Agent skill

Sre Dashboards

by BagelHole in BagelHole/DevOps-Security-Agent-Skills

Design and operationalize SRE dashboards that surface reliability, latency, error, saturation, and capacity signals across services.

MITAuto-check passedDevOps & Cloud

Install Sre Dashboards

skills CLI

$ npx skills add BagelHole/DevOps-Security-Agent-Skills --skill sre-dashboards -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI

$ gh skill install BagelHole/DevOps-Security-Agent-Skills sre-dashboards --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy

$ git clone --depth 1 https://github.com/BagelHole/DevOps-Security-Agent-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/devops/observability/sre-dashboards .claude/skills/sre-dashboards && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Paste into Claude Code

Install the "sre-dashboards" agent skill from https://github.com/BagelHole/DevOps-Security-Agent-Skills/tree/main/devops/observability/sre-dashboards into .claude/skills/sre-dashboards/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sre-dashboards", then confirm the skill loads.

Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

$skill-installer

$skill-installer install https://github.com/BagelHole/DevOps-Security-Agent-Skills/tree/main/devops/observability/sre-dashboards

Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.

skills CLI

$ npx skills add BagelHole/DevOps-Security-Agent-Skills --skill sre-dashboards -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install BagelHole/DevOps-Security-Agent-Skills sre-dashboards --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/BagelHole/DevOps-Security-Agent-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/devops/observability/sre-dashboards .agents/skills/sre-dashboards && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "sre-dashboards" agent skill from https://github.com/BagelHole/DevOps-Security-Agent-Skills/tree/main/devops/observability/sre-dashboards into .agents/skills/sre-dashboards/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sre-dashboards", then confirm the skill loads.

Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add BagelHole/DevOps-Security-Agent-Skills --skill sre-dashboards -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install BagelHole/DevOps-Security-Agent-Skills sre-dashboards --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/BagelHole/DevOps-Security-Agent-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/devops/observability/sre-dashboards .cursor/skills/sre-dashboards && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "sre-dashboards" agent skill from https://github.com/BagelHole/DevOps-Security-Agent-Skills/tree/main/devops/observability/sre-dashboards into .cursor/skills/sre-dashboards/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sre-dashboards", then confirm the skill loads.

Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

gemini skills install

$ gemini skills install https://github.com/BagelHole/DevOps-Security-Agent-Skills.git --path devops/observability/sre-dashboards

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add BagelHole/DevOps-Security-Agent-Skills --skill sre-dashboards -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install BagelHole/DevOps-Security-Agent-Skills sre-dashboards --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/BagelHole/DevOps-Security-Agent-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/devops/observability/sre-dashboards .gemini/skills/sre-dashboards && rm -rf skills-src

Use ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.

Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/

Paste into Gemini CLI

Install the "sre-dashboards" agent skill from https://github.com/BagelHole/DevOps-Security-Agent-Skills/tree/main/devops/observability/sre-dashboards into .gemini/skills/sre-dashboards/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sre-dashboards", then confirm the skill loads.

Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

GitHub CLI

$ gh skill install BagelHole/DevOps-Security-Agent-Skills sre-dashboards

Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).

skills CLI

$ npx skills add BagelHole/DevOps-Security-Agent-Skills --skill sre-dashboards -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/BagelHole/DevOps-Security-Agent-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/devops/observability/sre-dashboards .github/skills/sre-dashboards && rm -rf skills-src

Use ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.

GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/

Paste into GitHub Copilot

Install the "sre-dashboards" agent skill from https://github.com/BagelHole/DevOps-Security-Agent-Skills/tree/main/devops/observability/sre-dashboards into .github/skills/sre-dashboards/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sre-dashboards", then confirm the skill loads.

GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add BagelHole/DevOps-Security-Agent-Skills --skill sre-dashboards -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install BagelHole/DevOps-Security-Agent-Skills sre-dashboards --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/BagelHole/DevOps-Security-Agent-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/devops/observability/sre-dashboards .opencode/skills/sre-dashboards && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "sre-dashboards" agent skill from https://github.com/BagelHole/DevOps-Security-Agent-Skills/tree/main/devops/observability/sre-dashboards into .opencode/skills/sre-dashboards/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sre-dashboards", then confirm the skill loads.

OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

Facts

Skill name: sre-dashboards
GitHub stars: 1.2k
Token cost: ~903 tokens
SKILL.md length: 306 words
Files: 1
Skills in repo: 44
Repo updated: May 22, 2026
First seen: Oct 7, 2026
Licence: MIT

At a glance

Design and operationalize SRE dashboards that surface reliability, latency, error, saturation, and capacity signals across services.

