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Attune

Community
Hmbown
attune

In D&D, attunement is how you bond with a magic item so it works specifically for you. The real-world version is workflow profiling: the grimoire interviews you about your stack, your systems, your automation surface, and your priorities — then generates a personalized spell loadout, category weights, and domain vocabulary so routing, optimization, and every subsequent spell invocation is tuned to your actual work instead of generic defaults.

Overview

PublisherHmbown
RepositoryWizards-of-the-Ghosts
Skill nameattune
Stars
106
Forks
10
Bundled files
Instructions only
LicenseCC0-1.0
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 Hmbown on GitHub. Read the source before you install it.

Installation

Install the Attune 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/Hmbown/Wizards-of-the-Ghosts.git /tmp/Wizards-of-the-Ghosts
mkdir -p .claude/skills
cp -r /tmp/Wizards-of-the-Ghosts/generated/hermes/investigation-and-preparation/attune .claude/skills/attune
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Attune 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 Attune 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 Attune 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.

Attune

Bond this spellbook to your workflow so every spell knows your stack, your tools, and your priorities.

What This Skill Does

In D&D, attunement is how you bond with a magic item so it works specifically for you. The real-world version is workflow profiling: the grimoire interviews you about your stack, your systems, your automation surface, and your priorities — then generates a personalized spell loadout, category weights, and domain vocabulary so routing, optimization, and every subsequent spell invocation is tuned to your actual work instead of generic defaults. In this grimoire, Attune is treated as a metaphorical skill with a shipping-now delivery profile. Canonical reference input: Attune (skill).

When To Use

  • You just installed the grimoire and want it configured to your workflow before using anything else.
  • Your stack, tools, or priorities have changed and you want the spellbook to re-learn your context.
  • You want to generate a personalized spell loadout instead of browsing 122 entries blind.

Prerequisites

  • No extra runtime dependencies beyond Hermes Agent and the normal toolset for this session.

Procedure

  1. Restate the target, the success condition, and any no-touch boundaries before taking action.
  2. Interview the user about their stack: languages, frameworks, infrastructure, deployment targets, and daily tools.
  3. Map their workflow surface: what they automate, what they monitor, what breaks, what they communicate about, and what they wish was easier.
  4. Score each grimoire category against their stated workflow to produce category weights.
  5. Select a prioritized spell loadout — the 10-15 spells most likely to be useful immediately, plus stretch picks they might not have considered.
  6. Write the attunement profile to ~/.hermes/attunement.json (or $HERMES_HOME/attunement.json) so the DSPy router and future spell invocations can read it.
  7. Optionally trigger GEPA re-optimization of the top spells using the user's domain vocabulary as training signal.
  8. Package the result as the deliverables below, with confidence, assumptions, and unresolved risk called out explicitly.

Deliverables

  • A personalized attunement profile written to disk.
  • A prioritized spell loadout with reasons for each pick.
  • Category weights so the DSPy router biases toward relevant shelves.
  • A shortlist of spells worth GEPA-optimizing for the user's domain.

Pitfalls / Guardrails

  • Keep the metaphor anchored to a real mechanism instead of drifting into lore.
  • Do not assume the user's stack from the current directory alone — ask, then verify.
  • Do not overwrite an existing attunement without confirmation.
  • Keep the interview conversational and short — five good questions beats twenty generic ones.

Verification

  • Check that the result includes every deliverable promised above.
  • Check that confirmed facts, assumptions, and inferences are visibly separated.
  • Check that the metaphor still maps cleanly to a real operational mechanism.

Example Invocation

text
/attune configure this spellbook to my workflow — interview me about my stack and generate a personalized spell loadout

Frequently asked questions

What does the Attune AI skill do?

In D&D, attunement is how you bond with a magic item so it works specifically for you. The real-world version is workflow profiling: the grimoire interviews you about your stack, your systems, your automation surface, and your priorities — then generates a personalized spell loadout, category weights, and domain vocabulary so routing, optimization, and every subsequent spell invocation is tuned to your actual work instead of generic defaults.

Why use Attune on TypingMind?

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

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/Hmbown/Wizards-of-the-Ghosts/tree/main/generated/hermes/investigation-and-preparation/attune. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Attune?

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 Attune?

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

Is the Attune AI skill free?

Yes. It is published on GitHub by Hmbown under the CC0-1.0 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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