A
licenseA
qualityC
maintenanceEnables engineers to estimate LLM costs, check GPU VRAM fit, audit MCP configs for security risks, and analyze network device config changes and compliance—all locally, with no account or telemetry.
7
MIT
Utility Matrix
Server Details
Free browser-based calculators and analyzers for cloud cost, DevOps, security, and data governance.
If you are the author of this connector, you can claim ownership with GitHub, an HTTP challenge, or a DNS record. Claimed connector authors can inspect health checks, view analytics, and manage their listing.
- Status
- Unhealthy
- Last Tested
- Transport
- Streamable HTTP
- URL
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.
31 tool updates
- Changed
alert-fatigue-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "annual_wasted_hours": { + "type": "number" + }, + "burden_per_engineer_hours": { + "type": "number" + }, + "computation_basis": { + "type": "string" + }, + "fatigue_index": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "noise_alerts_per_week": { + "type": "number" + }, + "noise_rate_pct": { + "type": "number" + }, + "output_tier": { + "type": "string" + }, + "remaining_pct": { + "type": "number" + }, + "signal_value": { + "type": "number" + }, + "wasted_hours_per_week": { + "type": "number" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "annual_wasted_hours", + "burden_per_engineer_hours", + "computation_basis", + "fatigue_index", + "interpretation", + "next_step", + "next_step_url", + "noise_alerts_per_week", + "noise_rate_pct", + "output_tier", + "remaining_pct", + "signal_value", + "wasted_hours_per_week", + "why_follow_up" + ], + "type": "object" +}
- Changed
apdex-score-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "apdex_score": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "rating": { + "type": "string" + }, + "satisfied_pct": { + "type": "number" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "apdex_score", + "interpretation", + "next_step", + "next_step_url", + "rating", + "satisfied_pct", + "why_follow_up" + ], + "type": "object" +}
- Changed
availability-sla-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "annual_downtime_minutes": { + "type": "number" + }, + "availability_tier": { + "type": "string" + }, + "interpretation": { + "type": "string" + }, + "monthly_downtime_minutes": { + "type": "number" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "weekly_downtime_minutes": { + "type": "number" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "annual_downtime_minutes", + "availability_tier", + "interpretation", + "monthly_downtime_minutes", + "next_step", + "next_step_url", + "weekly_downtime_minutes", + "why_follow_up" + ], + "type": "object" +}
- Changed
canonical-url-auditor1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "canonical_found": { + "type": "string" + }, + "computation_basis": { + "type": "string" + }, + "interpretation": { + "type": "string" + }, + "issue": { + "type": "string" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "page_url": { + "type": "string" + }, + "recommendation": { + "type": "string" + }, + "severity": { + "type": "string" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "canonical_found", + "computation_basis", + "interpretation", + "issue", + "next_step", + "next_step_url", + "page_url", + "recommendation", + "severity", + "why_follow_up" + ], + "type": "object" +}
- Changed
certificate-expiry-checker1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "computation_basis": { + "type": "string" + }, + "days_remaining": { + "type": "number" + }, + "domain": { + "type": "string" + }, + "interpretation": { + "type": "string" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "risk_level": { + "type": "string" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "computation_basis", + "days_remaining", + "domain", + "interpretation", + "next_step", + "next_step_url", + "risk_level", + "why_follow_up" + ], + "type": "object" +}
- Changed
change-failure-rate-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "change_failure_rate_pct": { + "type": "number" + }, + "computation_basis": { + "type": "string" + }, + "dora_rating": { + "type": "string" + }, + "failed_count": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "output_tier": { + "type": "string" + }, + "remaining_pct": { + "type": "number" + }, + "signal_value": { + "type": "number" + }, + "total_count": { + "type": "number" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "change_failure_rate_pct", + "computation_basis", + "dora_rating", + "failed_count", + "interpretation", + "next_step", + "next_step_url", + "output_tier", + "remaining_pct", + "signal_value", + "total_count", + "why_follow_up" + ], + "type": "object" +}
- Changed
