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Gdd Instinct

Community
hegemonart
gdd-instinct

Inspects and manages atomic instinct learning units - small, scoped, confidence-weighted patterns the pipeline accumulates across cycles. Lists the project and global instinct stores, searches them by keyword, and promotes a vetted project instinct to the global store once it has cleared the cross-project gate. Use when the user wants to see what instincts exist, find an instinct by topic, or promote one to global scope. Activates for requests involving instincts, learned patterns, instinct promotion, instinct search, or the instinct store.

Overview

Publisherhegemonart
Repositoryget-design-done
Skill namegdd-instinct
Stars
3
Forks
1
Bundled files
Instructions only
LicenseMIT
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 hegemonart on GitHub. Read the source before you install it.

Installation

Install the Gdd Instinct 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/hegemonart/get-design-done/tree/main/scripts/skill-templates/instinct
  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/hegemonart/get-design-done.git /tmp/get-design-done
mkdir -p .claude/skills
cp -r /tmp/get-design-done/scripts/skill-templates/instinct .claude/skills/gdd-instinct
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Gdd Instinct 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 Gdd Instinct 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 Gdd Instinct 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.

{{command_prefix}}instinct

Role: Front end for the atomic instinct store. An instinct is a single learned pattern with a trigger, a confidence between 0.3 and 0.9, a domain, and a scope. This skill lists, searches, and promotes instincts. It never edits stored units by hand and never invents new ones - the reflector and {{command_prefix}}extract-learnings author them.

The store engine ships at scripts/lib/instinct-store.cjs (authored elsewhere - this skill only calls it). Unit shape (YAML frontmatter plus a short body) is specified in reference/instinct-format.md. The project store lives at .design/instincts/instincts.json; the global store at ~/.claude/gdd/global-instincts.json.

Invoke the engine with node, the same way other skills call a scripts/lib helper:

bash
node "${CLAUDE_PLUGIN_ROOT}/scripts/lib/instinct-store.cjs" <subcommand> [args]

If the engine exposes only a module API rather than a CLI, drive it from a short node -e script:

bash
node -e "const s=require('${CLAUDE_PLUGIN_ROOT}/scripts/lib/instinct-store.cjs'); console.log(JSON.stringify(s.list({scope:process.env.SCOPE})))"

Invocation Modes

CommandBehavior
{{command_prefix}}instinct listCompact table of stored instincts (default mode).
{{command_prefix}}instinct query "<keyword>"Search instincts by keyword; show the top matches.
{{command_prefix}}instinct promote <id>Promote one project instinct to the global store (gated).

Flags apply across modes:

  • --scope project|global selects which store to read. Default is project.
  • --domain <d> filters to one domain (the domain enum is defined in reference/instinct-format.md).

list

Read the requested store and print a compact table. Call instinct-store.list({ scope, domain, baseDir }):

bash
node -e "const s=require('${CLAUDE_PLUGIN_ROOT}/scripts/lib/instinct-store.cjs'); \
  const rows=s.list({ scope: process.env.SCOPE || 'project', domain: process.env.DOMAIN || undefined }); \
  console.log(JSON.stringify(rows));"

Render one row per instinct. Keep it scannable:

ID        DOMAIN     CONF   CYCLES  TRIGGER
in-7f3a   tokens     0.72   3       palette has no neutral ramp
in-91bc   layout     0.55   2       cards overflow on the 320px breakpoint
  • CONF is the stored confidence (0.3 to 0.9).
  • CYCLES is cycles_seen.
  • Truncate TRIGGER to keep each line on one row.

If the store is empty, print: No instincts in the <scope> store yet. Run {{command_prefix}}reflect or {{command_prefix}}extract-learnings to accumulate some.

query

Search by keyword and show the closest matches. Call instinct-store.query(keyword, { scope, baseDir, limit }). The engine uses an FTS5 index when one is present and falls back to a plain scan otherwise; either path returns the same row shape.

bash
node -e "const s=require('${CLAUDE_PLUGIN_ROOT}/scripts/lib/instinct-store.cjs'); \
  const hits=s.query(process.env.KW, { scope: process.env.SCOPE || 'project', limit: 10 }); \
  console.log(JSON.stringify(hits));"

Print the top matches in the same table shape as list, ordered by the engine's relevance ranking. If there are no matches, say so plainly and suggest a broader keyword. Quote multi-word keywords so the shell passes one argument.

promote

Promote a single project instinct into the global store so it applies across every project. Promotion is gated: instinct-store.promote(id, { baseDir }) only succeeds when the instinct has been seen across at least K cycles (K=2) spanning at least M distinct project ids (M=2). The engine enforces the gate; this skill surfaces the outcome and asks the user to confirm before the write.

Confirm first. Prefer @clack/prompts, and fall back to AskUserQuestion when it is absent (mirror the probe in {{command_prefix}}new-skill):

bash
node -e "try { require.resolve('@clack/prompts'); console.log('clack'); } catch { console.log('fallback'); }"
  • clack: drive clack.confirm({ message: 'Promote <id> to the global store?' }) from a short Node script.
  • fallback: ask the same yes or no question with AskUserQuestion.

On a confirmed yes, run the promotion:

bash
node -e "const s=require('${CLAUDE_PLUGIN_ROOT}/scripts/lib/instinct-store.cjs'); \
  console.log(JSON.stringify(s.promote(process.env.ID, {})));"

Branch on the engine result:

  • Promotion succeeded: print Promoted <id> to the global store. and show the new global row.
  • Gate not met: the engine reports how far the instinct is from the K=2 / M=2 bar. Print that plainly, for example <id> needs 2 cycles across 2 projects; seen 1 cycle in 1 project so far. Not promoted. Do not retry and do not force the write.
  • Unknown id: print No instinct <id> in the project store. and suggest {{command_prefix}}instinct list.

If the user answers no at the confirm step, print Promotion cancelled. and exit without writing.

Do Not

  • Do not edit .design/instincts/instincts.json or the global store by hand. All writes go through scripts/lib/instinct-store.cjs.
  • Do not author new instincts here. The reflector and {{command_prefix}}extract-learnings emit units; this skill reads and promotes them.
  • Do not bypass the promotion gate. If the K=2 / M=2 bar is not met, report it and stop.
  • Do not modify reference/instinct-format.md or the store engine.

INSTINCT COMPLETE

Frequently asked questions

What does the Gdd Instinct AI skill do?

Inspects and manages atomic instinct learning units - small, scoped, confidence-weighted patterns the pipeline accumulates across cycles. Lists the project and global instinct stores, searches them by keyword, and promotes a vetted project instinct to the global store once it has cleared the cross-project gate. Use when the user wants to see what instincts exist, find an instinct by topic, or promote one to global scope. Activates for requests involving instincts, learned patterns, instinct promotion, instinct search, or the instinct store.

Why use Gdd Instinct on TypingMind?

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

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/hegemonart/get-design-done/tree/main/scripts/skill-templates/instinct. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Gdd Instinct?

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 Gdd Instinct?

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

Is the Gdd Instinct AI skill free?

Yes. It is published on GitHub by hegemonart 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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