{"slug":"ricmmartins-finops-intelligence","name":"finops-intelligence","description":"Comprehensive FinOps analysis combining cost optimization, waste identification, and chargeback reporting. Use when asked about reducing Azure spend, finding unused resources, cost per team, chargeback, showback, cost anomalies, rightsizing, or monthly cost review.","long_description":"---\nname: finops-intelligence\ndescription: Comprehensive FinOps analysis combining cost optimization, waste identification, and chargeback reporting. Use when asked about reducing Azure spend, finding unused resources, cost per team, chargeback, showback, cost anomalies, rightsizing, or monthly cost review.\ntools:\n  - RunAzCliReadCommands\n  - execute_kusto_query\n---\n\n# FinOps Intelligence\n\n## Purpose\nUnified cost intelligence skill that identifies savings opportunities, tracks cost trends, and generates chargeback/showback reports by team or project. Answers both \"where can we save?\" and \"who spent what?\"\n\n## When to use this skill\n- User asks \"why did our bill go up?\"\n- User asks for cost optimization or savings opportunities\n- User asks \"how much did team X spend this month?\"\n- User asks for chargeback, showback, or cost allocation report\n- Monthly proactive cost review or FinOps cadence\n\n## Pre-check\nConfirm with the user:\n- **Scope**: Which subscriptions to scan (all or specific ones)\n- **Time range**: For trend analysis (default: last 3 months)\n- **Allocation model** (for chargeback): Which tag to use for cost splitting?\n  - `cost-center` tag (most common)\n  - `owner` or `team` tag\n  - `application` or `project` tag\n  - Resource group naming convention (e.g., `rg-teamname-*`)\n- **Exclusions**: Dev/test subscriptions, sandbox resource groups\n\n## Analysis procedure\n\n### Step 1: Cost trend overview\nGet the big picture using Azure Cost Management.\n\n```bash\n# Current month cost by service (last 30 days)\naz costmanagement query --type ActualCost --timeframe MonthToDate \\\n  --scope \"subscriptions/<sub-id>\" \\\n  --dataset-aggregation '{\"totalCost\":{\"name\":\"Cost\",\"function\":\"Sum\"}}' \\\n  --dataset-grouping name=\"ServiceName\" type=\"Dimension\" \\\n  -o table\n```\n\n```bash\n# Previous month for comparison\naz costmanagement query --type ActualCost --timeframe TheLastMonth \\\n  --scope \"subscriptions/<sub-id>\" \\\n  --dataset-aggregation '{\"totalCost\":{\"name\":\"Cost\",\"function\":\"Sum\"}}' \\\n  --dataset-grouping name=\"ServiceName\" type=\"Dimension\" \\\n  -o table\n```\n\nIf `az costmanagement` is unavailable, use the REST API:\n```bash\naz rest --method post \\\n  --url \"https://management.azure.com/subscriptions/<sub-id>/providers/Microsoft.CostManagement/query?api-version=2023-11-01\" \\\n  --body '{\"type\":\"ActualCost\",\"timeframe\":\"MonthToDate\",\"dataset\":{\"aggregation\":{\"totalCost\":{\"name\":\"Cost\",\"function\":\"Sum\"}},\"grouping\":[{\"type\":\"Dimension\",\"name\":\"ServiceName\"}]}}'\n```\n\nSummarize:\n- Total spend this month vs. last month (% change)\n- Top 5 services by spend\n- Top 5 resource groups by spend\n- Any spending anomalies (day-over-day spikes > 20%)\n\n### Step 2: Orphaned resources (waste)\nFind resources consuming cost with no active use.\n\n| Check | Command | Savings signal |\n|-------|---------|----------------|\n| Unattached managed disks | `az disk list --query \"[?managedBy==null]\"` | Disk cost per month |\n| Unused public IPs | `az network public-ip list --query \"[?ipConfiguration==null]\"` | ~$3.65/month each |\n| Stopped but allocated VMs | `az vm list -d --query \"[?powerState=='VM deallocated']\"` | Disk + IP cost still billed |\n| Unused App Service plans | `az appservice plan list --query \"[?numberOfSites==0]\" --resource-group <rg>` | Full plan cost |\n| Old snapshots (>90 days) | `az snapshot list --query \"[?timeCreated<'$(date -u -d '90 days ago' +%Y-%m-%dT%H:%M:%SZ)']\"` | Storage cost |\n| Unused NAT Gateways | `az network nat gateway list` cross-ref with subnets | ~$32/month each |\n| Empty resource groups | `az group list` then check member count | Organizational waste |\n\nNote on date handling: Use shell variable substitution for date comparisons:\n- Linux/macOS: `$(date -u -d '90 days ago' +%Y-%m-%dT%H:%M:%SZ)`\n- The SRE Agent sandbox runs Linux, so the above syntax is valid.\n\n### Step 3: Rightsizing opportunities\nIdentify over-provisioned resources.\n\n1. **VMs with low CPU** (< 5% avg over 14 days):\n   Query Azure Monitor metrics for `Percentage CPU` across all VMs\n2. **VMs with low memory** (< 10% avg):\n   Query Log Analytics for memory counters if available\n3. **Over-provisioned App Service plans**:\n   Check CPU and memory % across the plan — if consistently < 20%, suggest downgrade\n4. **Over-provisioned databases**:\n   Check DTU/vCore utilization — if < 20%, suggest lower tier\n\nFor each, calculate:\n- Current SKU and monthly cost\n- Recommended SKU and monthly cost\n- **Estimated monthly savings**\n\n### Step 4: Reservation & savings plan opportunities\n1. List VMs running 24/7 for > 30 days — candidates for Reserved Instances (up to 72% savings)\n2. List databases running 24/7 — candidates for reserved capacity\n3. Check if Azure Savings Plans could apply to compute spend\n\n### Step 5: Storage optimization\n1. Check storage accounts for access tier usage:\n   ```bash\n   az storage account list --query \"[].