cloud-waste-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "annualized": { + "type": "number" + }, + "computation_basis": { + "type": "string" + }, + "do_savings": { + "type": "number" + }, + "idle_waste": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "monthly_cost": { + "type": "number" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "output_tier": { + "type": "string" + }, + "oversized_waste": { + "type": "number" + }, + "signal_value": { + "type": "number" + }, + "unattached_cost": { + "type": "number" + }, + "waste_pct": { + "type": "number" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "annualized", + "computation_basis", + "do_savings", + "idle_waste", + "interpretation", + "monthly_cost", + "next_step", + "next_step_url", + "output_tier", + "oversized_waste", + "signal_value", + "unattached_cost", + "waste_pct", + "why_follow_up" + ], + "type": "object" +}
- Changed
cluster-capacity-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "allocatable_cpu_cores": { + "type": "number" + }, + "allocatable_memory_gb": { + "type": "number" + }, + "cpu_utilization_pct": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "memory_utilization_pct": { + "type": "number" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "pressure_level": { + "type": "string" + }, + "severity": { + "type": "string" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "allocatable_cpu_cores", + "allocatable_memory_gb", + "cpu_utilization_pct", + "interpretation", + "memory_utilization_pct", + "next_step", + "next_step_url", + "pressure_level", + "severity", + "why_follow_up" + ], + "type": "object" +}
- Changed
connection-pool-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "interpretation": { + "type": "string" + }, + "max_connections_utilization_pct": {}, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "per_app_instance": { + "type": "number" + }, + "recommended_pool_total": { + "type": "number" + }, + "warning": { + "type": "boolean" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "interpretation", + "next_step", + "next_step_url", + "per_app_instance", + "recommended_pool_total", + "warning", + "why_follow_up" + ], + "type": "object" +}
- Changed
deployment-frequency-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "computation_basis": { + "type": "string" + }, + "deploys_per_day": { + "type": "number" + }, + "deploys_per_dev_per_day": { + "type": "number" + }, + "deploys_per_week": { + "type": "number" + }, + "dora_rating": { + "type": "string" + }, + "interpretation": { + "type": "string" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "output_tier": { + "type": "string" + }, + "remaining_pct": { + "type": "number" + }, + "signal_value": { + "type": "number" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "computation_basis", + "deploys_per_day", + "deploys_per_dev_per_day", + "deploys_per_week", + "dora_rating", + "interpretation", + "next_step", + "next_step_url", + "output_tier", + "remaining_pct", + "signal_value", + "why_follow_up" + ], + "type": "object" +}
- Changed
detect-secrets-scanner1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "computation_basis": { + "type": "string" + }, + "finding_count": { + "type": "number" + }, + "findings": { + "items": { + "additionalProperties": false, + "properties": { + "line": { + "type": "number" + }, + "redacted": { + "type": "string" + }, + "type": { + "type": "string" + } + }, + "required": [ + "line", + "redacted", + "type" + ], + "type": "object" + }, + "type": "array" + }, + "interpretation": { + "type": "string" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "severity": { + "type": "string" + }, + "types_found": { + "items": { + "type": "string" + }, + "type": "array" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "computation_basis", + "finding_count", + "findings", + "interpretation", + "next_step", + "next_step_url", + "severity", + "types_found", + "why_follow_up" + ], + "type": "object" +}
- Changed
dockerfile-linter1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "computation_basis": { + "type": "string" + }, + "interpretation": { + "type": "string" + }, + "issue_count": { + "type": "number" + }, + "issues": { + "items": { + "additionalProperties": false, + "properties": { + "issue": { + "type": "string" + }, + "line": { + "type": "number" + }, + "suggestion": { + "type": "string" + } + }, + "required": [ + "issue", + "line", + "suggestion" + ], + "type": "object" + }, + "type": "array" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "severity": { + "type": "string" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "computation_basis", + "interpretation", + "issue_count", + "issues", + "next_step", + "next_step_url", + "severity", + "why_follow_up" + ], + "type": "object" +}
- Changed
