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Compare LLM API pricing, estimate workload costs, and benchmark cloud compute. By OptimNow.

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Status
Unhealthy
Uptime
29.8% over 40 days
Last Tested
Transport
Streamable HTTP
URL
Repository
OptimNow/ai-pricing-hub-mcp
GitHub Stars
0
Server Listing
OptimToken MCP

TDQS

A4.7/5.0

Scored across 5 tools

Disambiguation5/5

Each tool serves a clearly distinct purpose: cloud compute pricing, LLM catalogue browsing, side-by-side model comparison, custom cost estimation, and model recommendation. The descriptions provide explicit guidance on when to use each tool, eliminating ambiguity.

Naming Consistency5/5

All tool names follow a consistent verb-noun pattern with hyphens (e.g., compare-compute-pricing, estimate-llm-cost). The verbs are imperative and the nouns clearly describe the object, forming a predictable and readable set.

Tool Count5/5

5 tools is well-scoped for the domain of cloud compute and LLM cost comparison. Each tool earns its place by covering a distinct workflow (browsing, comparing specific models, custom costing, recommendation).

Completeness5/5

The tool surface covers the full spectrum of user needs: compute pricing across providers, LLM catalogue exploration, side-by-side comparisons, arbitrary cost estimation, and recommendation with constraints. There are no obvious gaps for the stated purpose of cost analysis.

