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Dynamic Workflow Migration Planner Agent

Community reusable agent prompt for migrating teams to Claude Code dynamic workflows using official workflows documentation: audit phases, YAML or config migration steps, validation gates, and rollback planning for large codebase automation.

by kiannidev·added 2026-06-16·
HarnessClaude Code
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Open the source and read safety notes before installing.

Safety notes

  • Automated workflows can run destructive tools without mid-flight prompts—scope permissions narrowly.
  • Pilot migrations on non-production repositories before enabling org-wide schedules.
  • Rollback plans must include disabling workflow triggers and revoking connector access.
  • Do not migrate production deploy steps until validation gates pass in staging.

Privacy notes

  • Workflow definitions may embed internal service names, ticket templates, or customer examples.
  • Migration audits can expose legacy prompts with secrets—scrub before archiving in git.
  • Shared workflow repos inherit normal code review and access control requirements.

Prerequisites

  • Inventory of existing slash commands, hooks, or manual Claude playbooks to migrate.
  • Access to repositories where dynamic workflows will be committed.
  • Team agreement on validation gates, human approvals, and rollback triggers.
  • Pilot repository for testing migrated workflows before org-wide rollout.

Schema details

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copy
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Full copyable content
## Content

Dynamic Workflow Migration Planner Agent is a community-authored reusable prompt for
planning migration to Claude Code dynamic workflows. It applies official workflows
documentation—not an official Anthropic migration service.

## Scope Note

This prompt operationalizes documented workflow capabilities from code.claude.com.
Execution and merge authority remain with your team.

## Agent Prompt

You are a dynamic workflow migration planner for Claude Code. Convert ad-hoc automation
into documented workflows using official workflows guidance.

Workflow:

1. **Inventory legacy automation.** List slash commands, hooks, scripts, and manual runbooks.
2. **Map to workflow phases.** Align each legacy step to workflow nodes with validation gates.
3. **Scope repositories.** Limit workflow repos, connectors, and permissions per least privilege.
4. **Pilot plan.** Choose a pilot repo, success metrics, and rollback triggers.
5. **Validation design.** Define deterministic checks (tests, lint) between AI phases.
6. **Rollout waves.** Sequence team adoption with training and support windows.
7. **Rollback.** Document how to disable workflows and restore legacy playbooks.

Output contract:

- Legacy-to-workflow mapping table.
- Pilot migration checklist with owners.
- Validation gate definitions.
- Rollout timeline and rollback runbook.

## Features

- Applies official workflows docs to migration planning.
- Separates AI phases from deterministic validation nodes.
- Emphasizes pilot repos and rollback before org-wide enablement.
- Produces engineering-ready migration backlogs.

## Use Cases

- Migrate manual audit playbooks to dynamic workflows for large monorepos.
- Standardize release hygiene workflows across business units.
- Plan connector scope before enabling scheduled workflow runs.
- Document rollback before enabling autonomous maintenance workflows.

## Source Notes

Verified against Claude Code workflows documentation on **2026-06-16**:

- Official docs describe dynamic workflows for structuring multi-phase Claude Code
  automation with explicit steps and validation patterns.
- Documentation supports combining AI-driven phases with deterministic checks suitable
  for large codebase audits and maintenance tasks.
- Workflows integrate with repository context, permissions, and connector settings
  documented elsewhere in Claude Code guides.

## Duplicate Check

Checked content/agents and content/guides for workflow migration coverage.
dynamic-workflows-for-large-codebase-audits is a guides entry for audit workflows.
No agents entry provides migration planning from legacy automation to dynamic workflows
with pilot and rollback contracts grounded in official workflows docs.

## Editorial Disclosure

Submitted as an independent community agent entry by kiannidev, based on public Claude
Code workflows documentation and the public anthropics/claude-code repository.
No paid placement, referral, or affiliate relationship.

## Sources

- Claude Code workflows - https://code.claude.com/docs/en/workflows
- Dynamic workflows for large codebase audits guide - content/guides/dynamic-workflows-for-large-codebase-audits.mdx
- Claude Code repository - https://github.com/anthropics/claude-code

About this resource

Content

Dynamic Workflow Migration Planner Agent is a community-authored reusable prompt for planning migration to Claude Code dynamic workflows. It applies official workflows documentation—not an official Anthropic migration service.

Scope Note

This prompt operationalizes documented workflow capabilities from code.claude.com. Execution and merge authority remain with your team.

Agent Prompt

You are a dynamic workflow migration planner for Claude Code. Convert ad-hoc automation into documented workflows using official workflows guidance.

Workflow:

  1. Inventory legacy automation. List slash commands, hooks, scripts, and manual runbooks.
  2. Map to workflow phases. Align each legacy step to workflow nodes with validation gates.
  3. Scope repositories. Limit workflow repos, connectors, and permissions per least privilege.
  4. Pilot plan. Choose a pilot repo, success metrics, and rollback triggers.
  5. Validation design. Define deterministic checks (tests, lint) between AI phases.
  6. Rollout waves. Sequence team adoption with training and support windows.
  7. Rollback. Document how to disable workflows and restore legacy playbooks.

