Conciseness

The body is operational and dense — exact commands, JSON response shapes, and status progressions with no filler explaining concepts Claude already knows — but has trimmable redundancy: the framework table duplicates the frontmatter enumeration (with Astro, Nuxt, and SvelteKit each appearing in two rows), the Replit paragraph restates the table above it, and 'Typical steps' under DEPLOY.md partially duplicate the instruction to read DEPLOY.md. Fits 'efficient; minor instances that could be trimmed' rather than the every-token-earns-its-place anchor.

Actionability

Every step has a copy-paste-ready command ('python3 scripts/launch_with_aws.py auth-start', 'curl -L -o /tmp/migration-snapshot.zip', 'rsync -a /tmp/migration-output/ .'), expected JSON outputs, exact confirmation-gate wording, and concrete include lists for get-launch. This matches the fully-executable top anchor; it is not score 4 because no step relies on the agent inventing syntax.

Workflow Clarity

The nine-step flow is clearly sequenced with explicit validation checkpoints and feedback loops: poll until 'planned/awaiting_input/failed', 'awaiting_input' routes to refine-plan, 'failed' routes to failureReason, a dirty-tree check ('Do NOT proceed with a dirty working tree') before the 3-way merge, conflict escalation to the user, and two hard confirmation gates ('A missing or ambiguous response means no'). Matches the top anchor with error-recovery loops; not score 4 because checkpoints are explicit rather than minor-gapped.

Progressive Disclosure

Structure is good: the body is a workflow overview, all seven referenced bundle files (six scripts plus references/launchwithaws-2026-06-15.json) exist on disk and are one level deep with clear links and an MCP fetch instruction. It falls short of the top anchor because the ~270-line body inlines detail that could sit in references — the supported-framework/migration tables and the typical DEPLOY.md deployment steps — creating minor organization gaps.

Specificity

Multiple concrete actions are stated in third person: 'Migrates vibe-coded web applications to AWS', 'Handles the full workflow from analysis through migration to deployment, producing deployable AWS Blocks infrastructure code' — analysis, migration, deployment, and code generation are all explicit. This matches the anchor for comprehensive concrete actions; it is not score 4 because coverage is not merely 'several actions with minor gaps' but spans the full workflow.

Completeness

Both 'what' (migrates vibe-coded and frontend web apps to AWS, producing deployable AWS Blocks infrastructure code) and 'when' (explicit 'Triggers on:' phrase list plus an activation sentence) are clearly and explicitly answered with concrete trigger phrases, exactly matching the top anchor. Not score 4 because the 'when' is not merely present but highly explicit.

Trigger Term Quality

Comprehensive natural trigger phrases with synonyms: 'launch with AWS, launch on AWS, deploy to AWS, migrate to AWS, host my app on AWS, move my app to AWS, transfer my app to AWS', plus an activation clause ('even if they don't say migrate explicitly'). Matches the anchor for comprehensive natural-term coverage including variations; nothing common appears missing, so it is not score 4.

Distinctiveness Conflict Risk

The niche (migrating vibe-coded Lovable/Bolt.new/Replit apps and frontend frameworks to AWS) is clear and mostly distinct, but broad triggers like 'deploy to AWS' and 'launch on AWS' overlap with closely related general AWS deployment skills — indeed the body itself lists 'deploy-on-aws' and 'aws-cdk' as siblings. Fits 'mostly distinct; minor overlap risk' rather than the minimal-conflict top anchor.