dora-metrics-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "change_failure_rate_tier": { + "type": "string" + }, + "deploy_frequency_tier": { + "type": "string" + }, + "interpretation": { + "type": "string" + }, + "lead_time_tier": { + "type": "string" + }, + "mttr_tier": { + "type": "string" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "overall_tier": { + "type": "string" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "change_failure_rate_tier", + "deploy_frequency_tier", + "interpretation", + "lead_time_tier", + "mttr_tier", + "next_step", + "next_step_url", + "overall_tier", + "why_follow_up" + ], + "type": "object" +}
- Changed
ec2-cost-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "annual_cost": { + "type": "number" + }, + "computation_basis": { + "type": "string" + }, + "do_equivalent_monthly": { + "type": "number" + }, + "do_savings": { + "type": "number" + }, + "hourly_rate": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "monthly_cost": { + "type": "number" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "output_tier": { + "type": "string" + }, + "signal_value": { + "type": "number" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "annual_cost", + "computation_basis", + "do_equivalent_monthly", + "do_savings", + "hourly_rate", + "interpretation", + "monthly_cost", + "next_step", + "next_step_url", + "output_tier", + "signal_value", + "why_follow_up" + ], + "type": "object" +}
- Changed
egress-cost-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "cost_risk": { + "type": "string" + }, + "effective_rate_per_gb": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "monthly_cost_usd": { + "type": "number" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "transfer_gb": { + "type": "number" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "cost_risk", + "effective_rate_per_gb", + "interpretation", + "monthly_cost_usd", + "next_step", + "next_step_url", + "transfer_gb", + "why_follow_up" + ], + "type": "object" +}
- Changed
error-budget-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "budget_minutes": { + "type": "number" + }, + "burn_rate": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "remaining_minutes": { + "type": "number" + }, + "status": { + "type": "string" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "budget_minutes", + "burn_rate", + "interpretation", + "next_step", + "next_step_url", + "remaining_minutes", + "status", + "why_follow_up" + ], + "type": "object" +}
- Changed
incident-cost-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "engineering_cost_usd": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "revenue_impact_usd": { + "type": "number" + }, + "severity": { + "type": "string" + }, + "total_cost_usd": { + "type": "number" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "engineering_cost_usd", + "interpretation", + "next_step", + "next_step_url", + "revenue_impact_usd", + "severity", + "total_cost_usd", + "why_follow_up" + ], + "type": "object" +}
- Changed
known-vulnerability-checker1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "checked_against": { + "type": "string" + }, + "computation_basis": { + "type": "string" + }, + "cve": { + "type": "string" + }, + "interpretation": { + "type": "string" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "package_name": { + "type": "string" + }, + "severity": { + "type": "string" + }, + "status": { + "type": "string" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "checked_against", + "computation_basis", + "cve", + "interpretation", + "next_step", + "next_step_url", + "package_name", + "severity", + "status", + "why_follow_up" + ], + "type": "object" +}
- Changed
kubernetes-manifest-linter1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "computation_basis": { + "type": "string" + }, + "interpretation": { + "type": "string" + }, + "issue_count": { + "type": "number" + }, + "issues": { + "items": { + "additionalProperties": false, + "properties": { + "issue": { + "type": "string" + }, + "recommendation": { + "type": "string" + }, + "severity": { + "type": "string" + } + }, + "required": [ + "issue", + "recommendation", + "severity" + ], + "type": "object" + }, + "type": "array" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "severity": { + "type": "string" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "computation_basis", + "interpretation", + "issue_count", + "issues", + "next_step", + "next_step_url", + "severity", + "why_follow_up" + ], + "type": "object" +}
- Changed
mttr-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "computation_basis": { + "type": "string" + }, + "dora_rating": { + "type": "string" + }, + "incident_count": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "mean_total_minutes": { + "type": "number" + }, + "mttd_minutes": { + "type": "number" + }, + "mttr_minutes": { + "type": "number" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "output_tier": { + "type": "string" + }, + "remaining_pct": { + "type": "number" + }, + "signal_value": { + "type": "number" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "computation_basis", + "dora_rating", + "incident_count", + "interpretation", + "mean_total_minutes", + "mttd_minutes", + "mttr_minutes", + "next_step", + "next_step_url", + "output_tier", + "remaining_pct", + "signal_value", + "why_follow_up" + ], + "type": "object" +}
