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/omh-ops-observability-card

[omh] Tracking cost, tokens, latency, or service health: prepare an operations command-board for wrapper-safe token, cost, latency, run history, queue, failure-mode, external metric-provider, and service-quality evidence boundaries. Use when the user says:

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oh-my-hermes
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$ npx -y skills add rlaope/oh-my-hermes --skill omh-ops-observability-card --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/omh-ops-observability-card

Context preview

The summary Claude sees to decide when to auto-load this skill.

[omh] Tracking cost, tokens, latency, or service health: prepare an operations command-board for wrapper-safe token, cost, latency, run history, queue, failure-mode, external metric-provider, and service-quality evidence boundaries. Use when the user says:

SKILL.md

omh-ops-observability-card.SKILL.md
name: "omh-ops-observability-card"
description: "[omh] Tracking cost, tokens, latency, or service health: prepare an operations command-board for wrapper-safe token, cost, latency, run history, queue, failure-mode, external metric-provider, and service-quality evidence boundaries. Use when the user says: ops-observability-card, observability card, operations command board, ops command board, service quality board, service quality, external metric provider, metric provider."
metadata:
  hermes:
    tags: [workflow, oh-my-hermes, observability]
    category: observability
    phase: telemetry-card
    role: tracker
    quality_tier: workflow-surface-gated

Ops Observability Card

This is a Hermes-native `ops-observability-card` workflow skill.

Why This Exists

`ops-observability-card` exists so Hermes users can ask for this workflow in chat and get a structured, checkable answer instead of an improvised one.

Do Not Use When

  • The request is already handled by a narrower explicit skill with stronger evidence.
  • The user asks OMH to secretly run external platforms, connectors, schedulers, file exports, or runtime agents.
  • The only safe answer is to ask for missing authority, credentials, target, or observed evidence first.

Examples

Good example:

  • Prompt: ops-observability-card show token, cost, latency, supplied Prometheus/Grafana metrics, and missing service-quality evidence for this loop.
  • Expected behavior: Produce `prepare_ops_observability_card` with required context, wrapper actions, and not-evidence boundaries.
  • Why: The prompt names a real workflow surface that Hermes can orchestrate without hiding execution.

Bad example:

  • Prompt: ops-observability-card claim exact provider billing, healthy SLO, incident closure, or remediation completion from local estimates.
  • Expected behavior: Report the missing observed evidence or authority instead of claiming the external step happened.
  • Why: Prepared OMH guidance is not platform, runtime, connector, file, memory, or delivery evidence.

Completion Checklist

  • The run or workflow scope, metric window, failure modes, and cost/latency boundary are named.
  • Local telemetry, provider truth, billing truth, and completion evidence are separate states.
  • Warnings name the next measurement or operator review action.

Recovery Notes

  • If provider metrics are unavailable, report only local metadata and mark provider truth not_observed.
  • If cost or latency looks risky, surface a warning plus the next measurement rather than a completion claim.

Workflow Lane

  • Current lane: **Automation and status** (`achievements`, `workspace-audit`, `production-audit`, `live-incident-response`, `automation-blueprint`, `github-event-ops`, `github-issue-intake`, `buzz`, `+39 more`) - schedules, status, health, and ops review.
  • If intent belongs to another lane, hand back to `oh-my-hermes` or name the adjacent workflow.
  • Shared product, routing, compatibility, and evidence rules: `omh-routing/references/skill-common-rail.md`.

Use When

Use when automation, loops, gateway work, executor handoffs, or service operations need a safe command-board for cost, latency, token, history, failure-mode, supplied metric-provider, and service-quality visibility.

Strong routing signals: `ops-observability-card`, `observability card`, `operations command board`, `ops command board`, `service quality board`, `service quality`, `external metric provider`, `metric provider`, `prometheus metrics`, `grafana metrics`, `cost telemetry`, `latency telemetry`, `token telemetry`, `run history`, `loop telemetry`, `failure mode`, `monitor tokens`, `service health`, `slo dashboard`, `비용`, `토큰`, `지연시간`, `관측성`, `운영 지휘판`, `서비스 품질`, `메트릭`, `프로메테우스`, `그라파나`

Catalog Metadata

Category: `observability` Phase: `telemetry-card` Hermes role: `tracker` Quality tier: `workflow-surface-gated` Reasoning demand: `standard`

Quality bar:

  • Name the user-facing workflow objective, required context, next action, and stop condition.
  • Separate prepared guidance from observed platform, runtime, connector, file, memory, or delivery evidence.
  • Expose missing tools, credentials, targets, or observations as user-visible gaps.
  • When advising what to record per model call, require the five answers - which model, how long, how many tokens in and out, whether it succeeded, and why it failed - with streaming calls adding time-to-first-token; the attribute tiers live in `omh-agent-ops-review/references/instrumentation-ladder.md`.
  • Aggregate cost at the four levels - per call, per agent run, per session, per user - and name the budget threshold each level checks against before recommending any optimization signal.
  • Never recommend logging raw prompts, responses, or secret values into telemetry; counts, lengths, hashes, and key-set booleans carry the signal without the leak.

Handoff policy:

Keep this as Hermes-facing orchestration guidance first. Prepare executor, connector, gateway, or host-runtime handoff only when the user accepts that next step and observed evidence can be recorded.

Required inputs:

  • user request
  • target context
  • delivery or status expectation
  • known missing evidence

Expected outputs:

  • ops-observability-card/v1 card or guidance
  • external_metric_provider/v1 payload contract
  • external_metric_provider_adapter/v1 adapter contract
  • ops_service_quality_board/v1 service-quality board
  • typed service-quality downgrade gaps
  • next action
  • prepared-vs-observed boundary

Artifact expectations:

  • ops-observability-card/v1 metadata-only runtime or wrapper card when recorded
  • external_metric_provider/v1 supplied metric payload when available
  • external_metric_provider_adapter/v1 connector-ready adapter metadata when available
  • ops_service_quality_board/v1 evidence-gated service-quality board

Artifact contracts:

This label denotes the machine-enforcement level, not a skill quality score and not an observed evidence state.

  • contract_id: `ops_s
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