{"slug":"ricmmartins-capacity-planning","name":"capacity-planning","description":"Assess Azure resource capacity, quota utilization, and growth trends to prevent outages from resource exhaustion. Use when asked about capacity, quotas, scaling readiness, load testing prep, Black Friday readiness, or growth projections.","long_description":"---\nname: capacity-planning\ndescription: Assess Azure resource capacity, quota utilization, and growth trends to prevent outages from resource exhaustion. Use when asked about capacity, quotas, scaling readiness, load testing prep, Black Friday readiness, or growth projections.\ntools:\n  - RunAzCliReadCommands\n  - execute_kusto_query\n---\n\n# Capacity Planning\n\n## Purpose\nAnalyze current resource utilization, quota consumption, and growth trends to predict capacity risks and recommend scaling actions before limits are hit.\n\n## When to use this skill\n- User asks \"will our infrastructure handle the traffic spike?\"\n- User asks about quotas, limits, or capacity\n- Pre-event planning (Black Friday, product launch, marketing campaign)\n- Quarterly capacity review\n- After hitting a quota or throttling limit\n\n## Pre-check\nConfirm with the user:\n- Scope: which subscriptions and regions\n- Time horizon: when is the expected load increase? (default: 30 days)\n- Expected growth factor (e.g., 2x, 5x, 10x current load)\n- Critical workloads to prioritize\n\n## Assessment procedure\n\n### Step 1: Quota utilization\nCheck current quota usage across all critical resource providers.\n\n```bash\naz vm list-usage --location <region> -o table\naz network list-usages --location <region> -o table\naz storage account list --query \"length(@)\"\n```\n\nCheck for:\n- **vCPU quotas**: Total and per-family (Dv5, Ev5, etc.) — flag if > 70% utilized\n- **Public IPs**: Usage vs. limit\n- **Load balancers**: Usage vs. limit\n- **Network interfaces**: Usage vs. limit\n- **Storage accounts per subscription**: Usage vs. 250 limit\n- **App Service plans per region**\n- **AKS clusters per subscription**\n\nBuild a quota utilization table. Use Unicode emoji characters directly (🟢🟡🔴) — never use emoji shortcodes like `:green_circle:` or `:red_circle:`.\n\n| Resource | Region | Used | Limit | Utilization | Risk |\n|----------|--------|------|-------|-------------|------|\n| Total vCPUs | East US | 85 | 100 | 85% | 🔴 |\n| Dv5 vCPUs | East US | 32 | 50 | 64% | 🟡 |\n| Public IPs | East US | 8 | 20 | 40% | 🟢 |\n\n### Step 2: Compute capacity\nAnalyze current compute utilization and headroom.\n\n1. **VM utilization** (last 14 days):\n   - Average and P95 CPU across all VMs\n   - Average and P95 memory (if available via Log Analytics)\n   - Flag VMs consistently > 80% CPU or memory\n\n2. **App Service plan utilization**:\n   ```bash\n   az appservice plan list --query \"[].{name:name, sku:sku.name, workers:numberOfWorkers, maxWorkers:maximumElasticWorkerCount}\" -o table\n   ```\n   - Current instance count vs. max\n   - CPU/memory % of the plan\n   - Autoscale rules and current headroom\n\n3. **AKS cluster capacity**:\n   ```bash\n   az aks list --query \"[].{name:name, nodeCount:agentPoolProfiles[0].count, maxCount:agentPoolProfiles[0].maxCount, vmSize:agentPoolProfiles[0].vmSize}\" -o table\n   ```\n   - Node count vs. max count\n   - Pod density per node\n   - Cluster autoscaler configuration\n\n4. **Container Apps**:\n   - Current replicas vs. max replicas\n   - Autoscale rules (HTTP concurrency, CPU, custom)\n\n### Step 3: Data layer capacity\n1. **SQL Database**:\n   - DTU/vCore utilization (avg and P95)\n   - Storage usage vs. max size\n   - Connection count vs. limit\n   \n2. **Cosmos DB**:\n   - RU consumption vs. provisioned (or autoscale max)\n   - Storage per container\n   - 429 (throttling) rate from metrics\n\n3. **Redis Cache**:\n   - Memory usage %\n   - Connection count vs. max\n   - Server load %\n\n4. **Storage accounts**:\n   - Ingress/egress patterns\n   - Transaction rates vs. limits\n   - Blob count growth rate\n\n### Step 4: Networking capacity\n1. **ExpressRoute / VPN Gateway**: Bandwidth utilization %\n2. **Application Gateway / Front Door**: Connection count, throughput\n3. **NAT Gateway**: SNAT port utilization\n4. **DNS zones**: Query volume trends\n\n### Step 5: Growth projection\nBased on the data collected:\n\n1. Plot utilization trends for the last 90 days\n2. Apply linear projection to estimate when each resource hits 80% and 100%\n3. If the user specified a growth factor, multiply current usage and check against limits\n\nBuild a risk timeline:\n\n| Resource | Current | At 2x Load | At 5x Load | Hits Limit | Action Needed |\n|----------|---------|------------|------------|------------|---------------|\n| vCPUs East US | 85/100 | 170 ❌ | 425 ❌ | Now | Quota increase |\n| SQL DTU | 60% | 120% ❌ | 300% ❌ | At 1.7x | Scale up tier |\n| AKS nodes | 5/10 | 10/10 ⚠️ | 25 ❌ | At 2x | Increase max |\n| Redis memory | 45% | 90% ⚠️ | 225% ❌ | At 2.2x | Upgrade SKU |\n\n### Step 6: Quota increase requests\nFor any quota that needs increasing, generate the correct request command:\n\n```bash\n# Request a quota increase via the Azure portal Support + Troubleshooting flow,\n# or use the REST API directly:\naz rest --method patch \\\n  --url \"https://management.azure.com/subscriptions/<sub-id>/providers/Microsoft.Capacity/resourceProviders/Microsoft.Compute/locations/<region>/serviceLimits/StandardDv5Family?api-version=2020-10-25\" \\\n  --body '{\"properties\":{\"limit\":{\"limitObjectType\":\"LimitValue\",\"value\":<new-limit>}}}'\n```\n\nNote: The `az quota` CLI extension is in preview and syntax may change. The REST API approach above is stable. Alternatively, guide users to submit quota requests via the Azure portal: **Help + support > New support request > Service and subscription limits (quotas)**.