- Changed
on-call-burden-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "annual_cost": { + "type": "number" + }, + "computation_basis": { + "type": "string" + }, + "hours_per_engineer": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "monthly_cost": { + "type": "number" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "output_tier": { + "type": "string" + }, + "pct_working_time": { + "type": "number" + }, + "remaining_pct": { + "type": "number" + }, + "shifts_per_engineer": { + "type": "number" + }, + "signal_value": { + "type": "number" + }, + "total_hours_per_month": { + "type": "number" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "annual_cost", + "computation_basis", + "hours_per_engineer", + "interpretation", + "monthly_cost", + "next_step", + "next_step_url", + "output_tier", + "pct_working_time", + "remaining_pct", + "shifts_per_engineer", + "signal_value", + "total_hours_per_month", + "why_follow_up" + ], + "type": "object" +}
- Changed
pipeline-cost-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "billable_minutes": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "monthly_cost_usd": { + "type": "number" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "runner_multiplier": { + "type": "number" + }, + "severity": { + "type": "string" + }, + "total_minutes_per_month": { + "type": "number" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "billable_minutes", + "interpretation", + "monthly_cost_usd", + "next_step", + "next_step_url", + "runner_multiplier", + "severity", + "total_minutes_per_month", + "why_follow_up" + ], + "type": "object" +}
- Changed
precision-recall-f1-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "f1_score": { + "type": "number" + }, + "f_beta_score": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "precision_recall_balance": { + "type": "string" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "f1_score", + "f_beta_score", + "interpretation", + "next_step", + "next_step_url", + "precision_recall_balance", + "why_follow_up" + ], + "type": "object" +}
- Changed
query-cost-estimator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "computation_basis": { + "type": "string" + }, + "cost_level": { + "type": "string" + }, + "cost_score": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "warning_count": { + "type": "number" + }, + "warnings": { + "items": { + "type": "string" + }, + "type": "array" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "computation_basis", + "cost_level", + "cost_score", + "interpretation", + "next_step", + "next_step_url", + "warning_count", + "warnings", + "why_follow_up" + ], + "type": "object" +}
- Changed
rate-limit-utilization-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "buffer": { + "type": "number" + }, + "computation_basis": { + "type": "string" + }, + "interpretation": { + "type": "string" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "safe": { + "type": "boolean" + }, + "status": { + "type": "string" + }, + "utilization_pct": { + "type": "number" + }, + "why_follow_up": { + "type": "string" + }, + "window_seconds": { + "type": "number" + } + }, + "required": [ + "buffer", + "computation_basis", + "interpretation", + "next_step", + "next_step_url", + "safe", + "status", + "utilization_pct", + "why_follow_up", + "window_seconds" + ], + "type": "object" +}
- Changed
reserved-instance-breakeven1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "breakeven_months": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "net_savings_1yr_usd": { + "type": "number" + }, + "net_savings_3yr_usd": { + "type": "number" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "recommended_term": { + "type": "string" + }, + "severity": { + "type": "string" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "breakeven_months", + "interpretation", + "net_savings_1yr_usd", + "net_savings_3yr_usd", + "next_step", + "next_step_url", + "recommended_term", + "severity", + "why_follow_up" + ], + "type": "object" +}
- Changed
rightsizing-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "annual_savings": { + "type": "number" + }, + "computation_basis": { + "type": "string" + }, + "do_savings": { + "type": "number" + }, + "instance_count": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "monthly_cost": { + "type": "number" + }, + "needed_memory_gb": { + "type": "number" + }, + "needed_vcpu": { + "type": "number" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "output_tier": { + "type": "string" + }, + "savings_factor": { + "type": "number" + }, + "signal_value": { + "type": "number" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "annual_savings", + "computation_basis", + "do_savings", + "instance_count", + "interpretation", + "monthly_cost", + "needed_memory_gb", + "needed_vcpu", + "next_step", + "next_step_url", + "output_tier", + "savings_factor", + "signal_value", + "why_follow_up" + ], + "type": "object" +}
