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SKILL verified MIT Self-run

Adapt Workflow

skill-sharpdeveye-maestro-adapt-workflow · by sharpdeveye

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

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Install

$ agentstack add skill-sharpdeveye-maestro-adapt-workflow

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

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Reliability & compatibility

Security review passed
0 installs to date
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3mo ago

Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

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About

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

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.