Works in 3 steps: Executive Reliability View: SLO… → Service Health View: RED/USE metrics,… → Deep-Dive View: Per-endpoint latency,…
Building observability views for SLOs
SKILL.md covers When to Use This Skill, Prerequisites, Dashboard Architecture and Core SRE Panels, plus 4 more sections
Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Sre Dashboards is an agent skill from BagelHole/DevOps-Security-Agent-Skills. Design and operationalize SRE dashboards that surface reliability, latency, error, saturation, and capacity signals across services. Use when building observability views for SLOs, incident response, and executive reliability reporting.

Its SKILL.md is about 900 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in DevOps & Cloud, covering Site reliability engineering. The repository describes itself as: Agent-ready DevOps, security, infrastructure, and compliance knowledge base with 80+ skills across Kubernetes, Terraform, AWS/Azure/GCP, AI platform operations, container… The licence is MIT.

When your agent uses it

Building observability views for SLOs
Incident response
Executive reliability reporting

Example prompts

“/sre-dashboards”

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

Executive Reliability View: SLO attainment, incident counts, MTTR trends.
Service Health View: RED/USE metrics, dependency health, release markers.
Deep-Dive View: Per-endpoint latency, resource saturation, error categories.

What it can do on your machine

Read from SKILL.md and the folder at commit 0365f57. It shows what the files ask for, not the result of running them.

Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are promql).
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Sre Dashboards loads about 903 tokens when it runs. Until then it costs about 63 tokens; SKILL.md has 306 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~63
When it runs · the whole SKILL.md, loaded when a task matches: ~903

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from BagelHole/DevOps-Security-Agent-Skills at commit 0365f57, republished under its MIT licence (© BagelHole). 306 words, ~903 tokens.

Download SKILL.mdSave it as .claude/skills/sre-dashboards/SKILL.md (or your agent's skills folder).

name: sre-dashboards
description: Design and operationalize SRE dashboards that surface reliability, latency, error, saturation, and capacity signals across services. Use when building observability views for SLOs, incident response, and executive reliability reporting.
license: MIT
metadata.author: devops-skills
metadata.version: 1.0

SRE Dashboards

Build dashboards that help teams detect, triage, and prevent reliability incidents.

When to Use This Skill

Use this skill when:

Defining service-level dashboards for production systems
Tracking SLO health and error-budget burn
Creating incident command-center views
Standardizing dashboard patterns across teams

Prerequisites

Metrics pipeline (Prometheus, OpenTelemetry, or vendor equivalent)
Logs/traces linked to services and environments
Agreed service taxonomy (team, service, tier, environment)

Dashboard Architecture

Structure dashboards in layers:

Executive Reliability View: SLO attainment, incident counts, MTTR trends.
Service Health View: RED/USE metrics, dependency health, release markers.
Deep-Dive View: Per-endpoint latency, resource saturation, error categories.

Keep each view answer-oriented:

Are customers impacted?
What changed?
Where is the bottleneck?

Core SRE Panels

Golden Signals

Latency: p50/p95/p99 request duration by endpoint
Traffic: request throughput and queue depth
Errors: 5xx rate, failed jobs, timeout ratio
Saturation: CPU, memory, disk I/O, thread/connection pool exhaustion

SLO Panels

Current SLI value (rolling windows: 5m, 1h, 24h, 30d)
Error-budget remaining (%)
Burn-rate panels (fast and slow windows)
Multi-window burn alert status

Change Correlation

Deployment markers and config-change annotations
Feature flag state overlays
Upstream/downstream dependency error rates

Example PromQL Snippets

promql

# API error rate (%)
100 * sum(rate(http_requests_total{status=~"5.."}[5m]))
  / sum(rate(http_requests_total[5m]))

promql

# p95 latency by route
histogram_quantile(0.95,
  sum by (le, route) (rate(http_request_duration_seconds_bucket[5m]))
)

promql

# Fast burn rate (5m / 1h)
(
  sum(rate(http_requests_total{status=~"5.."}[5m]))
  / sum(rate(http_requests_total[5m]))
)
/
(
  sum(rate(http_requests_total{status=~"5.."}[1h]))
  / sum(rate(http_requests_total[1h]))
)

Operational Guidelines

Use consistent color semantics (green=healthy, yellow=degrading, red=breach)
Label units explicitly (ms, req/s, %, cores)
Default time windows to incident-friendly ranges (15m, 1h, 6h, 24h)
Minimize panel count per dashboard to reduce cognitive load
Add runbook links directly in panel descriptions

Troubleshooting

Panel appears flat or empty

Verify label cardinality and filters (service, env, region)
Confirm scrape/ingest latency is within expected range
Check metric rename regressions after instrumentation updates

High cardinality slows dashboards

Aggregate by stable dimensions (service, route_group) instead of raw IDs
Use recording rules for expensive percentile and ratio queries
Split deep-dive dashboards from NOC summary dashboards

prometheus-grafana - Dashboard implementation and PromQL
opentelemetry - Standardized telemetry instrumentation
alerting-oncall - Reliability alert routing and escalation
agent-observability - AI workload reliability telemetry

Files

Just SKILL.md in devops/observability/sre-dashboards of BagelHole/DevOps-Security-Agent-Skills.

