MR
Mayur Rathi
@mayurrathi
⭐ 40.7k GitHub stars

Slo Implementation

Slo Implementation is an code AI skill with a core value of Define and implement Service Level Indicators (SLIs) and Service Level Objectives (SLOs) with error budgets and alerting. It helps developers solve real-world problems in the code domain, boosting efficiency, automating repetitive tasks, and optimizing workflows.

Define and implement Service Level Indicators (SLIs) and Service Level Objectives (SLOs) with error budgets and alerting. Use when establishing reliability targets, implementing SRE practices, or m...

Last verified on: 2026-07-07

Quick Facts

Category code
Works With Claude
Source sickn33/antigravity-awesome-skills
Stars ⭐ 40.7k
Last Verified 2026-07-07
Risk Level Low
mkdir -p ./skills/slo-implementation && curl -sfL https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/main/skills/slo-implementation/SKILL.md -o ./skills/slo-implementation/SKILL.md

Run in terminal / PowerShell. Requires curl (Unix) or PowerShell 5+ (Windows).

Skill Content

# SLO Implementation


Framework for defining and implementing Service Level Indicators (SLIs), Service Level Objectives (SLOs), and error budgets.


Do not use this skill when


- The task is unrelated to slo implementation

- You need a different domain or tool outside this scope


Instructions


- Clarify goals, constraints, and required inputs.

- Apply relevant best practices and validate outcomes.

- Provide actionable steps and verification.

- If detailed examples are required, open `resources/implementation-playbook.md`.


Purpose


Implement measurable reliability targets using SLIs, SLOs, and error budgets to balance reliability with innovation velocity.


Use this skill when


- Define service reliability targets

- Measure user-perceived reliability

- Implement error budgets

- Create SLO-based alerts

- Track reliability goals


SLI/SLO/SLA Hierarchy


text
SLA (Service Level Agreement)
  ↓ Contract with customers
SLO (Service Level Objective)
  ↓ Internal reliability target
SLI (Service Level Indicator)
  ↓ Actual measurement

Defining SLIs


Common SLI Types


#### 1. Availability SLI

promql
# Successful requests / Total requests
sum(rate(http_requests_total{status!~"5.."}[28d]))
/
sum(rate(http_requests_total[28d]))

#### 2. Latency SLI

promql
# Requests below latency threshold / Total requests
sum(rate(http_request_duration_seconds_bucket{le="0.5"}[28d]))
/
sum(rate(http_request_duration_seconds_count[28d]))

#### 3. Durability SLI

text
# Successful writes / Total writes
sum(storage_writes_successful_total)
/
sum(storage_writes_total)

**Reference:** See `references/slo-definitions.md`


Setting SLO Targets


Availability SLO Examples


| SLO % | Downtime/Month | Downtime/Year |

|-------|----------------|---------------|

| 99% | 7.2 hours | 3.65 days |

| 99.9% | 43.2 minutes | 8.76 hours |

| 99.95%| 21.6 minutes | 4.38 hours |

| 99.99%| 4.32 minutes | 52.56 minutes |


Choose Appropriate SLOs


**Consider:**

- User expectations

- Business requirements

- Current performance

- Cost of reliability

- Competitor benchmarks


**Example SLOs:**

yaml
slos:
  - name: api_availability
    target: 99.9
    window: 28d
    sli: |
      sum(rate(http_requests_total{status!~"5.."}[28d]))
      /
      sum(rate(http_requests_total[28d]))

  - name: api_latency_p95
    target: 99
    window: 28d
    sli: |
      sum(rate(http_request_duration_seconds_bucket{le="0.5"}[28d]))
      /
      sum(rate(http_request_duration_seconds_count[28d]))

Error Budget Calculation


Error Budget Formula


text
Error Budget = 1 - SLO Target

**Example:**

- SLO: 99.9% availability

- Error Budget: 0.1% = 43.2 minutes/month

- Current Error: 0.05% = 21.6 minutes/month

- Remaining Budget: 50%


Error Budget Policy


yaml
error_budget_policy:
  - remaining_budget: 100%
    action: Normal development velocity
  - remaining_budget: 50%
    action: Consider postponing risky changes
  - remaining_budget: 10%
    action: Freeze non-critical changes
  - remaining_budget: 0%
    action: Feature freeze, focus on reliability

**Reference:** See `references/error-budget.md`


SLO Implementation


Prometheus Recording Rules


yaml
# SLI Recording Rules
groups:
  - name: sli_rules
    interval: 30s
    rules:
      # Availability SLI
      - record: sli:http_availability:ratio
        expr: |
          sum(rate(http_requests_total{status!~"5.."}[28d]))
          /
          sum(rate(http_requests_total[28d]))

      # Latency SLI (requests < 500ms)
      - record: sli:http_latency:ratio
        expr: |
          sum(rate(http_request_duration_seconds_bucket{le="0.5"}[28d]))
          /
          sum(rate(http_request_duration_seconds_count[28d]))

  - name: slo_rules
    interval: 5m
    rules:
      # SLO compliance (1 = meeting SLO, 0 = violating)
      - record: slo:http_availability:compliance
        expr: sli:http_availability:ratio >= bool 0.999

      - record: slo:http_la

🎯 Best For

  • Claude users
  • Software engineers
  • Development teams
  • Tech leads

💡 Use Cases

  • Code quality improvement
  • Best practice enforcement

📖 How to Use This Skill

  1. 1

    Install the Skill

    Copy the install command from the Terminal tab and run it. The SKILL.md file downloads to your local skills directory.

  2. 2

    Load into Your AI Assistant

    Open Claude and reference the skill. Paste the SKILL.md content or use the system prompt tab.

  3. 3

    Apply Slo Implementation to Your Work

    Open your project in the AI assistant and ask it to apply the skill. Start with a small module to verify the output quality.

  4. 4

    Review and Refine

    Review AI suggestions before committing. Run tests, check for regressions, and iterate on the skill output.

❓ Frequently Asked Questions

Is Slo Implementation compatible with Cursor and VS Code?

Yes — this skill works with any AI coding assistant including Cursor, VS Code with Copilot, and JetBrains IDEs.

Do I need specific dependencies for Slo Implementation?

Check the install command and Works With section. Most code skills only require the AI assistant and your codebase.

How do I install Slo Implementation?

Copy the install command from the Terminal tab and run it. The skill downloads to ./skills/slo-implementation/SKILL.md, ready to use.

Can I customize this skill for my team?

Absolutely. Edit the SKILL.md file to add team-specific instructions, examples, or workflows.

⚠️ Common Mistakes to Avoid

Skipping validation

Always test AI-generated code changes, even for simple refactors.

Missing dependency updates

Check if the skill requires updated dependencies or new packages.

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