{ "schema": "mcp-tools/v1", "tools": [ { "name": "aws_cost_control", "description": "Cost Control for AWS: compute current cost and model control-lever savings (aws). Returns representative published-list ESTIMATES — not a quote or actual bill; verify against the real invoice.", "inputSchema": { "type": "object", "properties": { "usage": { "type": "object", "properties": { "instances": { "description": "Compute fleet", "type": "array", "maxItems": 40, "items": { "type": "object", "properties": { "type": { "description": "Instance type", "type": "string" }, "count": { "description": "Count", "type": "number", "minimum": 0 } } } }, "storage": { "description": "EBS storage", "type": "object", "properties": { "gp3": { "description": "gp3", "type": "object", "properties": { "gb": { "description": "Volume (unit: GB)", "type": "number", "minimum": 0 }, "provisionedIops": { "description": "Provisioned IOPS — 3,000 IOPS included free. (unit: IOPS)", "type": "number", "minimum": 0 } } } } }, "egressGbPerMonth": { "description": "Data transfer out — Egress is billed in tiers. (unit: GB/mo)", "type": "number", "minimum": 0 } } }, "controls": { "type": "object", "properties": { "rightsizeComputePercent": { "description": "Rightsize compute (reduce by) — Trim over-allocated compute first. (unit: %)", "type": "number", "minimum": 0, "maximum": 100 }, "iopsReductions": { "description": "Drop overprovisioned IOPS", "type": "array", "maxItems": 6, "items": { "type": "object", "properties": { "product": { "description": "Product", "type": "string", "enum": [ "gp3" ] }, "iops": { "description": "Drop IOPS (unit: IOPS)", "type": "number", "minimum": 0 } } } }, "reduceEgressPercent": { "description": "Reduce egress (by) (unit: %)", "type": "number", "minimum": 0, "maximum": 100 }, "commitment": { "description": "Commitment (scenario)", "type": "object", "properties": { "plan": { "description": "Plan", "type": "string", "enum": [ "none", "compute_1yr_no", "compute_3yr_all" ] }, "coveragePercent": { "description": "Coverage of rightsized compute — Applied AFTER rightsizing, so you don't commit to capacity you're removing. (unit: %)", "type": "number", "minimum": 0, "maximum": 100 } } } } } } }, "route": "/aws-cost-control/" }, { "name": "azure_cost_control", "description": "Cost Control for Microsoft Azure: compute current cost and model control-lever savings (azure). Returns representative published-list ESTIMATES — not a quote or actual bill; verify against the real invoice.", "inputSchema": { "type": "object", "properties": { "usage": { "type": "object", "properties": { "instances": { "description": "Compute fleet", "type": "array", "maxItems": 40, "items": { "type": "object", "properties": { "type": { "description": "Instance type", "type": "string" }, "count": { "description": "Count", "type": "number", "minimum": 0 } } } }, "storage": { "description": "Managed disk", "type": "object", "properties": { "premium_ssd": { "description": "Premium SSD", "type": "object", "properties": { "gb": { "description": "Volume (unit: GB)", "type": "number", "minimum": 0 } } }, "standard_ssd": { "description": "Standard SSD", "type": "object", "properties": { "gb": { "description": "Volume (unit: GB)", "type": "number", "minimum": 0 } } } } }, "egressGbPerMonth": { "description": "Data transfer out — Egress is billed in tiers. (unit: GB/mo)", "type": "number", "minimum": 0 } } }, "controls": { "type": "object", "properties": { "rightsizeComputePercent": { "description": "Rightsize compute (reduce by) (unit: %)", "type": "number", "minimum": 0, "maximum": 100 }, "storageMigrations": { "description": "Move disk to a cheaper tier", "type": "array", "maxItems": 10, "items": { "type": "object", "properties": { "from": { "description": "From", "type": "string", "enum": [ "premium_ssd", "standard_ssd" ] }, "to": { "description": "To", "type": "string", "enum": [ "standard_ssd", "premium_ssd" ] }, "gb": { "description": "Amount (unit: GB)", "type": "number", "minimum": 0 } } } }, "reduceEgressPercent": { "description": "Reduce egress (by) (unit: %)", "type": "number", "minimum": 0, "maximum": 100 }, "commitment": { "description": "Commitment (scenario)", "type": "object", "properties": { "plan": { "description": "Plan", "type": "string", "enum": [ "none", "reserved_1yr", "reserved_3yr" ] }, "coveragePercent": { "description": "Coverage of rightsized compute — Applied AFTER rightsizing, so you don't commit to capacity you're removing. (unit: %)", "type": "number", "minimum": 0, "maximum": 100 } } } } } } }, "route": "/azure-cost-control/" }, { "name": "gcp_cost_control", "description": "Cost Control for Google Cloud: compute current cost and model control-lever savings (gcp). Returns representative published-list ESTIMATES — not a quote or actual bill; verify against the real invoice.", "inputSchema": { "type": "object", "properties": { "usage": { "type": "object", "properties": { "instances": { "description": "Compute fleet", "type": "array", "maxItems": 40, "items": { "type": "object", "properties": { "type": { "description": "Instance type", "type": "string" }, "count": { "description": "Count", "type": "number", "minimum": 0 } } } }, "storage": { "description": "Persistent disk", "type": "object", "properties": { "pd_ssd": { "description": "PD SSD", "type": "object", "properties": { "gb": { "description": "Volume (unit: GB)", "type": "number", "minimum": 0 } } }, "pd_balanced": { "description": "PD Balanced", "type": "object", "properties": { "gb": { "description": "Volume (unit: GB)", "type": "number", "minimum": 0 } } } } }, "egressGbPerMonth": { "description": "Data transfer out — Egress is billed in tiers. (unit: GB/mo)", "type": "number", "minimum": 0 } } }, "controls": { "type": "object", "properties": { "rightsizeComputePercent": { "description": "Rightsize compute (reduce by) (unit: %)", "type": "number", "minimum": 0, "maximum": 100 }, "storageMigrations": { "description": "Move disk to a cheaper tier", "type": "array", "maxItems": 10, "items": { "type": "object", "properties": { "from": { "description": "From", "type": "string", "enum": [ "pd_ssd", "pd_balanced" ] }, "to": { "description": "To", "type": "string", "enum": [ "pd_balanced", "pd_ssd" ] }, "gb": { "description": "Amount (unit: GB)", "type": "number", "minimum": 0 } } } }, "reduceEgressPercent": { "description": "Reduce egress (by) (unit: %)", "type": "number", "minimum": 0, "maximum": 100 }, "commitment": { "description": "Commitment (scenario)", "type": "object", "properties": { "plan": { "description": "Plan", "type": "string", "enum": [ "none", "cud_1yr", "cud_3yr" ] }, "coveragePercent": { "description": "Coverage of rightsized compute — Applied AFTER rightsizing, so you don't commit to capacity you're removing. (unit: %)", "type": "number", "minimum": 0, "maximum": 100 } } } } } } }, "route": "/google-cloud-cost-control/" }, { "name": "kubernetes_cost_control", "description": "Kubernetes Cost Control: compute current cost and model control-lever savings (kubernetes). Returns representative published-list ESTIMATES — not a quote or actual bill; verify against the real invoice.", "inputSchema": { "type": "object", "properties": { "usage": { "type": "object", "properties": { "nodePools": { "description": "Node pools", "type": "array", "items": { "type": "object", "properties": { "nodeType": { "description": "Node type", "type": "string", "enum": [ "2vcpu-8gb", "4vcpu-16gb", "8vcpu-32gb", "16vcpu-64gb", "32vcpu-128gb" ] }, "count": { "description": "Count", "type": "number", "minimum": 0 } } } }, "requestedVcpu": { "description": "Requested vCPU — Sum across pods.", "type": "number", "minimum": 0 }, "usedVcpu": { "description": "Used vCPU — Actual