\n\n### Step 7: Recommendations\nFor each risk identified:\n1. **Immediate**: Quota increase requests, SKU upgrades\n2. **Short-term** (1-2 weeks): Autoscale configuration, caching layers\n3. **Long-term**: Architecture changes (sharding, async patterns, CDN)\n\n## Accepted exceptions (optional)\n\nIf the user provides a list of accepted exceptions, do not flag those items. Instead, note them in the report as **Accepted Exception** with the reason provided.\n\nExample format the user may provide:\n\n| Check | Reason |\n|-------|--------|\n| 1.1 vCPU quota utilization | Quota increase already submitted, awaiting approval |\n| 2.3 AKS cluster capacity | Cluster is scheduled for decommission next month |\n| 4.2 Application Gateway throughput | Traffic is seasonal, current capacity is intentional |\n\nWhen exceptions are provided:\n- Skip the flagged checks in scoring\n- List them in a separate \"Accepted Exceptions\" section at the end of the report\n- Recalculate the overall score excluding excepted checks\n\n## Expected output\n\n### Report header (mandatory — use this exact format)\n\n## Capacity Planning Report\n\n| Field | Value |\n|-------|-------|\n| Subscription | (name + ID) |\n| Assessment Date | YYYY-MM-DD |\n| Region(s) Assessed | (list) |\n\n### Capacity summary\n\n| Metric | Value |\n|--------|-------|\n| 🏗️ Resources scanned | X |\n| ⚠️ Resources at risk (>70% capacity) | Y |\n| 🔴 Resources critical (>90% capacity) | Z |\n| 📈 Projected limit breach within 30 days | W resources |\n\n### Risk matrix\nTable with all resources, current utilization, projected utilization at specified growth factor, and recommended action.\n\n### Scaling runbook\nStep-by-step actions to prepare for the expected load increase, ordered by priority and dependency.\n\n### Remediation guidance\nFor each capacity risk identified, include in the output:\n1. The specific `az` CLI command to remediate (quota increase, scale-up, autoscale config)\n2. Use `GetAzCliHelp` to validate the command syntax before suggesting\n3. The official Microsoft Learn documentation link\n\n### References\n- Quotas Overview: https://learn.microsoft.com/en-us/azure/quotas/quotas-overview\n- VM Sizes: https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview\n- Autoscale: https://learn.microsoft.com/en-us/azure/azure-monitor/autoscale/autoscale-overview\n- App Service Scaling: https://learn.microsoft.com/en-us/azure/app-service/manage-scale-up\n\n## Sample output\n\n> The following is a redacted example of what the report looks like when run against a subscription.\n\n## Capacity Planning Report\n\n| Field | Value |\n|-------|-------|\n| Subscription | contoso-prod-001 (a1b2c3d4-e5f6-7890-abcd-ef1234567890) |\n| Assessment Date | 2026-07-15 |\n| Region(s) Assessed | East US, West Europe |\n\n### Capacity summary\n\n| Metric | Value |\n|--------|-------|\n| 🏗️ Resources scanned | 47 |\n| ⚠️ Resources at risk (>70% capacity) | 5 |\n| 🔴 Resources critical (>90% capacity) | 2 |\n| 📈 Projected limit breach within 30 days | 1 resource |\n\n### Risk matrix (sample)\n\n| Resource | Region | Current | At 2x Load | Hits Limit | Action Needed |\n|----------|--------|---------|------------|------------|---------------|\n| Total vCPUs | East US | 85/100 (85%) | 170 ❌ | Now | Quota increase |\n| Dv5 vCPUs | East US | 32/50 (64%) | 64 ⚠️ | At 1.6x | Quota increase |\n| SQL DTU `sql-contoso-prod` | East US | 78% avg | 156% ❌ | At 1.3x | Scale up tier |\n| AKS nodes `aks-app-prod` | West Europe | 7/10 | 14 ❌ | At 1.4x | Increase max count |\n| Public IPs | East US | 8/20 (40%) | 16 🟢 | At 2.5x | Monitor |\n\n### Scaling runbook (sample)\n\n| Priority | Action | Resource | Estimated Time |\n|----------|--------|----------|---------------|\n| 1 | Request vCPU quota increase to 200 | East US subscription | 1–3 business days |\n| 2 | Scale SQL DB from S3 to S4 | `sql-contoso-prod` | 15 min (online) |\n| 3 | Increase AKS max node count to 20 | `aks-app-prod` | 5 min |\n\n### Remediation guidance (sample)\n\n```bash\n# Request vCPU quota increase via REST API\naz rest --method patch \\\n  --url \"https://management.azure.com/subscriptions/a1b2c3d4-.../providers/Microsoft.Capacity/resourceProviders/Microsoft.Compute/locations/eastus/serviceLimits/StandardDv5Family?api-version=2020-10-25\" \\\n  --body '{\"properties\":{\"limit\":{\"limitObjectType\":\"LimitValue\",\"value\":200}}}'\n\n# Scale up SQL Database\naz sql db update --resource-group rg-data-prod --server sql-contoso-prod --name appdb --service-objective S4\n```\n","tagline":"Assess Azure resource capacity, quota utilization, and growth trends to prevent outages from resource exhaustion. Use when asked about capacity, quotas, scaling readiness, load testing prep, Black Friday readiness, or growth projections.","category":"research","tags":["agent-skill"],"author":"ricmmartins","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"recursive skill source sync","sourceDetail":"ricmmartins/azure-sre-agent-skills","creatorName":"ricmmartins","creatorUrl":"https://github.com/ricmmartins","sourceUrl":"https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/ricmmartins-capacity-planning#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":70,"forks":14,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":36.21},"quality":{"score":65,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"70","tone":"neutral"},{"label":"Freshness","value":"Today","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":["The SKILL.md is truncated in the provided excerpt, but the visible content is complete and well-structured."]