Designs and implements minimal, high-value metrics for RobustMQ services and dashboards. Use when the user asks to add metrics, improve observability, or update Grafana panels for core processing pipelines.
Scanned 8/31/2026
Install to Claude Code
npx -y skills add robustmq/robustmq --skill robustmq-metrics --agent claude-codeInstalls into .claude/skills of the current project.
Are you the author of Robustmq Metrics?
Add the live security badge to your README — it updates automatically with every re-scan.
[](https://www.skillsdirectory.com/skills/robustmq-robustmq-metrics)More formats (shields.io, HTML) on the badges page.
---
name: robustmq-metrics
description: Designs and implements minimal, high-value metrics for RobustMQ services and dashboards. Use when the user asks to add metrics, improve observability, or update Grafana panels for core processing pipelines.
---
# RobustMQ Metrics
## Purpose
Add observability with minimal but complete coverage of a target pipeline:
- process count and process duration
- retry and terminal outcomes (if applicable)
- key failure points in read/process/write path
- liveness/health
Do not over-instrument. Prefer compact metrics that support operations and debugging.
## Metric Design Rules
1. **Cover chain, not everything**:
- success/failure + duration
- retry/terminal path (when strategy exists)
- read/commit/write failures
- up/down
2. **Always include count and latency** for processing path.
3. **Label policy**:
- required: stable low-cardinality dimensions only
- optional only when bounded enum (for example `result`, `strategy`, `protocol`)
- service/entity name labels are optional and must pass cardinality review
- forbidden high-cardinality labels: `topic`, `error_message`, payload-derived labels
4. **Naming**:
- use module prefix (for example `mqtt_`, `raft_`, `handler_`)
- counters end with `_total`
- duration histogram uses `_ms`
- liveness gauge uses `_up`
## Minimal Metric Set Template
Adapt this template to the target module:
- `<module>_messages_processed_success_total{...}`
- `<module>_messages_processed_failure_total{...}`
- `<module>_process_duration_ms{...}` (histogram)
- `<module>_retry_total{...,strategy}` (if retry exists)
- `<module>_terminal_total{...,result}` (discard/dlq/drop etc., if applicable)
- `<module>_critical_step_failure_total{...}` (read/write/commit/etc.)
- `<module>_up{...}` (gauge)
## Implementation Workflow
1. **Define metrics in `src/common/metrics`**
- register counters/histogram/gauge
- add record helper APIs
- keep API signatures consistent with chosen low-cardinality labels
2. **Insert runtime instrumentation**
- add metrics at success, failure, retry, terminal, and liveness points
3. **Fix call sites impacted by signature changes**
- update all metric helper users
- ensure compile passes across dependent crates
4. **Validation**
- run targeted `cargo check` for impacted crates
- run lints for touched files
## Grafana Decision Rule
After metrics are added, decide whether to update `grafana/robustmq-broker.json`:
- **Update dashboard** if metrics are operationally critical and stable.
- **Skip dashboard** only when user explicitly says not to update or metrics are temporary.
When updating dashboard:
- add/extend compact row
- prioritize low-cardinality dimensions and trend panels
- avoid panel explosion; 4-6 panels for first iteration
## Output Format
Return:
1. Metrics added/changed (names + labels)
2. Instrumentation points (files/functions)
3. Whether Grafana was updated and why
4. Validation commands and results
## Guardrails
- Do not add metrics without clear operational use.
- Do not introduce high-cardinality labels.
- Do not duplicate semantically equivalent metrics.
- Do not break existing metric names unless migration is requested.
Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.
No comments yet. Be the first to comment!