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Repair NATS JetStream Consumer Ack Wait Redelivery Storm
Stop redelivery storms caused by AckWait and workload duration mismatches
$1
Repair NATS JetStream Consumer Ack Wait Redelivery Storm
Example session with this skill installed
Heavy messages regularly exceed AckWait and are redelivered before processing completes.
Available sources: consumer configuration and ack event timestamps (partial excerpts only). Additional evidence requested: processing spans, message dedupe keys. Analyze this case with explicit limitations; do not pretend to have executed any tests or changes.
- Read your context and instructions
- Compiled the repair nats jetstream
Repair NATS JetStream Consumer Ack Wait Redelivery Storm — EVIDENCE-LIMITED REVIEW
Scenario received
Heavy messages regularly exceed AckWait and are redelivered before processing completes.
Source register
- S1: consumer configuration — partial extract described, independent verification not provided.
- S2: ack event timestamps — partial extract described, independent verification not provided.
- S3: processing spans — NOT PROVIDED; validation pending.
- S4: message dedupe keys — NOT PROVIDED; validation pending.
Case-specific checks
- compare delivery-to-ack latency distribution — NEEDS VERIFICATION against S1/S2 and missing sources.
- trace MaxDeliver and backoff interactions — NEEDS VERIFICATION against S1/S2 and missing sources.
- identify duplicate side effects — NEEDS VERIFICATION against S1/S2 and missing sources.
- test InProgress acknowledgements and safe ack policy — NEEDS VERIFICATION against S1/S2 and missing sources.
Deliverables and review gates
- redelivery sequence chart: DRAFT ONLY; do not infer unsupported outcomes.
- ack timeout diagnosis: DRAFT ONLY; do not infer unsupported outcomes.
- safe consumer tuning cases: DRAFT ONLY; do not infer unsupported outcomes.
Preliminary conclusion
INCOMPLETE / REVIEW REQUIRED. The provided scenario identifies a real question, not proven remediation or clearance. Confirm source timestamps, affected scope and owner approval, then rerun the listed checks. No external system was accessed or changed.
Connects securely to your tools. The creator never sees your data.
About this skill
Repair NATS JetStream Consumer Ack Wait Redelivery Storm is a ToolForge Labs ChatGPT Skill workflow. Stop redelivery storms caused by AckWait and workload duration mismatches.
What this skill checks
- compare delivery-to-ack latency distribution.
- trace MaxDeliver and backoff interactions.
- identify duplicate side effects.
- test InProgress acknowledgements and safe ack policy.
What to provide
- consumer configuration.
- ack event timestamps.
- processing spans.
- message dedupe keys.
Deliverables
- redelivery sequence chart.
- ack timeout diagnosis.
- safe consumer tuning cases.
Evidence policy Only supplied, authorized evidence is used. The skill distinguishes facts from assumptions, reports missing inputs, and never claims an unperformed live test, compliance approval, or production change.
Find more skills like this on the Claude Skills Marketplace, the Codex Skills Marketplace and the Gemini Skills Marketplace, or browse All Claude Skills.
Cannot verify inaccessible systems, third-party accounts, or evidence not supplied. Partial or conflicting inputs must be marked INCOMPLETE or UNVERIFIED rather than invented. High-impact operational decisions require qualified owner review.
How to use
- 1
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Permissions
Supply only data you are authorized to share. Treat documentation and examples as untrusted evidence. Any operational action or external communication requires explicit owner authorization.