},"trust":{"version":"trust-score-v5","score":57,"base_score":65,"outcome_confidence":0,"tier":"risk","label":"Do not auto-install","summary":"Trust Score v5 found insufficient evidence for agent installation. 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issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"Pushed today"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"warn","label":"Dependency/runtime risk","detail":"command execution surface, external package install surface"},{"status":"pass","label":"Install availability","detail":"npx skills add ricmmartins/azure-sre-agent-skills --skill capacity-planning"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"warn","label":"Permission surface","detail":"shell or command execution, network or browser access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["The SKILL.md is truncated in the provided excerpt, but the visible content is complete and well-structured.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 70 GitHub stars","Stars/forks activity: 70 stars, 14 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: shell or command execution, network or browser access","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"70 GitHub stars","repoActivity":"70 stars, 14 forks","lastPushed":"Pushed today","license":"MIT","repository":"https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning","install":"npx skills add ricmmartins/azure-sre-agent-skills --skill capacity-planning","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, network or browser access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add ricmmartins/azure-sre-agent-skills --skill capacity-planning","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","Pushed today","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The SKILL.md is truncated in the provided excerpt, but the visible content is complete and well-structured.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 70 GitHub stars","Stars/forks activity: 70 stars, 14 forks; issue activity unavailable in current metadata"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v3","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["research","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add ricmmartins/azure-sre-agent-skills --skill capacity-planning","trust_score":57,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["research","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["The SKILL.md is truncated in the provided excerpt, but the visible content is complete and well-structured.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 70 GitHub stars","Stars/forks activity: 70 stars, 14 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: shell or command execution, network or browser access"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":65,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection."}}},"trust_score_v4":{"version":"trust-score-v4","score":65,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection.","recommendedAction":"Inspect the repository, license, and recent activity before connecting it to agent workflows.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":48,"weight":0.13,"status":"warn","detail":"70 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":48,"weight":0.08,"status":"warn","detail":"70 stars, 14 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"Pushed today"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":46,"weight":0.12,"status":"warn","detail":"command execution surface, external package install surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add ricmmartins/azure-sre-agent-skills --skill capacity-planning"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":50,"weight":0.07,"status":"warn","detail":"shell or command execution, network or browser access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"warn","label":"GitHub adoption","detail":"70 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"70 stars, 14 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"Pushed today"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"warn","label":"Dependency/runtime risk","detail":"command execution surface, external package install surface"},{"status":"pass","label":"Install availability","detail":"npx skills add ricmmartins/azure-sre-agent-skills --skill capacity-planning"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"warn","label":"Permission surface","detail":"shell or command execution, network or browser access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern"],"warnings":["The SKILL.md is truncated in the provided excerpt, but the visible content is complete and well-structured.