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application-transform-manager

Run an AWS Transform (atx) migration under supervision: publish a Recipe you own, watch the run, intervene only to resume or nudge it, and turn the criteria it could not meet into a written remediation plan.

A Claude Code + Codex plugin. Prose only — no scripts, no runtime dependencies.

Why this exists

AWS ships plenty here already. Check these first — if one fits, use it:

AWS ships Covers Get it
aws-transform agent skill Repo→transformation matching, local and fleet execution, monitoring via the aws-core plugin
aws-transform agent plugin (Claude Code + Codex) The managed service: .NET, mainframe, VMware, SQL Server /plugin install aws-transform@agent-plugins-for-aws
awslabs.aws-transform-mcp-server Managed workspaces, jobs, connectors, HITL tasks bundled with the plugin above

This plugin owns only what none of them do: supervising one local custom transformation and planning its leftovers. Watching a long-running atx job and reacting when it exhausts its Agent Minutes budget or fails, without a human sitting on it — then turning the exit criteria ATX could not meet into an actionable plan.

The boundary is AWS's own: their plugin lists the atx CLI as a separate prerequisite "only required for custom transformations", which is exactly this plugin's scope. Managed-service migrations belong to their plugin, not an extension of this one (ADR 0007).

Two deliberate non-uses:

  • AWS's agent skill is not called at run time — it requires user confirmation before every execution, which defeats an unattended loop (ADR 0001).
  • The MCP server is not used at all — it is managed-workspace-only by its own documentation, and none of its 19 tools touches a local file (ADR 0008).

Skills

Skill Use it for
run-migration Run one migration, monitor it, react, report Leftovers
author-recipe Write, test and publish a custom Recipe with real exit criteria

How it works

preflight → publish Recipe → clone to scratch → Attempt on its own branch
    → poll until the process exits → accept | resume | nudge → LEFTOVERS.md

Each Attempt runs in a Disposable Clone, on a branch off a recorded base commit. Nothing runs in your working copy, and no attempt is ever reset or discarded.

Design decisions worth knowing before you use it

These are deliberate. Each is recorded in docs/adr/.

  • This plugin never refines your Recipe. ATX's own Continual Learning does that. As a consequence runs are not reproducible — the same Recipe can behave differently as lessons accumulate (ADR 0002).
  • ATX grades its own work. The Leftover report is built from ATX's validation summary, not from independent verification. That makes the exit criteria in your Recipe the entire quality mechanism (ADR 0003).
  • Autonomous runs have no shell guardrail. -x -t is required for automation, and --non-interactive disables the alwaysPromptCommands deny list that otherwise survives --trust-all-tools. The Disposable Clone bounds the repository, not the machine (ADR 0005).
  • Local mode, one application. Fleet migrations are out of scope (ADR 0007).

Those three are optional companions, not dependencies — this plugin declares none and installs nothing transitively. aws-core makes the fleet handoff reach AWS's skill directly rather than just naming it; everything else works without any of them (ADR 0009).

Requirements

  • macOS or Linux (native Windows unsupported — use WSL)
  • AWS CLI with credentials, and transform-custom:* IAM permission
  • The ATX CLI: curl -fsSL https://transform-cli.awsstatic.com/install.sh | bash
  • The runtime the migration targets, active on PATH
  • A git repository as the target

Cost

atx bills Agent Minutes. A nudge starts a fresh conversation and bills from zero; a resume continues an existing one and does not. Cap unfamiliar Recipes with --limit <agent-minutes>. Pricing: https://aws.amazon.com/transform/pricing/.

Telemetry

Runs include --telemetry by default. Ask to opt out and it is dropped for the session. AWS's opt-out documentation: https://docs.aws.amazon.com/transform/latest/userguide/transform-usage-telemetry.html

Status

0.2.0 — unreleased and unverified against a live atx installation. The design is built on AWS's published documentation and its shipped agent skill; the procedures have not yet been exercised end to end against a real transformation. Treat the first run as a test of this plugin as much as of your Recipe.

Renamed from aws-transform-supervisor in 0.2.0, before any release was published or installed — hence a clean break rather than a compatibility problem.

Known limitation — these skills under-trigger. Measured trigger accuracy is 100% precision (they never fire on the wrong request, across 20 hard near-miss queries) but only 8–17% recall in isolation. Four attempted description rewrites all scored worse, so the cause is not wording. Until that improves, name the skill explicitly (/application-transform-manager:run-migration) rather than relying on discovery. Method, numbers and the full argument are in evals/README.md.

Vocabulary

CONTEXT.md is the glossary — Recipe, Attempt, Base Commit, Nudge, Leftover.

License

MIT

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Supervise an AWS Transform (atx) migration run and turn what it could not finish into a remediation plan. Claude Code + Codex plugin.

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