- Changed
slo-burn-rate-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "budget_consumed_pct_per_hour": { + "type": "number" + }, + "burn_rate": { + "type": "number" + }, + "error_rate_pct": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "status": { + "type": "string" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "budget_consumed_pct_per_hour", + "burn_rate", + "error_rate_pct", + "interpretation", + "next_step", + "next_step_url", + "status", + "why_follow_up" + ], + "type": "object" +}
- Changed
software-purchase-risk-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "adoption_component": { + "type": "number" + }, + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "complexity_component": { + "type": "number" + }, + "computation_basis": { + "type": "string" + }, + "contract_months": { + "type": "number" + }, + "contract_total": { + "type": "number" + }, + "integration_component": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "monthly_cost": { + "type": "number" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "output_tier": { + "type": "string" + }, + "risk_score": { + "type": "number" + }, + "signal_value": { + "type": "number" + }, + "vendor_component": { + "type": "number" + }, + "why_follow_up": { + "type": "string" + }, + "year1_labor_cost": { + "type": "number" + }, + "year1_sub_cost": { + "type": "number" + }, + "year1_total_cost": { + "type": "number" + } + }, + "required": [ + "adoption_component", + "complexity_component", + "computation_basis", + "contract_months", + "contract_total", + "integration_component", + "interpretation", + "monthly_cost", + "next_step", + "next_step_url", + "output_tier", + "risk_score", + "signal_value", + "vendor_component", + "why_follow_up", + "year1_labor_cost", + "year1_sub_cost", + "year1_total_cost" + ], + "type": "object" +}
- Changed
terraform-plan-cost-estimator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "annual_cost": { + "type": "number" + }, + "computation_basis": { + "type": "string" + }, + "hourly_rate": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "monthly_cost": { + "type": "number" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "output_tier": { + "type": "string" + }, + "resource_count": { + "type": "number" + }, + "resource_type": { + "type": "string" + }, + "signal_value": { + "type": "number" + }, + "why_follow_up": { + "type": "string" + } + }, + "required": [ + "annual_cost", + "computation_basis", + "hourly_rate", + "interpretation", + "monthly_cost", + "next_step", + "next_step_url", + "output_tier", + "resource_count", + "resource_type", + "signal_value", + "why_follow_up" + ], + "type": "object" +}
- Changed
total-cost-of-ownership-calculator1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": false, + "properties": { + "affiliate_context": { + "additionalProperties": false, + "properties": { + "affiliate": { + "type": "string" + }, + "cta_label": { + "type": "string" + }, + "disclosure": { + "type": "string" + }, + "framing": { + "type": "string" + }, + "posture": { + "enum": [ + "secondary" + ], + "type": "string" + }, + "slot_id": { + "type": "string" + }, + "url": { + "type": "string" + }, + "variant": { + "type": "string" + } + }, + "required": [ + "affiliate", + "cta_label", + "disclosure", + "framing", + "posture", + "slot_id", + "url", + "variant" + ], + "type": "object" + }, + "computation_basis": { + "type": "string" + }, + "contract_months": { + "type": "number" + }, + "contract_total": { + "type": "number" + }, + "cost_per_user_monthly": { + "type": "number" + }, + "do_savings": { + "type": "number" + }, + "interpretation": { + "type": "string" + }, + "monthly_cost": { + "type": "number" + }, + "next_step": { + "type": "string" + }, + "next_step_url": { + "type": "string" + }, + "output_tier": { + "type": "string" + }, + "overpaying_flags": { + "type": "number" + }, + "seat_waste_cost_yr": { + "type": "number" + }, + "seat_waste_pct": { + "type": "number" + }, + "shelfware_seats": { + "type": "number" + }, + "signal_value": { + "type": "number" + }, + "why_follow_up": { + "type": "string" + }, + "year1_admin_cost": { + "type": "number" + }, + "year1_total_cost": { + "type": "number" + }, + "year1_vendor_cost": { + "type": "number" + } + }, + "required": [ + "computation_basis", + "contract_months", + "contract_total", + "cost_per_user_monthly", + "do_savings", + "interpretation", + "monthly_cost", + "next_step", + "next_step_url", + "output_tier", + "overpaying_flags", + "seat_waste_cost_yr", + "seat_waste_pct", + "shelfware_seats", + "signal_value", + "why_follow_up", + "year1_admin_cost", + "year1_total_cost", + "year1_vendor_cost" + ], + "type": "object" +}