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 70 GitHub stars","Stars/forks activity: 70 stars, 14 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: shell or command execution, network or browser access"],"evidence":{"stars":"70 GitHub stars","repoActivity":"70 stars, 14 forks","lastPushed":"Pushed today","license":"MIT","repository":"https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning","install":"npx skills add ricmmartins/azure-sre-agent-skills --skill capacity-planning","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, network or browser access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add ricmmartins/azure-sre-agent-skills --skill capacity-planning","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","Pushed today"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The SKILL.md is truncated in the provided excerpt, but the visible content is complete and well-structured.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 70 GitHub stars","Stars/forks activity: 70 stars, 14 forks; issue activity unavailable in current metadata"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["research","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["The SKILL.md is truncated in the provided excerpt, but the visible content is complete and well-structured.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 70 GitHub stars","Stars/forks activity: 70 stars, 14 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: shell or command execution, network or browser access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"outcome_stats":null,"safety":{"score":46,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","summary":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_policy":"review","reasons":["High-risk permission hints: Shell or command execution","46/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["High-risk permission hints: Shell or command execution","Dependency or permission surface needs review"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","auto_install_policy":"review","auto_install_allowed":false,"blocked":false,"human_review_required":true,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","reasons":["High-risk permission hints: Shell or command execution","46/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":65,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Permission surface: shell or command execution, network or browser access","auto_install_allowed":false,"policy":"block","human_review_required":true},"blockers":["Permission surface: shell or command execution, network or browser access"],"warnings":["Trust score: Potentially useful, but at least one trust signal needs human inspection.","Audit score: Needs review","Agent safety gate: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","High-risk permission hints: Shell or command execution","Dependency or permission surface needs review","Permission surface may require sandboxing","The SKILL.md is truncated in the provided excerpt, but the visible content is complete and well-structured.","The quota increase request command is incomplete in the excerpt, but it is presented as a template for the user to complete.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 70 GitHub stars","Stars/forks activity: 70 stars, 14 forks; issue activity unavailable in current metadata"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate capacity-planning before installing it in an agent workflow","research","Research agents workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add ricmmartins/azure-sre-agent-skills --skill capacity-planning"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add ricmmartins/azure-sre-agent-skills --skill capacity-planning"]},{"id":"trust_score","label":"Trust score","status":"warn","score":65,"required_for_auto_install":true,"detail":"Potentially useful, but at least one trust signal needs human inspection.","evidence":["Manual review","70 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":74,"required_for_auto_install":true,"detail":"Needs review","evidence":["Dependency or permission surface needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":46,"required_for_auto_install":true,"detail":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","evidence":["Test manually in an isolated workspace and compare against safer alternatives.","High-risk permission hints: Shell or command execution"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":86,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"Pushed today","evidence":["Pushed today"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":50,"required_for_auto_install":true,"detail":"shell or command execution, network or browser access","evidence":["Shell or command execution: high","Network access: medium","Database access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/ricmmartins-capacity-planning/evals","api":"/api/agent/evals?slug=ricmmartins-capacity-planning","text":"/api/agent/evals?slug=ricmmartins-capacity-planning&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"ricmmartins-capacity-planning","name":"capacity-planning","description":"Assess Azure resource capacity, quota utilization, and growth trends to prevent outages from resource exhaustion. Use when asked about capacity, quotas, scaling readiness, load testing prep, Black Friday readiness, or growth