utilization.", "type": "number", "minimum": 0 }, "requestedMemoryGb": { "description": "Requested memory (unit: GB)", "type": "number", "minimum": 0 }, "usedMemoryGb": { "description": "Used memory (unit: GB)", "type": "number", "minimum": 0 } } }, "controls": { "type": "object", "properties": { "rightsize": { "description": "Rightsize to real usage", "type": "boolean" }, "headroomPercent": { "description": "Headroom to keep — Buffer left above used capacity. (unit: %)", "type": "number", "minimum": 0, "maximum": 100 }, "spotPercent": { "description": "Move to spot/preemptible — Only safe for interruptible workloads. (unit: %)", "type": "number", "minimum": 0, "maximum": 100 }, "autoscalerReductionPercent": { "description": "Off-peak autoscaler scale-down (unit: %)", "type": "number", "minimum": 0, "maximum": 100 } } } } }, "route": "/kubernetes-cost-control/" }, { "name": "storage_lifecycle_cost_control", "description": "Cloud Storage Lifecycle Cost Control: compute current cost and model control-lever savings (storage-lifecycle). Returns representative published-list ESTIMATES — not a quote or actual bill; verify against the real invoice.", "inputSchema": { "type": "object", "properties": { "usage": { "type": "object", "properties": { "provider": { "description": "Provider", "type": "string", "enum": [ "aws", "azure" ] }, "currentClass": { "description": "Current class", "type": "string", "enum": [ "standard", "standard_ia", "cool", "cold" ] }, "storageGb": { "description": "Stored data (unit: GB)", "type": "number", "minimum": 0 }, "retrievalGbPerMonth": { "description": "Retrieved per month — Drives the honesty gate — archive retrieval can erase the saving. (unit: GB)", "type": "number", "minimum": 0 }, "retentionDays": { "description": "Retention — Minimum-retention charges apply below class minimums. (unit: days)", "type": "number", "minimum": 0 } } }, "controls": { "type": "object", "properties": { "targetClass": { "description": "Target class — Colder classes are cheaper to store but costlier to read.", "type": "string", "enum": [ "glacier_ir", "glacier_flexible", "glacier_deep", "standard_ia", "cold", "archive" ] } } } } }, "route": "/cloud-storage-cost-control/" }, { "name": "data_warehouse_cost_control", "description": "Data Warehouse Cost Control: compute current cost and model control-lever savings (data-warehouse). Returns representative published-list ESTIMATES — not a quote or actual bill; verify against the real invoice.", "inputSchema": { "type": "object", "properties": { "usage": { "type": "object", "properties": { "warehouse": { "description": "Warehouse", "type": "string", "enum": [ "bigquery", "snowflake", "redshift" ] }, "billingMode": { "description": "Billing mode — Levers that don't touch the billed meter return $0.", "type": "string", "enum": [ "on_demand", "capacity", "standard", "provisioned" ] }, "warehouseSize": { "description": "Warehouse size — e.g. XS, S, M, L, XL", "type": "string" }, "computeHours": { "description": "Compute hours/mo (unit: hrs/mo)", "type": "number", "minimum": 0 }, "storageTb": { "description": "Storage (unit: TB)", "type": "number", "minimum": 0 }, "idlePercent": { "description": "Idle compute (unit: %)", "type": "number", "minimum": 0, "maximum": 100 } } }, "controls": { "type": "object", "properties": { "rightsizeComputePercent": { "description": "Rightsize compute (reduce by) (unit: %)", "type": "number", "minimum": 0, "maximum": 100 }, "idleSuspendCapturePercent": { "description": "Capture idle via auto-suspend — Zero if the warehouse already auto-suspends. (unit: %)", "type": "number", "minimum": 0, "maximum": 100 }, "commitment": { "description": "Commitment (scenario)", "type": "object", "properties": { "coveragePercent": { "description": "Coverage (unit: %)", "type": "number", "minimum": 0, "maximum": 100 } } } } } } }, "route": "/data-warehouse-cost-control/" }, { "name": "ai_gpu_cost_control", "description": "AI / GPU Infrastructure Cost Control: compute current cost and model control-lever savings (ai-gpu). Returns representative published-list ESTIMATES — not a quote or actual bill; verify against the real invoice.", "inputSchema": { "type": "object", "properties": { "usage": { "type": "object", "properties": { "gpuType": { "description": "GPU type", "type": "string", "enum": [ "a100-80gb", "a100-40gb", "h100", "a10g", "l4", "t4" ] }, "gpuCount": { "description": "GPU count", "type": "number", "minimum": 0 }, "hoursPerMonth": { "description": "Hours/mo (unit: hrs/mo)", "type": "number", "minimum": 0 }, "utilizationPercent": { "description": "GPU utilization (unit: %)", "type": "number", "minimum": 0, "maximum": 100 }, "idlePercent": { "description": "Idle (unit: %)", "type": "number", "minimum": 0, "maximum": 100 }, "batchable": { "description": "Workload is batchable", "type": "boolean" }, "interruptible": { "description": "Tolerates interruption (spot)", "type": "boolean" }, "precisionFlexible": { "description": "Precision-flexible (quantizable)", "type": "boolean" } } }, "controls": { "type": "object", "properties": { "batchCapturePercent": { "description": "Capture via batching — Zero unless workload is batchable. (unit: %)", "type": "number", "minimum": 0, "maximum": 100 }, "autoscaleIdleCapturePercent": { "description": "Reclaim idle via autoscale (unit: %)", "type": "number", "minimum": 0, "maximum": 100 }, "spotPercent": { "description": "Move to spot — Zero unless interruptible. (unit: %)", "type": "number", "minimum": 0, "maximum": 100 }, "reservedCoveragePercent": { "description": "Reserved coverage (unit: %)", "type": "number", "minimum": 0, "maximum": 100 } } } } }, "route": "/ai-infrastructure-cost-control/" }, { "name": "cicd_cost_control", "description": "CI/CD Cost Control: compute current cost and model control-lever savings (cicd). Returns representative published-list ESTIMATES — not a quote or actual bill; verify against the real invoice.", "inputSchema": { "type": "object", "properties": { "usage": { "type": "object", "properties": { "provider": { "description": "CI provider", "type": "string", "enum": [ "github_actions", "gitlab", "circleci" ] }, "runnerClass": { "description": "Runner class", "type": "string", "enum": [ "linux-2", "linux-4", "linux-8", "linux-16", "small", "medium", "large", "xlarge" ] }, "managedRunnerMinutes": { "description": "Managed runner minutes/mo — Self-hosting only wins above the break-even. (unit: min/mo)", "type": "number", "minimum": 0 } } }, "controls": { "type": "object", "properties": { "selfHosted": { "description": "Self-hosted runners (scenario)", "type": "object", "properties": { "machineType": { "description": "Machine type — e.g. 8vcpu", "type": "string" }, "runnerCount": { "description": "Runner count", "type": "number", "minimum": 0 }, "maintenanceOverheadPercent": { "description": "Maintenance overhead — Patching, secrets, isolation cost. (unit: %)", "type": "number", "minimum": 0, "maximum": 100 } } } } } } }, "route": "/cicd-cost-control/" }, { "name": "database_cost_control", "description": "Database Cost Control: compute current cost and model control-lever savings (database). Returns representative published-list ESTIMATES — not a quote or actual bill; verify against the real invoice.", "inputSchema": { "type": "object", "properties": { "usage": { "type": "object", "properties": { "provider": { "description": "Provider", "type": "string", "enum": [ "rds" ] }, "instanceClass": { "description": "Instance class — e.g. db.r5.xlarge", "type": "string" }, "storageType": { "description": "Storage type", "type": "string", "enum": [ "gp3", "io2" ] }, "storageGb": { "description": "Storage (unit: GB)", "type": "number", "minimum": 0 }, "provisionedIops": { "description": "Provisioned IOPS (unit: IOPS)", "type": "number", "minimum": 0 }, "usedIops": { "description": "Used IOPS — IOPS floor = used + headroom. (unit: IOPS)", "type": "number", "minimum": 0 }, "backupGb": { "description": "Backup (unit: GB)", "type": "number", "minimum": 0 }, "backupRetentionDays": { "description": "Backup retention (unit: days)", "type": "number", "minimum": 0 }, "requiredRetentionDays": { "description": "Required retention — Compliance floor. (unit: days)", "type": "number", "minimum": 0 }, "readReplicaCount": { "description": "Read replicas", "type": "number", "minimum": 0 }, "requiredReplicas": { "description": "Required replicas — HA floor — refused below this.", "type": "number", "minimum": 0 }, "multiAzEnabled": { "description": "Multi-AZ enabled", "type": "boolean" }, "multiAzRequired": { "description": "Multi-AZ required (HA) — If true, disabling Multi-AZ is refused as a saving.", "type": "boolean" } } }, "controls": { "type": "object", "properties": { "rightsizeInstancePercent": { "description": "Rightsize instance (reduce by) (unit: %)", "type": "number", "minimum": 0, "maximum": 100 }, "reduceProvisionedIopsTo": { "description": "Reduce provisioned IOPS to — Clamped at used + headroom. (unit: IOPS)", "type": "number", "minimum": 0 }, "reduceReplicaCount": { "description": "Remove read replicas — Refused below required replicas.", "type": "number", "minimum": 0 }, "reduceBackupRetentionToDays": { "description": "Reduce backup retention to — Refused below required retention. (unit: days)", "type": "number", "minimum": 0 }, "disableMultiAz": { "description": "Disable Multi-AZ — Refused when Multi-AZ is required.", "type": "boolean" } } } } }, "route": "/database-cost-control/" }, { "name": "observability_cost_control", "description": "Observability Cost Control: compute current cost and model control-lever savings (observability). Returns representative published-list ESTIMATES — not a quote or actual bill; verify against the real invoice.", "inputSchema": { "type": "object", "properties": { "usage": { "type": "object", "properties": { "vendor": { "description": "Vendor", "type": "string", "enum": [ "datadog" ] }, "hosts": { "description": "Infra hosts", "type": "number", "minimum": 0 }, "logsGbPerDay": { "description": "Logs (unit: GB/day)", "type": "number", "minimum": 0 }, "eventsPerGb": { "description": "Events per GB", "type": "number", "minimum": 0 }, "indexedPercent": { "description": "Indexed % (unit: %)", "type": "number", "minimum": 0, "maximum": 100 }, "hotRetentionDays": { "description": "Hot retention — Ceils to the next billable tier. (unit: days)", "type": "number", "minimum": 0 }, "apmHosts": { "description": "APM hosts", "type": "number", "minimum": 0 }, "traceGbPerMonth": { "description": "Trace volume (unit: GB/mo)", "type": "number", "minimum": 0 }, "customMetricSeries": { "description": "Custom metric series", "type": "number", "minimum": 0 }, "rumSessionsPerMonth": { "description": "RUM sessions/mo", "type": "number", "minimum": 0 }, "syntheticApiRuns": { "description": "Synthetic API runs/mo", "type": "number", "minimum": 0 }, "syntheticBrowserRuns": { "description": "Synthetic browser runs/mo", "type": "number", "minimum": 0 } } }, "controls": { "type": "object", "properties": { "reduceIndexedPercentTo": { "description": "Reduce indexed logs to (unit: %)", "type": "number", "minimum": 0, "maximum": 100 }, "shortenRetentionToDays": { "description": "Shorten retention to — Savings only when you cross a billable tier. (unit: days)", "type": "number", "minimum": 0 }, "reduceTraceVolumePercent": { "description": "Reduce trace volume by — Spares the APM host base. (unit: %)", "type": "number", "minimum": 0, "maximum": 100 }, "reduceMetricSeries": { "description": "Cut custom metric series by", "type": "number", "minimum": 0 } } } } }, "route": "/observability-cost-control/" } ] }