31 tool updates
- Changed
alert-fatigue-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
apdex-score-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
availability-sla-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
canonical-url-auditor1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
certificate-expiry-checker1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
change-failure-rate-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
cloud-waste-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
cluster-capacity-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
connection-pool-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
deployment-frequency-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
detect-secrets-scanner1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
dockerfile-linter1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
dora-metrics-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
ec2-cost-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
egress-cost-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
error-budget-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
incident-cost-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
known-vulnerability-checker1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
kubernetes-manifest-linter1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
mttr-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
on-call-burden-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
pipeline-cost-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
precision-recall-f1-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
query-cost-estimator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
rate-limit-utilization-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
reserved-instance-breakeven1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
rightsizing-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
slo-burn-rate-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
software-purchase-risk-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
terraform-plan-cost-estimator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
- Changed
total-cost-of-ownership-calculator1 field changed- added
Input schema / additionalPropertiesAdded value: +false
31 tool updates
- First observed
alert-fatigue-calculator - First observed
apdex-score-calculator - First observed
availability-sla-calculator - First observed
canonical-url-auditor - First observed
certificate-expiry-checker - First observed
change-failure-rate-calculator - First observed
cloud-waste-calculator - First observed
cluster-capacity-calculator - First observed
connection-pool-calculator - First observed
deployment-frequency-calculator - First observed
detect-secrets-scanner - First observed
dockerfile-linter - First observed
dora-metrics-calculator - First observed
ec2-cost-calculator - First observed
egress-cost-calculator - First observed
error-budget-calculator - First observed
incident-cost-calculator - First observed
known-vulnerability-checker - First observed
kubernetes-manifest-linter - First observed
mttr-calculator - First observed
on-call-burden-calculator - First observed
pipeline-cost-calculator - First observed
precision-recall-f1-calculator - First observed
query-cost-estimator - First observed
rate-limit-utilization-calculator - First observed
reserved-instance-breakeven - First observed
rightsizing-calculator - First observed
slo-burn-rate-calculator - First observed
software-purchase-risk-calculator - First observed
terraform-plan-cost-estimator - First observed
total-cost-of-ownership-calculator
Frequently Asked Questions
Claiming proves that you control a remote MCP connector. It does not move, proxy, or interrupt the server.
Open the connector listing, choose Claim ownership, and sign in to Glama.
Complete one verification method:
GitHub identity — fastest for official registry listings. For a namespace such as
io.github.alice/server, link the matching GitHub user, then choose Claim with GitHub. An organization namespace such asio.github.acme/serveralso needs that organization to have installed the Glama AI GitHub App and approved its permissions, because GitHub discloses organization membership only to apps it has installed. Use HTTP or DNS when it has not.HTTP challenge — works when you can deploy a public file. Generate a token, publish the exact JSON Glama shows at
/.well-known/glama.jsonon the same origin as the connector, then choose Check HTTP challenge.DNS challenge — works when you control DNS but cannot change the server. Generate a token, create the exact TXT record Glama shows, wait for it to propagate, then choose Check DNS challenge.