projections.","category":"research","url":"https://www.openagentskill.com/skills/ricmmartins-capacity-planning","repository":"https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning","github_repo":"ricmmartins/azure-sre-agent-skills"},"suited_tasks":["Research agents workflows","Claude Code teams","builders willing to evaluate younger projects","Search sources","Extract claims","Synthesize findings","Understand table relationships","Write safer queries"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add ricmmartins/azure-sre-agent-skills --skill capacity-planning","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install ricmmartins-capacity-planning"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"capacity-planning\" agent skill from https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Assess Azure resource capacity, quota utilization, and growth trends to prevent outages from resource exhaustion. Use when asked about capacity, quotas, scaling readiness, load testing prep, Black Friday readiness, or growth projections. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"ricmmartins-capacity-planning\",\"task\":\"Install capacity-planning\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"capacity-planning\" as a Claude Code skill from https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Assess Azure resource capacity, quota utilization, and growth trends to prevent outages from resource exhaustion. Use when asked about capacity, quotas, scaling readiness, load testing prep, Black Friday readiness, or growth projections. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"ricmmartins-capacity-planning\",\"task\":\"Install capacity-planning\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"capacity-planning\" from https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Assess Azure resource capacity, quota utilization, and growth trends to prevent outages from resource exhaustion. Use when asked about capacity, quotas, scaling readiness, load testing prep, Black Friday readiness, or growth projections. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"ricmmartins-capacity-planning\",\"task\":\"Install capacity-planning\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/ricmmartins-capacity-planning/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/ricmmartins-capacity-planning"},"trust":{"score":65,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"70 GitHub stars","repoActivity":"70 stars, 14 forks","lastPushed":"Pushed today","license":"MIT","repository":"https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning","install":"npx skills add ricmmartins/azure-sre-agent-skills --skill capacity-planning","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, network or browser access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","agent-skill"],"known_risks":["The SKILL.md is truncated in the provided excerpt, but the visible content is complete and well-structured.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 70 GitHub stars","Stars/forks activity: 70 stars, 14 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: shell or command execution, network or browser access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":74,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","The SKILL.md is truncated in the provided excerpt, but the visible content is complete and well-structured.","The quota increase request command is incomplete in the excerpt, but it is presented as a template for the user to complete.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 70 GitHub stars","Stars/forks activity: 70 stars, 14 forks; issue activity unavailable in current metadata"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":65,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"Pushed today","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","The SKILL.md is truncated in the provided excerpt, but the visible content is complete and well-structured.","No OpenAgentSkill engagement data yet","High-risk permission hints: Shell or command execution","Dependency or permission surface needs review","Permission surface may require sandboxing","The quota increase request command is incomplete in the excerpt, but it is presented as a template for the user to complete."],"agent_contract":{"task_input":"Use capacity-planning in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 65/100 Manual review","Audit: 74/100 Needs review","Safety: 46/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"ricmmartins-capacity-planning (capacity-planning)","install_command":"npx skills add ricmmartins/azure-sre-agent-skills --skill capacity-planning","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"ricmmartins-capacity-planning","task":"Use capacity-planning in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/ricmmartins-capacity-planning","api":"https://www.openagentskill.com/api/agent/skills/ricmmartins-capacity-planning","audit":"https://www.openagentskill.com/skills/ricmmartins-capacity-planning/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=ricmmartins-capacity-planning&task=Use%20capacity-planning%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20capacity-planning%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20capacity-planning%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/ricmmartins-capacity-planning/install","manifest":"https://www.openagentskill.com/api/registry/manifest/ricmmartins-capacity-planning"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"ricmmartins-capacity-planning","name":"capacity-planning","description":"Assess