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Instrument a service so the questions asked during an incident are answerable from data already being collected — rate, errors, latency distribution and saturation per route, structured events carrying a correlation id that survives process and queue boundaries, and alerts on symptoms users feel. Use before a service or a new critical path goes to production, after an incident that ended in "we had no data for that", or when adding a dependency, queue or job whose failure would be silent. Not for fighting a live outage (incident-response), not for profiling a known-slow path (performance-profiling), and not for tracing agent or LLM runs (llm-observability).

Install

npx skills add nahid-sparktales/agent-dispatcher --skill observability -a claude-code

Installs to .claude/skills/observability/ · Each command fetches the skill straight from GitHub with the open skills CLI.

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Byte-identical to the scanned commit, with the repository’s licence and a SOURCE.txt.

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Why 82

Security100
Provenance61
Maintenance100
Licence100
Adoption32

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