After verification, Glama sends a confirmation email and gives you access to listing details, thumbnails, health checks, and analytics. Keep the HTTP file or DNS record in place: Glama periodically checks it and ownership remains verified while the token is discoverable.
The HTTP ownership file has this structure:
{
"$schema": "https://glama.ai/mcp/schemas/connector.json",
"claim": "glama_claim_..."
}Claim tokens are opaque, stable, and bound to the signed-in Glama account. They contain no email address or other personal information. If Glama can no longer discover a verified HTTP or DNS token, it starts a seven-day grace period before removing claim-based access. Restore the same token during that period to keep ownership verified. Never publish an email address, Glama session token, GitHub token, or connector credential as ownership proof.
If verification fails, confirm that you copied the current token exactly. The HTTP file must be public, return valid JSON with a successful HTTP response, and stay on the connector's origin. DNS changes may need more time to propagate. A claim cannot transfer to a different origin or hostname: if the connector target changes, Glama starts the grace period and the new target must be claimed separately after the previous claim is released.
For a connector linked to the official MCP Registry, registry updates continue to replace its name, description, and URL by default. After claiming, open Manage connector and enable Use Glama listing details as the source of truth if edits made on Glama should be preserved. Categories and thumbnails are always managed on Glama; registry linkage and technical connection settings continue to sync.
Control your server's listing on Glama, including description and metadata
Access analytics and receive server usage reports
Get monitoring and health status updates for your server
Feature your server to boost visibility and reach more users
To improve your MCP server's ranking:
Claim ownership of the server listing
Complete the server profile with an accurate description and thumbnail
Provide a test profile so Glama can connect to and evaluate the server
Keep tool definitions clear and complete to earn a high Tool Definition Quality Score (TDQS)
Route real usage through the Glama Gateway; more recorded successful server uses also improve the ranking
For users:
Full audit trail – every tool call is logged with inputs and outputs for compliance and debugging
Granular tool control – enable or disable individual tools per connector to limit what your AI agents can do
Centralized credential management – store and rotate API keys and OAuth tokens in one place
Change alerts – get notified when a connector changes its schema, adds or removes tools, or updates tool definitions, so nothing breaks silently
For server owners:
Proven adoption – public usage metrics on your listing show real-world traction and build trust with prospective users
Tool-level analytics – see which tools are being used most, helping you prioritize development and documentation
Direct user feedback – users can report issues and suggest improvements through the listing, giving you a channel you would not have otherwise
The connector status is unhealthy when Glama is unable to successfully connect to the server. This can happen for several reasons:
The server is experiencing an outage
The URL of the server is wrong
Credentials required to access the server are missing or invalid
If you are the owner of this MCP connector and would like to make modifications to the listing, including providing test credentials for accessing the server, please contact support@glama.ai.
Discussions
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Glama MCP Gateway
Add one secure layer between your agents and this server.
TDQS
A3.7/5.0
Disambiguation5/5
Each tool has a highly specific and unique purpose, from alert-fatigue-calculator to canonical-url-auditor. There is no overlap or ambiguity; descriptions clearly distinguish them.
Naming Consistency5/5
All tool names follow a consistent pattern of lowercase hyphenated descriptive phrases ending with a tool type (calculator, checker, scanner, etc.). No mixing of conventions.
Tool Count4/5
With 31 tools, it is slightly above the ideal range but each tool earns its place for a broad utility matrix covering many SRE/DevOps scenarios. Still reasonable and not chaotic.
Completeness5/5
The tool surface covers a wide array of common operational utilities including calculators, linters, scanners, and estimators. There are no obvious gaps for a toolkit of this nature.