Azure resource capacity, quota utilization, and growth trends to prevent outages from resource exhaustion. Use when asked about capacity, quotas, scaling readiness, load testing prep, Black Friday readiness, or growth projections.","category":"research","url":"https://www.openagentskill.com/skills/ricmmartins-capacity-planning","repository":"https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning","github_repo":"ricmmartins/azure-sre-agent-skills"},"suited_tasks":["Research agents workflows","Claude Code teams","builders willing to evaluate younger projects","Search sources","Extract claims","Synthesize findings","Understand table relationships","Write safer queries"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add ricmmartins/azure-sre-agent-skills --skill capacity-planning","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install ricmmartins-capacity-planning"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"capacity-planning\" agent skill from https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Assess Azure resource capacity, quota utilization, and growth trends to prevent outages from resource exhaustion. Use when asked about capacity, quotas, scaling readiness, load testing prep, Black Friday readiness, or growth projections. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"ricmmartins-capacity-planning\",\"task\":\"Install capacity-planning\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"capacity-planning\" as a Claude Code skill from https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Assess Azure resource capacity, quota utilization, and growth trends to prevent outages from resource exhaustion. Use when asked about capacity, quotas, scaling readiness, load testing prep, Black Friday readiness, or growth projections. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"ricmmartins-capacity-planning\",\"task\":\"Install capacity-planning\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"capacity-planning\" from https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Assess Azure resource capacity, quota utilization, and growth trends to prevent outages from resource exhaustion. Use when asked about capacity, quotas, scaling readiness, load testing prep, Black Friday readiness, or growth projections. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"ricmmartins-capacity-planning\",\"task\":\"Install capacity-planning\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/ricmmartins-capacity-planning/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/ricmmartins-capacity-planning"},"trust":{"score":65,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"70 GitHub stars","repoActivity":"70 stars, 14 forks","lastPushed":"Pushed today","license":"MIT","repository":"https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning","install":"npx skills add ricmmartins/azure-sre-agent-skills --skill capacity-planning","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, network or browser access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","agent-skill"],"known_risks":["The SKILL.md is truncated in the provided excerpt, but the visible content is complete and well-structured.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 70 GitHub stars","Stars/forks activity: 70 stars, 14 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: shell or command execution, network or browser access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":74,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","The SKILL.md is truncated in the provided excerpt, but the visible content is complete and well-structured.","The quota increase request command is incomplete in the excerpt, but it is presented as a template for the user to complete.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 70 GitHub stars","Stars/forks activity: 70 stars, 14 forks; issue activity unavailable in current metadata"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":65,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"Pushed today","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","The SKILL.md is truncated in the provided excerpt, but the visible content is complete and well-structured.","No OpenAgentSkill engagement data yet","High-risk permission hints: Shell or command execution","Dependency or permission surface needs review","Permission surface may require sandboxing","The quota increase request command is incomplete in the excerpt, but it is presented as a template for the user to complete."],"agent_contract":{"task_input":"Use capacity-planning in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 65/100 Manual review","Audit: 74/100 Needs review","Safety: 46/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"ricmmartins-capacity-planning (capacity-planning)","install_command":"npx skills add ricmmartins/azure-sre-agent-skills --skill capacity-planning","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"ricmmartins-capacity-planning","task":"Use capacity-planning