{name:name, accessTier:accessTier, kind:kind}\" -o table\n   ```\n2. Identify blobs that haven't been accessed in 90+ days — candidates for Cool/Archive tier\n3. Check for lifecycle management policies — suggest if missing\n4. Check for redundancy over-provisioning (GRS when LRS would suffice for non-critical data)\n\n### Step 6: Cost allocation (chargeback/showback)\nGroup costs by the user's chosen allocation model.\n\n**By tag** (preferred):\n- Group all resources by the chosen tag value\n- Aggregate costs per tag value\n- Track untagged resources separately as \"Unallocated\"\n\n**By resource group** (fallback):\n- Parse resource group names for team/project identifiers\n- Group and aggregate accordingly\n\n**Shared costs** (identify and handle):\n- Resources used by multiple teams (e.g., shared AKS cluster, shared networking)\n- Flag these separately — suggest allocation keys (even split, usage-based, or headcount-based)\n\nFor each team/project:\n- This period vs. previous period: $ change and % change\n- Top cost driver (which service drove the change?)\n- Flag anomalies (> 30% increase without known cause)\n\n### Step 7: Efficiency metrics\nCalculate per-team efficiency indicators:\n- **Cost per resource**: Total spend / number of resources\n- **Compute waste ratio**: Cost of idle/underutilized resources / total compute cost\n- **Tag compliance**: % of team's resources properly tagged\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| 2.1 Unattached managed disks | Kept for disaster recovery snapshots, reviewed monthly |\n| 3.2 Over-provisioned App Service plans | Pre-scaled for upcoming product launch next week |\n| 4.1 Reserved instances | Short-term project, reservations not cost-effective |\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## FinOps Cost Optimization & Chargeback Report\n\n| Field | Value |\n|-------|-------|\n| Subscription | (name + ID) |\n| Report Date | YYYY-MM-DD |\n| Total Spend (MTD) | $X,XXX |\n| Projected Full Month | $X,XXX |\n| Month-over-month Change | +/-$X (+/-X%) |\n| Waste Identified (recoverable) | ~$X/month |\n| Resource Groups Tracked | N (M with spend) |\n| Tag Compliance | X% |\n| Issues Found | X Critical, Y High, Z Medium |\n\n### Savings breakdown table\n\n| Category | Finding | Current Cost/mo | Savings/mo | Priority | Action |\n|----------|---------|----------------|------------|----------|--------|\n| Orphaned | 3 unattached disks | $45 | $45 | High | Delete or snapshot+delete |\n| Rightsizing | 2 VMs at < 5% CPU | $380 | $190 | High | Resize D4s_v5 → B2ms |\n| Reservations | 5 VMs running 24/7 | $1,200 | $864 | Medium | 3yr RI |\n| Storage | No lifecycle policies | $200 | $80 | Medium | Add cool tier policy |\n| **TOTAL RECOVERABLE** | — | — | **~$X,XXX/mo** | — | — |\n\n### Cost allocation table\n\n| Team / Project | This Period | Last Period | Change | % Change | Top Service | % of Total |\n|----------------|------------|-------------|--------|----------|-------------|------------|\n| Platform | $5,200 | $4,800 | +$400 | +8.3% | Compute | 32% |\n| Product API | $3,800 | $3,100 | +$700 | +22.6% ⚠️ | Databases | 24% |\n| Unallocated | $1,300 | $800 | +$500 | +62.5% 🔴 | Mixed | 8% |\n| **Total** | **$16,000** | **$14,300** | **+$1,700** | **+11.9%** | | **100%** |\n\n### Quick wins (implement today)\nTop 3 actions that save the most with the least effort.\n\n### Requires planning\nActions that need architecture review or stakeholder approval.\n\n### Unallocated cost remediation\nList untagged resources with suggested owner and tagging command:\n```bash\naz resource tag --ids <resource-id> --tags team=<team> cost-center=<cc>\n```\n\n### Remediation guidance\nFor each cost finding, include in the output:\n1. The specific `az` CLI command to remediate (suggest only — do not execute)\n2. Use `GetAzCliHelp` to validate the command syntax before suggesting\n3. The official Microsoft Learn documentation link\n\n### References\n- Cost Management: https://learn.microsoft.com/en-us/azure/cost-management-billing/costs/overview-cost-management\n- Azure Advisor Cost: https://learn.microsoft.com/en-us/azure/advisor/advisor-cost-recommendations\n- Reserved Instances: https://learn.microsoft.com/en-us/azure/cost-management-billing/reservations/save-compute-costs-reservations\n- Orphaned Resources: https://learn.microsoft.com/en-us/azure/advisor/advisor-reference-cost-recommendations\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## FinOps Cost Optimization & Chargeback Report\n\n| Field | Value |\n|-------|-------|\n| Subscription | contoso-prod-001 (a1b2c3d4-e5f6-7890-abcd-ef1234567890) |\n| Report Date | 2026-07-15 |\n| Total Spend (MTD) | $12,340 |\n| Projected Full Month | $16,450 |\n| Month-over-month Change | +$1,700 (+11.5%) |\n| Waste Identified (recoverable) | ~$1,179/month |\n| Resource Groups Tracked | 14 (12 with spend) |\n| Tag Compliance | 78% |\n| Issues Found | 2 Critical, 3 High, 4 Medium |\n\n### Savings breakdown table\n\n| Category | Finding | Current Cost/mo | Savings/mo | Priority | Action |\n|----------|---------|----------------|------------|----------|--------|\n| Orphaned | 3 unattached disks in `rg-app-prod` | $45 | $45 | High | Delete or snapshot+delete |\n| Orphaned | 2 unused public IPs | $7 | $7 | Medium | Delete |\n| Rightsizing | `vm-batch-01` at 3% CPU avg | $380 | $190 | High | Resize D4s_v5 → B2ms |\n| Rightsizing | `sql-staging` at 8% DTU | $250 | $125 | Medium | Downgrade S3 → S1 |\n| Reservations | 5 VMs running 24/7 for 90+ days | $1,200 | $864 | Medium | 3yr RI |\n| **TOTAL RECOVERABLE** | — | — | **~$1,179/mo** | — | — |\n\n### Cost allocation table\n\n| Team / Project | This Period | Last Period | Change | % Change | Top Service | % of Total |\n|----------------|------------|-------------|--------|----------|-------------|------------|\n| Platform | $5,200 | $4,800 | +$400 | +8.3% | Compute | 32% |\n| Product API | $3,800 | $3,100 | +$700 | +22.6% ⚠️ | Databases | 24% |\n| Data Team | $2,700 | $2,600 | +$100 | +3.8% | Storage | 17% |\n| Unallocated | $1,300 | $800 | +$500 | +62.5% 🔴 | Mixed | 8% |\n| **Total** | **$16,450** | **$14,750** | **+$1,700** | **+11.5%** | | **100%** |\n\n### Remediation guidance (sample)\n\n```bash\n# Delete unattached managed disks\naz disk delete --name disk-old-backup-01 --resource-group rg-app-prod --yes\n\n# Resize over-provisioned VM\naz vm resize --name vm-batch-01 --resource-group rg-batch-prod --size Standard_B2ms\n\n# Tag unallocated resources\naz resource tag --ids /subscriptions/.../resourceGroups/rg-shared/providers/Microsoft.Storage/storageAccounts/stcontososhared --tags team=platform cost-center=CC-1234\n```\n","tagline":"Comprehensive FinOps analysis combining cost optimization, waste identification, and chargeback reporting. Use when asked about reducing Azure spend, finding unused resources, cost per team, chargeback, showback, cost anomalies, rightsizing, or monthly cost review.","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/04-finops-intelligence","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/ricmmartins-finops-intelligence#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":36.36},"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 does not explicitly state that all commands are read-only, though they are."]},"trust":{"version":"trust-score-v5","score":58,"base_score":66,"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"},{"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":56,"weight":0.12,"status":"warn","detail":"command execution surface, network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add ricmmartins/azure-sre-agent-skills --skill finops-intelligence"},{"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/04-finops-intelligence"},{"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, network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add ricmmartins/azure-sre-agent-skills --skill finops-intelligence"},{"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/04-finops-intelligence"},{"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 does not explicitly state that all commands are read-only, though they are.","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, network or browser 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/04-finops-intelligence","install":"npx skills add ricmmartins/azure-sre-agent-skills --skill finops-intelligence","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 finops-intelligence","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 does not explicitly state that all commands are read-only, though they are.","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 finops-intelligence","trust_score":58,"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 does not explicitly state that all commands are read-only, though they are.","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, network or browser surface","Permission surface: shell or command execution, network or browser access"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":66,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection."}}},"trust_score_v5":{"version":"trust-score-v5","score":58,"base_score":66,"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"},{"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":56,"weight":0.12,"status":"warn","detail":"command execution surface, network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add ricmmartins/azure-sre-agent-skills --skill finops-intelligence"},{"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/04-finops-intelligence"},{"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, network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add ricmmartins/azure-sre-agent-skills --skill finops-intelligence"},{"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/04-finops-intelligence"},{"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 does not explicitly state that all commands are read-only, though they are.","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, network or browser 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/04-finops-intelligence","install":"npx skills add ricmmartins/azure-sre-agent-skills --skill finops-intelligence","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 finops-intelligence","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 does not explicitly state that all commands are read-only, though they are.","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 finops-intelligence","trust_score":58,"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 does not explicitly state that all commands are read-only, though they are.","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, network or browser surface","Permission surface: shell or command execution, network or browser access"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":66,"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":66,"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":56,"weight":0.12,"status":"warn","detail":"command execution surface, network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add ricmmartins/azure-sre-agent-skills --skill finops-intelligence"},{"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/04-finops-intelligence"},{"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, network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add ricmmartins/azure-sre-agent-skills --skill