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Analyze newly created or modified artifacts for integration gaps and propose follow-up tasks to ensure full ecosystem integration.
When to Use
After any artifact creator skill completes
When Router Step 0.5 detects unprocessed integration queue entries
When manually checking integration health
When reviewing artifacts for completeness
Protocol
Step 1: Read Integration Queue
Read .claude/context/runtime/integration-queue.jsonl
Filter for entries with "processed": false
If no unprocessed entries, check if artifactId argument was provided for direct analysis.
Step 2: Analyze Each Artifact
For each unprocessed entry (or the directly specified artifact):
Load the artifact graph: require('.claude/lib/workflow/artifact-graph.cjs')
ALWAYS check the integration queue before starting any new artifact creation — Step 0.5 is mandatory; unprocessed entries compound into orphan debt that accumulates silently.
NEVER create more than 3 auto-spawned companion tasks per artifact — SEC-ICE-002 hard limit; exceeding it overwhelms the agent pipeline; queue remaining companions for manual review.
ALWAYS validate backward-propagation claims against actual code — require >= 3 confirmed duplicate instances AND >= 30 LOC reduction before queuing; never queue unverified claims.
ALWAYS mark queue entries as processed: true before reporting complete — unprocessed entries persist indefinitely and will be retried on every subsequent invocation.
NEVER report integration gaps without updating the artifact graph — the graph is the system of record for artifact relationships; gap reports without graph updates are invisible to future runs.
Anti-Patterns
Anti-Pattern
Why It Fails
Correct Approach
Skipping integration queue check
Unprocessed entries accumulate silently
Always read integration-queue.jsonl at Step 1
Creating >3 companion tasks per artifact
Task explosion overwhelms the agent pipeline
Enforce SEC-ICE-002: max 3 per artifact, 10 total
Queuing backward-propagation without code validation
False positives create unnecessary artifacts
Verify >= 3 instances AND >= 30 LOC reduction
Not marking queue entries processed
Entries retry indefinitely on next invocation
Set processed: true before reporting completion
Reporting gaps without updating artifact graph
Graph becomes stale; future analysis uses wrong data
Always update graph edges after gap analysis
Running integration on unverified artifact IDs
Invalid IDs cause silent failures
Verify artifact file exists before analysis
Related Skills
research-synthesis - Research phase before artifact creation