Adapt Workflow

Community

sharpdeveye

adapt-workflow

Use when porting a workflow to a different AI provider, deployment environment, model tier, or organizational context.

Overview

Publisher	sharpdeveye
Repository	`maestro`
Skill name	`adapt-workflow`
Stars	591
Forks	73
Bundled files	Instructions only
License	MIT
Links	Skill source Repository Homepage

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 sharpdeveye on GitHub. Read the source before you install it.

Installation

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

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.

Open the app and go to Plugins → Skills.
Choose "Install from GitHub".
Paste the skill folder URL below and confirm.
https://github.com/sharpdeveye/maestro/tree/main/source/skills/adapt-workflow
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.

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/sharpdeveye/maestro.git /tmp/maestro
mkdir -p .claude/skills
cp -r /tmp/maestro/source/skills/adapt-workflow .claude/skills/adapt-workflow

Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Adapt Workflow 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 Adapt Workflow 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 Adapt Workflow 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.

MANDATORY PREPARATION

Invoke /agent-workflow — it contains workflow principles, anti-patterns, and the Context Gathering Protocol. Follow the protocol before proceeding — if no workflow context exists yet, you MUST run /teach-maestro first. Additionally gather: what the workflow is being adapted to.

Adapt a working workflow for a different context.

Adaptation Assessment

Dimension	Current	Target	Impact
Model provider	?	?	Prompt format, capabilities, pricing
Model tier	?	?	Context window, reasoning ability
Deployment env	?	?	Latency, availability, compliance
Team structure	?	?	Monitoring, escalation, ownership
Data sensitivity	?	?	Guardrails, logging, access controls

Provider Adaptation

Prompt format: Adjust for provider-specific features
Context limits: Resize context budget for different window sizes
Capability gaps: Identify features available in one provider but not another
Pricing model: Recalculate cost estimates
API differences: Update tool calling interfaces, error handling, retry logic

Environment Adaptation

Latency requirements: Adjust timeout values, caching strategy
Compliance: Add or adjust guardrails, logging, and data handling
Scale: Adjust concurrency limits, batch sizes
Monitoring: Adapt alerting thresholds

Adaptation Checklist

All provider-specific APIs updated
Context budget recalculated for target model
Cost estimates updated with target pricing
Guardrails adjusted for target compliance requirements
Tests updated and passing in target environment
Documentation updated for target team

Recommended Next Step

After adaptation, run /evaluate to verify the workflow performs correctly in the target environment, then /diagnose for a full health check.

NEVER:

Assume prompts work identically across providers
Copy production config to development without adjusting guardrails
Adapt without updating the evaluation suite
Skip cost re-estimation

Frequently asked questions

What does the Adapt Workflow AI skill do?

Use when porting a workflow to a different AI provider, deployment environment, model tier, or organizational context.

Why use Adapt Workflow on TypingMind?

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

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

Which AI models can use Adapt Workflow?

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 Adapt Workflow?

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

Is the Adapt Workflow AI skill free?

Yes. It is published on GitHub by sharpdeveye 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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Overview

Installation

Install in TypingMind

Install in another agent

Use it in TypingMind

Works with any AI model

Skill instructions

MANDATORY PREPARATION

Adaptation Assessment

Provider Adaptation

Environment Adaptation

Adaptation Checklist

Recommended Next Step

Frequently asked questions

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