Output contract:

  • Legacy-to-workflow mapping table.
  • Pilot migration checklist with owners.
  • Validation gate definitions.
  • Rollout timeline and rollback runbook.

Features

  • Applies official workflows docs to migration planning.
  • Separates AI phases from deterministic validation nodes.
  • Emphasizes pilot repos and rollback before org-wide enablement.
  • Produces engineering-ready migration backlogs.

Use Cases

  • Migrate manual audit playbooks to dynamic workflows for large monorepos.
  • Standardize release hygiene workflows across business units.
  • Plan connector scope before enabling scheduled workflow runs.
  • Document rollback before enabling autonomous maintenance workflows.

Source Notes

Verified against Claude Code workflows documentation on 2026-06-16:

  • Official docs describe dynamic workflows for structuring multi-phase Claude Code automation with explicit steps and validation patterns.
  • Documentation supports combining AI-driven phases with deterministic checks suitable for large codebase audits and maintenance tasks.
  • Workflows integrate with repository context, permissions, and connector settings documented elsewhere in Claude Code guides.

Duplicate Check

Checked content/agents and content/guides for workflow migration coverage. dynamic-workflows-for-large-codebase-audits is a guides entry for audit workflows. No agents entry provides migration planning from legacy automation to dynamic workflows with pilot and rollback contracts grounded in official workflows docs.

Editorial Disclosure

Submitted as an independent community agent entry by kiannidev, based on public Claude Code workflows documentation and the public anthropics/claude-code repository. No paid placement, referral, or affiliate relationship.

Sources

Source citations

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Categoryagentsskillsagentsagents
Sourcesource-backedsource-backedsource-backedsource-backed
Authorkiannidevkiannidevkiannidevkiannidev
Added2026-06-162026-06-142026-06-162026-06-16
Platforms
Claude Code
Claude CodeCodexWindsurfGeminiCursorCLI
Claude Code
Claude Code
Source repo
Safety notesAutomated workflows can run destructive tools without mid-flight prompts—scope permissions narrowly. Pilot migrations on non-production repositories before enabling org-wide schedules. Rollback plans must include disabling workflow triggers and revoking connector access. Do not migrate production deploy steps until validation gates pass in staging.This skill plans Agent SDK subagent orchestration; it must not execute destructive changes without explicit approval. Browser, computer-use, and remote surfaces can access sensitive UI state; scope tests carefully. MCP and SDK integrations may exfiltrate data if tool scopes are too broad. The public `anthropics/claude-code` repository ships documentation links to code.claude.com for settings, security, and integration surfaces. Scheduled or autonomous workflows compound risk; cap blast radius in staging first.Computer use controls real desktop apps with per-app session approval—not sandboxed Bash. Review sentinel warnings before approving Terminal, Finder, or System Settings access. Press Esc or Ctrl+C to stop computer use and release the session lock immediately. Only one Claude Code session can hold the computer-use lock at a time.Incident commands must not exfiltrate customer prompts into public tickets. Scaling replicas without reviewing tool side effects can amplify destructive MCP calls. Disabling tracing to reduce noise may hide regressions—prefer sampling over full off. Rollback plans should include MCP allowlist and permission settings, not only code.
Privacy notesWorkflow definitions may embed internal service names, ticket templates, or customer examples. Migration audits can expose legacy prompts with secrets—scrub before archiving in git. Shared workflow repos inherit normal code review and access control requirements.Reviews may expose integration tokens, customer metadata, and internal URLs related to Agent SDK subagent orchestration. Telemetry and analytics configs can include account emails; redact before sharing externally. Keep troubleshooting logs in internal channels unless explicitly sanitized. Third-party vendors remain outside Anthropic retention policies; document separately.Screenshots are downscaled before model upload but may still capture sensitive UI content. Your terminal window is excluded from screenshots per official documentation. Redact customer or proprietary UI details before sharing screenshot evidence externally.Analytics and logs may contain prompts, diffs, and credentials if misconfigured. Recommend redaction before exporting incident timelines externally. Shared dashboards should aggregate metrics without raw user content fields.
Prerequisites
  • Inventory of existing slash commands, hooks, or manual Claude playbooks to migrate.
  • Access to repositories where dynamic workflows will be committed.
  • Team agreement on validation gates, human approvals, and rollback triggers.
  • Pilot repository for testing migrated workflows before org-wide rollout.
  • Access to Claude Code or Agent SDK environment where Agent SDK subagent orchestration will run.
  • Ability to read project, user, and managed settings relevant to the workflow.
  • Staging repository or sandbox account for safe validation.
  • Platform or security stakeholder available for policy-bound rollouts.
  • Interactive Claude Code session on macOS with computer use enabled per official docs.
  • computer-use MCP server enabled through the /mcp menu for the project.
  • macOS Accessibility and Screen Recording permissions granted when prompted.
  • Target app or simulator approved for the current session when Claude requests control.
  • Access to Claude Code analytics or org usage exports for affected teams.
  • Logs from agent hosts, MCP gateways, and background workers when self-hosting SDK workloads.
  • Defined SLOs for session completion time and error budgets for agent tasks.
  • Architecture diagram showing model calls, tool execution, and persistence layers.
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