Agent skill

Adapt Workflow

by sharpdeveye in sharpdeveye/maestro

A skill your agent uses when porting a workflow to a different AI provider, deployment environment, model tier, or organizational context.

MITAuto-check passedAgent Workflows

Install Adapt Workflow

skills CLI
$ npx skills add sharpdeveye/maestro --skill adapt-workflow -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install sharpdeveye/maestro adapt-workflow --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/sharpdeveye/maestro.git skills-src && mkdir -p .claude/skills && cp -r skills-src/source/skills/adapt-workflow .claude/skills/adapt-workflow && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
adapt-workflow
GitHub stars
592
Token cost
~597 tokens
SKILL.md length
236 words
Files
1
Skills in repo
25
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when porting a workflow to a different AI provider, deployment environment, model tier, or organizational context.

  • Porting a workflow to a different AI provider
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Deployment environment
  • Organizational context

What it does

Adapt Workflow is an agent skill from sharpdeveye/maestro. Use when porting a workflow to a different AI provider, deployment environment, model tier, or organizational context.

Its SKILL.md is about 600 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Agent Workflows. The repository describes itself as: Workflow fluency for AI coding agents. 1 core skill · 25 commands · 7 domain references · memory layer · audit trail — works across Cursor, Claude Code, Gemini CLI, Copilot, and… The licence is MIT.

When your agent uses it

  • Porting a workflow to a different AI provider
  • Deployment environment
  • Organizational context

Example prompts

  • “/adapt-workflow”

What it can do on your machine

Read from SKILL.md and the folder at commit 00f9115. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Adapt Workflow loads about 597 tokens when it runs. Until then it costs about 33 tokens; SKILL.md has 236 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~33
When it runs · the whole SKILL.md, loaded when a task matches
~597

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from sharpdeveye/maestro at commit 00f9115, republished under its MIT licence (© sharpdeveye). 236 words, ~597 tokens.

Download SKILL.mdSave it as .claude/skills/adapt-workflow/SKILL.md (or your agent's skills folder).
name
adapt-workflow
description
Use when porting a workflow to a different AI provider, deployment environment, model tier, or organizational context.
argument-hint
[target context]
category
utility
version
2.0.0
user-invocable
true

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
DimensionCurrentTargetImpact
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

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

© sharpdeveye, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in source/skills/adapt-workflow of sharpdeveye/maestro.

Open the folder on GitHubat commit 00f9115

Compare with similar skills

Adapt Workflow next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Adapt Workflow compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Adapt Workflow this skillsharpdeveye/maestro592—~597Automated safety check: PassMIT
Agentic Workflow Designerdotnet/Open-XML-SDK4.6k2 repos~3.5kAutomated safety check: PassMIT
Bug AuditVasiHemanth/tokentelemetry376—~1kAutomated safety check: PassMIT
Apex Context Managementjonathan-vella/apex217—~1.8kAutomated safety check: PassMIT
Files Memory SystemLeoYeAI/openclaw-master-skills2.2k—~3.8kAutomated safety check: PassMIT
Knowledge FeedbackStanshy/AgentHub202—~549Automated safety check: NotesMIT

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  • Diagnose

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  • Extract Pattern

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    A skill your agent uses when the user wants to create templates, extract reusable patterns, document solutions, or build a pattern library from working workflows.

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  • Fortify

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    A skill your agent uses when the workflow lacks error handling, has been failing in production, or needs retry logic, fallback strategies, and circuit breakers.

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Questions about Adapt Workflow

What does Adapt Workflow do?

A skill your agent uses when porting a workflow to a different AI provider, deployment environment, model tier, or organizational context. Adapt Workflow is an agent skill from sharpdeveye/maestro. Use when porting a workflow to a different AI provider, deployment environment, model tier, or organizational context.

When should I use Adapt Workflow?

Adapt Workflow fits situations like: porting a workflow to a different AI provider; deployment environment; organizational context.

How do I install Adapt Workflow in Claude Code?

Run `npx skills add sharpdeveye/maestro --skill adapt-workflow -a claude-code`. Or copy the skill folder (source/skills/adapt-workflow in sharpdeveye/maestro) into .claude/skills/adapt-workflow in your project. Claude Code loads it when a task matches its description.

How do I install Adapt Workflow in Codex?

Run `npx skills add sharpdeveye/maestro --skill adapt-workflow -a codex`. Or copy the skill folder (source/skills/adapt-workflow in sharpdeveye/maestro) into .agents/skills/adapt-workflow in your project. Codex loads it when a task matches its description.

Can I use Adapt Workflow in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add sharpdeveye/maestro --skill adapt-workflow -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/adapt-workflow, .gemini/skills/adapt-workflow, .github/skills/adapt-workflow and .opencode/skills/adapt-workflow in your project.

What does Adapt Workflow need to run?

SKILL.md names no scripts, command-line tools or credentials: Adapt Workflow is instructions for the agent only.

Does Adapt Workflow access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Adapt Workflow safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Adapt Workflow use?

Adapt Workflow is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Adapt Workflow use?

About 597 tokens (SKILL.md is roughly 2.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Adapt Workflow?

Skills that share tags, products or a category with Adapt Workflow: Agentic Workflow Designer (dotnet/Open-XML-SDK, 4.6k stars), Bug Audit (VasiHemanth/tokentelemetry, 376 stars), Apex Context Management (jonathan-vella/apex, 217 stars) and Files Memory System (LeoYeAI/openclaw-master-skills, 2.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Adapt Workflow?

sharpdeveye (a GitHub user) maintains it in sharpdeveye/maestro, which has 592 GitHub stars. The repository holds 25 skills in this directory. The repository was last updated on April 29, 2026.

Source: sharpdeveye/maestro on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.