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Code Prose is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Review changes in the current branch, or in the scope the user specifies. Apply these criteria without changing behavior. Only touch code in that scope, and run the relevant existing checks after changes.

Word choice in code and comments

Variable names, function names, and comments are all prose. Apply Orwell's rules ("Politics and the English Language") to each:

Never use a long word where a short one will do.

If it is possible to cut a word out, always cut it out.

Never use the passive where you can use the active.

Never use a foreign phrase, a scientific word, or a jargon word if you can think of an everyday English equivalent.

Latinate vocabulary (reconcile, coalesce, normalize, reconciliation) sounds technical and abstract; Anglo-Saxon words (prune, run, watch, stop, drop, walk) are short and physical. Prefer the Saxon word.

Names

  1. One word per concept, one concept per word. Keep a vocabulary. If sync names "pulling remote changes," it cannot also name "flushing edits to disk;" rename one of them.
  2. Cut words the context already carries. A module named workspaceWatcher does not need startNativeWorkspaceWatcher; watchWorkspace says the same thing.
  3. A compound name is usually a hedge:
  • ❌ lastObservedDiskContent is a specification to defend
  • ✅ baseline is a readable description

Comments

State, in plain English, the constraint the code cannot show: why the non-obvious exists.

  • ✅ If code is complex and the implementation is non-obvious, add a comment.
  • ✅ If a function contains complex behaviors or side effects, add a doc comment.
  • 🗑️ If a comment narrates change history from the conversation, delete it.
  • 🗑️ If a comment restates code whose behavior is self-evident, delete it.

Overfitting

Code must stand on its own. If a name or comment only makes sense to someone who watched it happen (this conversation, this PR), it is overfitted. Write for the reader who arrives with no history: rewrite it against the codebase's own vocabulary.

For the structural half of the same discipline — file shape, derivable state, and compatibility with code that never shipped — use refactoring methods.

Frequently asked questions

What does the Code Prose AI skill do?

Apply Orwell's rules to the prose inside code — identifiers and comments — without changing behavior. Use when names, word choice, or comments need an editorial pass.

Why use Code Prose on TypingMind?

Because you install it once and use it with any model. Code Prose is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Code Prose in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/EpicenterHQ/epicenter/tree/main/.agents/skills/code-prose. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Code Prose?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Code Prose?

As many as you like. As long as a model supports skills, you can use Code Prose with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Code Prose AI skill free?

It is published on GitHub by EpicenterHQ. Check the repository for licensing terms. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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