in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/ricmmartins-capacity-planning","api":"https://www.openagentskill.com/api/agent/skills/ricmmartins-capacity-planning","audit":"https://www.openagentskill.com/skills/ricmmartins-capacity-planning/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=ricmmartins-capacity-planning&task=Use%20capacity-planning%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20capacity-planning%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20capacity-planning%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/ricmmartins-capacity-planning/install","manifest":"https://www.openagentskill.com/api/registry/manifest/ricmmartins-capacity-planning"}},"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"Research agents","description":"I need my agent to research a topic, compare sources, and produce a concise report.","useCases":[{"slug":"research-agents","title":"Research agents"},{"slug":"database-sql","title":"Database and SQL"},{"slug":"coding-agents","title":"Coding agents"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add ricmmartins/azure-sre-agent-skills --skill capacity-planning","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":70,"starsLabel":"70","forks":14,"license":"MIT","qualityScore":65,"trustScore":65,"auditScore":74},"maintenance":{"status":"fresh","label":"Pushed today","daysSincePush":0,"lastPushedAt":"2026-08-24T22:18:27+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Dependency or permission surface needs review","Permission surface may require sandboxing","The SKILL.md is truncated in the provided excerpt, but the visible content is complete and well-structured.","The quota increase request command is incomplete in the excerpt, but it is presented as a template for the user to complete.","Quality score needs review"]},"coverageTags":["Research","Research agents","agent-skill"]},"audit":{"audit_score":74,"risk_level":"needs_review","risk_label":"Needs review","quality_score":65,"trust_score":65,"maintenance_score":100,"security_score":73,"install_score":92,"warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","The SKILL.md is truncated in the provided excerpt, but the visible content is complete and well-structured.","The quota increase request command is incomplete in the excerpt, but it is presented as a template for the user to complete.","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 70 GitHub stars","Stars/forks activity: 70 stars, 14 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: shell or command execution, network or browser access"]},"quality_signals":{"model":"v2","star_score":12.96,"usage_score":0,"review_score":5.25,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code"],"use_cases":[{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"database-sql","title":"Database and SQL","url":"https://www.openagentskill.com/use-cases/database-sql"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"}],"stacks":[{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"},{"slug":"coding-review-agent","title":"Coding review agent","url":"https://www.openagentskill.com/collections/coding-review-agent"},{"slug":"rag-knowledge-base","title":"RAG knowledge base","url":"https://www.openagentskill.com/collections/rag-knowledge-base"}],"install":"npx skills add ricmmartins/azure-sre-agent-skills --skill capacity-planning","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install ricmmartins-capacity-planning","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"capacity-planning\" agent skill from https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Assess Azure resource capacity, quota utilization, and growth trends to prevent outages from resource exhaustion. Use when asked about capacity, quotas, scaling readiness, load testing prep, Black Friday readiness, or growth projections. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"ricmmartins-capacity-planning\",\"task\":\"Install capacity-planning\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"capacity-planning\" as a Claude Code skill from https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Assess Azure resource capacity, quota utilization, and growth trends to prevent outages from resource exhaustion. Use when asked about capacity, quotas, scaling readiness, load testing prep, Black Friday readiness, or growth projections. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"ricmmartins-capacity-planning\",\"task\":\"Install capacity-planning\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"capacity-planning\" from https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Assess Azure resource capacity, quota utilization, and growth trends to prevent outages from resource exhaustion. Use when asked about capacity, quotas, scaling readiness, load testing prep, Black Friday readiness, or growth projections. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"ricmmartins-capacity-planning\",\"task\":\"Install capacity-planning\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning","github_repo":"ricmmartins/azure-sre-agent-skills","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/ricmmartins-capacity-planning","repository":"https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/03-capacity-planning","api":"/api/agent/skills/ricmmartins-capacity-planning","install_api":"/api/skills/ricmmartins-capacity-planning/install"},"meta":{"created_at":"2026-08-25T00:35:47.48378+00:00","updated_at":"2026-08-25T00:35:47.48378+00:00","agent_friendly":true}}