finops-intelligence"},{"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/04-finops-intelligence"},{"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 does not explicitly state that all commands are read-only, though they are.","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, network or browser 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/04-finops-intelligence","install":"npx skills add ricmmartins/azure-sre-agent-skills --skill finops-intelligence","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 finops-intelligence","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 does not explicitly state that all commands are read-only, though they are.","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 does not explicitly state that all commands are read-only, though they are.","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, network or browser 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":47,"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","47/100 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","47/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":67,"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 does not explicitly state that all commands are read-only, though they are.","The skill assumes the Azure CLI is installed and authenticated, and that the agent has appropriate permissions to run cost queries.","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":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate finops-intelligence 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 finops-intelligence"]},{"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 finops-intelligence"]},{"id":"trust_score","label":"Trust score","status":"warn","score":66,"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":75,"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":47,"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-finops-intelligence/evals","api":"/api/agent/evals?slug=ricmmartins-finops-intelligence","text":"/api/agent/evals?slug=ricmmartins-finops-intelligence&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"ricmmartins-finops-intelligence","name":"finops-intelligence","description":"Comprehensive FinOps analysis combining cost optimization, waste identification, and chargeback reporting. Use when asked about reducing Azure spend, finding unused resources, cost per team, chargeback, showback, cost anomalies, rightsizing, or monthly cost review.","category":"research","url":"https://www.openagentskill.com/skills/ricmmartins-finops-intelligence","repository":"https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/04-finops-intelligence","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","Inspect repository metadata","Compare code changes"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add ricmmartins/azure-sre-agent-skills --skill finops-intelligence","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-finops-intelligence"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"finops-intelligence\" agent skill from https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/04-finops-intelligence. 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: Comprehensive FinOps analysis combining cost optimization, waste identification, and chargeback reporting. Use when asked about reducing Azure spend, finding unused resources, cost per team, chargeback, showback, cost anomalies, rightsizing, or monthly cost review. 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-finops-intelligence\",\"task\":\"Install finops-intelligence\",\"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 \"finops-intelligence\" as a Claude Code skill from https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/04-finops-intelligence. 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: Comprehensive FinOps analysis combining cost optimization, waste identification, and chargeback reporting. Use when asked about reducing Azure spend, finding unused resources, cost per team, chargeback, showback, cost anomalies, rightsizing, or monthly cost review. 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-finops-intelligence\",\"task\":\"Install finops-intelligence\",\"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 \"finops-intelligence\" from https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/04-finops-intelligence 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: Comprehensive FinOps analysis combining cost optimization, waste identification, and chargeback reporting. Use when asked about reducing Azure spend, finding unused resources, cost per team, chargeback, showback, cost anomalies, rightsizing, or monthly cost review. 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-finops-intelligence\",\"task\":\"Install finops-intelligence\",\"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-finops-intelligence/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/ricmmartins-finops-intelligence"},"trust":{"score":66,"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/04-finops-intelligence","install":"npx skills add ricmmartins/azure-sre-agent-skills --skill finops-intelligence","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 does not explicitly state that all commands are read-only, though they are.","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, network or browser 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":75,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","The skill does not explicitly state that all commands are read-only, though they are.","The skill assumes the Azure CLI is installed and authenticated, and