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Ponytail Debt

CommunityPopular
DietrichGebert
ponytail-debt

Harvest every `ponytail:` comment in the codebase into a debt ledger, so the deliberate shortcuts and deferrals ponytail leaves behind get tracked instead of rotting into "later means never". Use when the user says "ponytail debt", "/ponytail-debt", "what did ponytail defer", "list the shortcuts", "ponytail ledger", or "what did we mark to do later". One-shot report, changes nothing.

Overview

PublisherDietrichGebert
Repositoryponytail
Skill nameponytail-debt
Stars
141.3K
Forks
7.6K
Bundled files
Instructions only
LicenseMIT
Links
Skill sourceRepositoryHomepage
  • 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 DietrichGebert on GitHub. Read the source before you install it.

Installation

Install the Ponytail Debt 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.
  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/DietrichGebert/ponytail.git /tmp/ponytail
mkdir -p .claude/skills
cp -r /tmp/ponytail/skills/ponytail-debt .claude/skills/ponytail-debt
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Ponytail Debt 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 Ponytail Debt 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 Ponytail Debt 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.

Every deliberate ponytail shortcut is marked with a ponytail: comment naming its ceiling and upgrade path. This collects them into one ledger so a deferral can't quietly become permanent.

Scan

Grep the repo for comment markers, skipping node_modules, .git, and build output:

grep -rnE '(#|//) ?ponytail:' . (add other comment prefixes if your stack uses them)

Each hit is one ledger row. The comment prefix keeps prose that merely mentions the convention out of the ledger.

Output

One row per marker, grouped by file:

<file>:<line>, <what was simplified>. ceiling: <the limit named>. upgrade: <the trigger to revisit>.

The convention is ponytail: <ceiling>, <upgrade path>, so pull the ceiling and the trigger straight from the comment. Want an owner per row too? add git blame -L<line>,<line>.

Flag the rot risk: any ponytail: comment that names no upgrade path or trigger gets a no-trigger tag, those are the ones that silently rot.

End with <N> markers, <M> with no trigger. Nothing found: No ponytail: debt. Clean ledger.

Boundaries

Reads and reports only, changes nothing. To persist it, ask and it writes the ledger to a file (e.g. PONYTAIL-DEBT.md). One-shot. "stop ponytail-debt" or "normal mode" to revert.

Frequently asked questions

What does the Ponytail Debt AI skill do?

Harvest every `ponytail:` comment in the codebase into a debt ledger, so the deliberate shortcuts and deferrals ponytail leaves behind get tracked instead of rotting into "later means never". Use when the user says "ponytail debt", "/ponytail-debt", "what did ponytail defer", "list the shortcuts", "ponytail ledger", or "what did we mark to do later". One-shot report, changes nothing.

Why use Ponytail Debt on TypingMind?

Because you install it once and use it with any model. Ponytail Debt 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 Ponytail Debt in TypingMind?

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

Which AI models can use Ponytail Debt?

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 Ponytail Debt?

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

Is the Ponytail Debt AI skill free?

Yes. It is published on GitHub by DietrichGebert under the MIT license. 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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