Open the folder on GitHubat commit 0365f57

Compare with similar skills

Sre Dashboards next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Sre Dashboards compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Sre Dashboards this skillBagelHole/DevOps-Security-Agent-Skills	1.2k	—	~903	Automated safety check: Pass	MIT	4 mo ago
Inference Autopilotrednote-machine-learning/Inference-autopilot	144	—	~4.5k	Automated safety check: Pass	Apache-2.0	1 mo ago
Executing Distributed System Testsshenli/distributed-system-testing	231	—	~5.1k	Automated safety check: Notes	MIT	2 mo ago
Alerting Irmgrafana/skills	282	1 repos	~1.9k	Automated safety check: Pass	Apache-2.0	2 days ago
Slo Implementationwshobson/agents	40k	11 repos	~1.7k	Automated safety check: Pass	MIT	6 days ago
Agentforce D360 Analyzeforcedotcom/sf-skills	1.1k	—	~3.4k	Automated safety check: Pass	Apache-2.0	yesterday

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Questions about Sre Dashboards

What does Sre Dashboards do?

Design and operationalize SRE dashboards that surface reliability, latency, error, saturation, and capacity signals across services. Sre Dashboards is an agent skill from BagelHole/DevOps-Security-Agent-Skills. Design and operationalize SRE dashboards that surface reliability, latency, error, saturation, and capacity signals across services.

When should I use Sre Dashboards?

Sre Dashboards fits situations like: building observability views for SLOs; incident response; executive reliability reporting.

How do I install Sre Dashboards in Claude Code?

Run `npx skills add BagelHole/DevOps-Security-Agent-Skills --skill sre-dashboards -a claude-code`. Or copy the skill folder (devops/observability/sre-dashboards in BagelHole/DevOps-Security-Agent-Skills) into .claude/skills/sre-dashboards in your project. Claude Code loads it when a task matches its description.

How do I install Sre Dashboards in Codex?

Run `npx skills add BagelHole/DevOps-Security-Agent-Skills --skill sre-dashboards -a codex`. Or copy the skill folder (devops/observability/sre-dashboards in BagelHole/DevOps-Security-Agent-Skills) into .agents/skills/sre-dashboards in your project. Codex loads it when a task matches its description.

Can I use Sre Dashboards in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add BagelHole/DevOps-Security-Agent-Skills --skill sre-dashboards -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/sre-dashboards, .gemini/skills/sre-dashboards, .github/skills/sre-dashboards and .opencode/skills/sre-dashboards in your project.

What does Sre Dashboards need to run?

SKILL.md names no scripts, command-line tools or credentials: Sre Dashboards is instructions for the agent only.

Does Sre Dashboards access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Sre Dashboards safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Sre Dashboards use?

Sre Dashboards is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Sre Dashboards use?

About 903 tokens (SKILL.md is roughly 3.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Sre Dashboards?

Skills that share tags, products or a category with Sre Dashboards: Inference Autopilot (rednote-machine-learning/Inference-autopilot, 144 stars), Executing Distributed System Tests (shenli/distributed-system-testing, 231 stars), Alerting Irm (grafana/skills, 282 stars) and Slo Implementation (wshobson/agents, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Sre Dashboards?

BagelHole (a GitHub user) maintains it in BagelHole/DevOps-Security-Agent-Skills, which has 1,152 GitHub stars. The repository holds 44 skills in this directory. The repository was last updated on May 22, 2026.

Source: BagelHole/DevOps-Security-Agent-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.

Install Sre Dashboards

Facts

At a glance

What it does

When your agent uses it

Example prompts

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

SRE Dashboards

When to Use This Skill

Prerequisites

Dashboard Architecture

Core SRE Panels

Golden Signals

SLO Panels

Change Correlation

Example PromQL Snippets

Operational Guidelines

Troubleshooting

Panel appears flat or empty

High cardinality slows dashboards

Related Skills

Files

Compare with similar skills

Similar skills

More from BagelHole/DevOps-Security-Agent-Skills

Related

Questions about Sre Dashboards