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Utility Matrix

by io.github.helphub369

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Server Details

Free browser-based calculators and analyzers for cloud cost, DevOps, security, and data governance.

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Last Tested: 2026-09-22 06:18
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TDQS

A3.7/5.0

Scored 2026-07-13 01:45 across 31 tools

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.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

31 tool updatesJul 15, 2026

Changedalert-fatigue-calculator1 field changed

changedOutput 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"
+}

Changedapdex-score-calculator1 field changed

changedOutput 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"
+}

Changedavailability-sla-calculator1 field changed

changedOutput 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"
+}

Changedcanonical-url-auditor1 field changed

changedOutput 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"
+}

Changedcertificate-expiry-checker1 field changed

changedOutput 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"
+}

Changedchange-failure-rate-calculator1 field changed

changedOutput 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"
+}

Changedcloud-waste-calculator1 field changed

changedOutput 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"
+}

Changedcluster-capacity-calculator1 field changed

changedOutput 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"
+}

Changedconnection-pool-calculator1 field changed

changedOutput 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"
+}

Changeddeployment-frequency-calculator1 field changed

changedOutput 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"
+}

Changeddetect-secrets-scanner1 field changed

changedOutput 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"
+}

Changeddockerfile-linter1 field changed

changedOutput 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"
+}

Changeddora-metrics-calculator1 field changed

changedOutput 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"
+}

Changedec2-cost-calculator1 field changed

changedOutput 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"
+}

Changedegress-cost-calculator1 field changed

changedOutput 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"
+}

Changederror-budget-calculator1 field changed

changedOutput 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"
+}

Changedincident-cost-calculator1 field changed

changedOutput 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"
+}

Changedknown-vulnerability-checker1 field changed

changedOutput 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"
+}

Changedkubernetes-manifest-linter1 field changed

changedOutput 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"
+}

Changedmttr-calculator1 field changed

changedOutput 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"
+}

Changedon-call-burden-calculator1 field changed

changedOutput 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"
+}

Changedpipeline-cost-calculator1 field changed

changedOutput 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"
+}

Changedprecision-recall-f1-calculator1 field changed

changedOutput 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"
+}

Changedquery-cost-estimator1 field changed

changedOutput 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"
+}

Changedrate-limit-utilization-calculator1 field changed

changedOutput 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"
+}

Changedreserved-instance-breakeven1 field changed

changedOutput 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"
+}

Changedrightsizing-calculator1 field changed

changedOutput 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"
+}

Changedslo-burn-rate-calculator1 field changed

changedOutput 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"
+}

Changedsoftware-purchase-risk-calculator1 field changed

changedOutput 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"
+}

Changedterraform-plan-cost-estimator1 field changed

changedOutput 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"
+}

Changedtotal-cost-of-ownership-calculator1 field changed

changedOutput 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 updatesJul 13, 2026
- Changedalert-fatigue-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedapdex-score-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedavailability-sla-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedcanonical-url-auditor1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedcertificate-expiry-checker1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedchange-failure-rate-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedcloud-waste-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedcluster-capacity-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedconnection-pool-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changeddeployment-frequency-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changeddetect-secrets-scanner1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changeddockerfile-linter1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changeddora-metrics-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedec2-cost-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedegress-cost-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changederror-budget-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedincident-cost-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedknown-vulnerability-checker1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedkubernetes-manifest-linter1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedmttr-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedon-call-burden-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedpipeline-cost-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedprecision-recall-f1-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedquery-cost-estimator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedrate-limit-utilization-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedreserved-instance-breakeven1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedrightsizing-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedslo-burn-rate-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedsoftware-purchase-risk-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedterraform-plan-cost-estimator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
- Changedtotal-cost-of-ownership-calculator1 field changed
  - addedInput schema / additionalProperties
```
Added value: +false
```
31 tool updatesJun 29, 2026
- First observedalert-fatigue-calculator
- First observedapdex-score-calculator
- First observedavailability-sla-calculator
- First observedcanonical-url-auditor
- First observedcertificate-expiry-checker
- First observedchange-failure-rate-calculator
- First observedcloud-waste-calculator
- First observedcluster-capacity-calculator
- First observedconnection-pool-calculator
- First observeddeployment-frequency-calculator
- First observeddetect-secrets-scanner
- First observeddockerfile-linter
- First observeddora-metrics-calculator
- First observedec2-cost-calculator
- First observedegress-cost-calculator
- First observederror-budget-calculator
- First observedincident-cost-calculator
- First observedknown-vulnerability-checker
- First observedkubernetes-manifest-linter
- First observedmttr-calculator
- First observedon-call-burden-calculator
- First observedpipeline-cost-calculator
- First observedprecision-recall-f1-calculator
- First observedquery-cost-estimator
- First observedrate-limit-utilization-calculator
- First observedreserved-instance-breakeven
- First observedrightsizing-calculator
- First observedslo-burn-rate-calculator
- First observedsoftware-purchase-risk-calculator
- First observedterraform-plan-cost-estimator
- First observedtotal-cost-of-ownership-calculator

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