that the agent has appropriate permissions to run cost queries.","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 does not explicitly state that all commands are read-only, though they are.","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 skill assumes the Azure CLI is installed and authenticated, and that the agent has appropriate permissions to run cost queries."],"agent_contract":{"task_input":"Use finops-intelligence 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: 66/100 Manual review","Audit: 75/100 Needs review","Safety: 47/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"ricmmartins-finops-intelligence (finops-intelligence)","install_command":"npx skills add ricmmartins/azure-sre-agent-skills --skill finops-intelligence","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-finops-intelligence","task":"Use finops-intelligence 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-finops-intelligence","api":"https://www.openagentskill.com/api/agent/skills/ricmmartins-finops-intelligence","audit":"https://www.openagentskill.com/skills/ricmmartins-finops-intelligence/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=ricmmartins-finops-intelligence&task=Use%20finops-intelligence%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20finops-intelligence%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20finops-intelligence%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/ricmmartins-finops-intelligence/install","manifest":"https://www.openagentskill.com/api/registry/manifest/ricmmartins-finops-intelligence"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"ricmmartins-finops-intelligence","name":"finops-intelligence","description":"Comprehensive FinOps analysis combining cost optimization, waste identification, and chargeback reporting. Use when asked about reducing Azure spend, finding unused resources, cost per team, chargeback, showback, cost anomalies, rightsizing, or monthly cost review.","category":"research","url":"https://www.openagentskill.com/skills/ricmmartins-finops-intelligence","repository":"https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/04-finops-intelligence","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","Inspect repository metadata","Compare code changes"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add ricmmartins/azure-sre-agent-skills --skill finops-intelligence","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-finops-intelligence"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"finops-intelligence\" agent skill from https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/04-finops-intelligence. 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: Comprehensive FinOps analysis combining cost optimization, waste identification, and chargeback reporting. Use when asked about reducing Azure spend, finding unused resources, cost per team, chargeback, showback, cost anomalies, rightsizing, or monthly cost review. 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-finops-intelligence\",\"task\":\"Install finops-intelligence\",\"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 \"finops-intelligence\" as a Claude Code skill from https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/04-finops-intelligence. 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: Comprehensive FinOps analysis combining cost optimization, waste identification, and chargeback reporting. Use when asked about reducing Azure spend, finding unused resources, cost per team, chargeback, showback, cost anomalies, rightsizing, or monthly cost review. 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-finops-intelligence\",\"task\":\"Install finops-intelligence\",\"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 \"finops-intelligence\" from https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/04-finops-intelligence 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: Comprehensive FinOps analysis combining cost optimization, waste identification, and chargeback reporting. Use when asked about reducing Azure spend, finding unused resources, cost per team, chargeback, showback, cost anomalies, rightsizing, or monthly cost review. 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-finops-intelligence\",\"task\":\"Install finops-intelligence\",\"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-finops-intelligence/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/ricmmartins-finops-intelligence"},"trust":{"score":66,"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/04-finops-intelligence","install":"npx skills add ricmmartins/azure-sre-agent-skills --skill finops-intelligence","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 does not explicitly state that all commands are read-only, though they are.","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, network or browser 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":75,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","The skill does not explicitly state that all commands are read-only, though they are.","The skill assumes the Azure CLI is installed and authenticated, and that the agent has appropriate permissions to run cost queries.","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 does not explicitly state that all commands are read-only, though they are.","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 skill assumes the Azure CLI is installed and authenticated, and that the agent has appropriate permissions to run cost queries."],"agent_contract":{"task_input":"Use finops-intelligence 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: 66/100 Manual review","Audit: 75/100 Needs review","Safety: 47/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"ricmmartins-finops-intelligence (finops-intelligence)","install_command":"npx skills add ricmmartins/azure-sre-agent-skills --skill finops-intelligence","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-finops-intelligence","task":"Use finops-intelligence 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-finops-intelligence","api":"https://www.openagentskill.com/api/agent/skills/ricmmartins-finops-intelligence","audit":"https://www.openagentskill.com/skills/ricmmartins-finops-intelligence/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=ricmmartins-finops-intelligence&task=Use%20finops-intelligence%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20finops-intelligence%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20finops-intelligence%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/ricmmartins-finops-intelligence/install","manifest":"https://www.openagentskill.com/api/registry/manifest/ricmmartins-finops-intelligence"}},"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":"github-automation","title":"GitHub automation"},{"slug":"database-sql","title":"Database and SQL"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add ricmmartins/azure-sre-agent-skills --skill finops-intelligence","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":70,"starsLabel":"70","forks":14,"license":"MIT","qualityScore":65,"trustScore":66,"auditScore":75},"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 does not explicitly state that all commands are read-only, though they are.","The skill assumes the Azure CLI is installed and authenticated, and that the agent has appropriate permissions to run cost queries.","Quality score needs review"]},"coverageTags":["Research","Research agents","agent-skill"]},"audit":{"audit_score":75,"risk_level":"needs_review","risk_label":"Needs review","quality_score":65,"trust_score":66,"maintenance_score":100,"security_score":74,"install_score":92,"warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","The skill does not explicitly state that all commands are read-only, though they are.","The skill assumes the Azure CLI is installed and authenticated, and that the agent has appropriate permissions to run cost queries.","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, network or browser surface","Permission surface: shell or command execution, network or browser access"]},"quality_signals":{"model":"v2","star_score":12.96,"usage_score":0,"review_score":5.4,"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":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"database-sql","title":"Database and SQL","url":"https://www.openagentskill.com/use-cases/database-sql"},{"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":"rag-knowledge-base","title":"RAG knowledge base","url":"https://www.openagentskill.com/collections/rag-knowledge-base"},{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"}],"install":"npx skills add ricmmartins/azure-sre-agent-skills --skill finops-intelligence","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-finops-intelligence","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 \"finops-intelligence\" agent skill from https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/04-finops-intelligence. 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: Comprehensive FinOps analysis combining cost optimization, waste identification, and chargeback reporting. Use when asked about reducing Azure spend, finding unused resources, cost per team, chargeback, showback, cost anomalies, rightsizing, or monthly cost review. 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-finops-intelligence\",\"task\":\"Install finops-intelligence\",\"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 \"finops-intelligence\" as a Claude Code skill from https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/04-finops-intelligence. 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: Comprehensive FinOps analysis combining cost optimization, waste identification, and chargeback reporting. Use when asked about reducing Azure spend, finding unused resources, cost per team, chargeback, showback, cost anomalies, rightsizing, or monthly cost review. 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-finops-intelligence\",\"task\":\"Install finops-intelligence\",\"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 \"finops-intelligence\" from https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/04-finops-intelligence 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: Comprehensive FinOps analysis combining cost optimization, waste identification, and chargeback reporting. Use when asked about reducing Azure spend, finding unused resources, cost per team, chargeback, showback, cost anomalies, rightsizing, or monthly cost review. 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-finops-intelligence\",\"task\":\"Install finops-intelligence\",\"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/04-finops-intelligence","github_repo":"ricmmartins/azure-sre-agent-skills","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/ricmmartins-finops-intelligence","repository":"https://github.com/ricmmartins/azure-sre-agent-skills/tree/main/skills/04-finops-intelligence","api":"/api/agent/skills/ricmmartins-finops-intelligence","install_api":"/api/skills/ricmmartins-finops-intelligence/install"},"meta":{"created_at":"2026-08-25T00:36:00.100525+00:00","updated_at":"2026-08-25T00:36:00.100525+00:00","agent_friendly":true}}