Tool Schema Changelog

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

  1. 5 tool updates
    • Changedcompare-compute-pricing4 fields changed
      • changedInput schema / properties / category / description
        Previous value: -"Instance category: General Purpose, Compute Optimized, Memory Optimized, Storage Optimized, GPU / Accelerated, Burstable"New value: +"Instance category. Must be one of these exactly (case-insensitive): General Purpose, Compute Optimized, Memory Optimized, Storage Optimized, GPU / Accelerated, Burstable. Any other string returns zero matches rather than an error."
      • changedInput schema / properties / processor / description
        Previous value: -"Processor filter: Intel, AMD, Graviton, Ampere, NVIDIA A100, NVIDIA H100, etc."New value: +"Processor. Matched by exact equality (case-insensitive), so a partial value like 'H100' returns nothing. Known values: Intel, AMD, Graviton, Ampere, NVIDIA A100, NVIDIA H100, NVIDIA L4, NVIDIA T4, NVIDIA V100, NVIDIA Other."
      • changedInput schema / properties / provider / description
        Previous value: -"Cloud provider: AWS, Azure, GCP, DigitalOcean, OCI, OVH, Alibaba"New value: +"Cloud provider. Must be one of these exactly (case-insensitive): AWS, Azure, GCP, DigitalOcean, OCI, OVH, Alibaba. Any other string returns zero matches rather than an error."
      • changedInput schema / properties / useCase / description
        Previous value: -"Use case filter: Web App, Database, HPC, ML & AI, Dev/Test, Big Data"New value: +"Use case. Must be one of these exactly (case-insensitive): Web App, Database, HPC, ML & AI, Dev/Test, Big Data. Any other string returns zero matches rather than an error."
    • Changedcompare-llm-models10 fields changed
      • changedInput schema / properties / capability / description
        Previous value: -"Filter by capability: Text, Vision, Code, Reasoning, Agents, Image Gen, Audio"New value: +"Capability, matched by exact equality (case-insensitive): Text, Vision, Code, Reasoning, Agents, Image Gen, Audio. Any other string returns zero matches."
      • changedInput schema / properties / category / description
        Previous value: -"Filter by price tier: Frontier, Mid-tier, Budget, Image"New value: +"Price tier, matched by exact equality (case-insensitive): Frontier, Mid-tier, Budget, Image. This is cost only — self-hostability is the separate `openness` axis."
      • changedInput schema / properties / minElo / description
        Previous value: -"Minimum ELO score (quality benchmark from Chatbot Arena)"New value: +"Minimum Chatbot Arena ELO score. Typical range 1000-1500; ~1400 is roughly frontier-class. Models with no ELO score never satisfy this."
      • addedInput schema / properties / minElo / exclusiveMinimum
        Added value: +0
      • changedInput schema / properties / useCasePreset / description
        Previous value: -"Use case for cost estimation. Default: supportTicket"New value: +"Workload shape, which sets tokens per request: supportTicket (1.5k in / 500 out), knowledgeQA (2k / 800), meetingSummary (10k / 1.2k, batch-eligible), marketingContent (2.5k / 1.8k), codingTask (3k / 2k), invoiceProcessing (1.5k / 600, batch-eligible), callSummary (2k / 700, batch-eligible), agentWorkflow (6k / 3k). Default: supportTicket"
      • addedOutput schema / properties / models / items / properties / batchApplied
        Added value: +{
+  "type": "boolean"
+}
      • addedOutput schema / properties / models / items / properties / batchEligible
        Added value: +{
+  "type": "boolean"
+}
      • addedOutput schema / properties / models / items / properties / cacheApplied
        Added value: +{
+  "type": "boolean"
+}
      • addedOutput schema / properties / models / items / properties / cacheEligible
        Added value: +{
+  "type": "boolean"
+}
      • changedOutput schema / properties / models / items / required
        Previous value: -[
-  "provider",
-  "model",
-  "inputPricePer1M",
-  "outputPricePer1M",
-  "contextWindow",
-  "category",
-  "capabilities",
-  "openness",
-  "efficiencyScore",
-  "useCaseCost",
-  "optimizedUseCaseCost",
-  "monthlyBudget",
-  "optimizedMonthlyBudget",
-  "volatilityRisk",
-  "isFinOpsFriendly"
-]New value: +[
+  "provider",
+  "model",
+  "inputPricePer1M",
+  "outputPricePer1M",
+  "contextWindow",
+  "category",
+  "capabilities",
+  "openness",
+  "efficiencyScore",
+  "useCaseCost",
+  "optimizedUseCaseCost",
+  "monthlyBudget",
+  "optimizedMonthlyBudget",
+  "volatilityRisk",
+  "isFinOpsFriendly",
+  "batchEligible",
+  "cacheEligible",
+  "batchApplied",
+  "cacheApplied"
+]
    • Addedcompare-models-side-by-side
    • Changedestimate-llm-cost11 fields changed
      • changedInput schema / properties / customInputTokens / description
        Previous value: -"Custom input tokens per request (overrides preset)"New value: +"Custom input tokens per request. Must be supplied TOGETHER with customOutputTokens — either alone is ignored and the preset is used. A custom shape assumes no cacheable prefix and no batch eligibility, so its optimized cost equals its list cost."
      • changedInput schema / properties / customOutputTokens / description
        Previous value: -"Custom output tokens per request (overrides preset)"New value: +"Custom output tokens per request. Must be supplied TOGETHER with customInputTokens — either alone is ignored and the preset is used."
      • changedInput schema / properties / modelName / description
        Previous value: -"Model name to estimate costs for (e.g. 'GPT-4o', 'Claude Sonnet 4'). If omitted, shows top models."New value: +"Model name, e.g. 'GPT-4o'. A partial name matches up to 5 models and ALL of them are costed. If omitted, the first 8 catalogue entries are used — that is catalogue order, not a quality ranking."
      • changedInput schema / properties / monthlyVolume / description
        Previous value: -"Custom monthly volume (default: 100,000)"New value: +"Exact monthly request count, any integer (default 100,000). This tool does not take the 10k/100k/1m presets the other cost tools use."
      • changedInput schema / properties / useCasePreset / description
        Previous value: -"Use case preset. Default: all presets."New value: +"Workload shape, which sets tokens per request: supportTicket (1.5k in / 500 out), knowledgeQA (2k / 800), meetingSummary (10k / 1.2k, batch-eligible), marketingContent (2.5k / 1.8k), codingTask (3k / 2k), invoiceProcessing (1.5k / 600, batch-eligible), callSummary (2k / 700, batch-eligible), agentWorkflow (6k / 3k). Default: every preset."
      • addedOutput schema / properties / modelCosts / items / properties / costs / items / properties / batchApplied
        Added value: +{
+  "type": "boolean"
+}
      • addedOutput schema / properties / modelCosts / items / properties / costs / items / properties / batchEligible
        Added value: +{
+  "type": "boolean"
+}
      • addedOutput schema / properties / modelCosts / items / properties / costs / items / properties / cacheApplied
        Added value: +{
+  "type": "boolean"
+}
      • addedOutput schema / properties / modelCosts / items / properties / costs / items / properties / cacheEligible
        Added value: +{
+  "type": "boolean"
+}
      • addedOutput schema / properties / modelCosts / items / properties / costs / items / properties / savingsPct
        Added value: +{
+  "type": "number"
+}
      • changedOutput schema / properties / modelCosts / items / properties / costs / items / required
        Previous value: -[
-  "useCase",
-  "inputTokens",
-  "outputTokens",
-  "perRequest",
-  "monthly",
-  "perRequestOptimized",
-  "monthlyOptimized"
-]New value: +[
+  "useCase",
+  "inputTokens",
+  "outputTokens",
+  "perRequest",
+  "monthly",
+  "perRequestOptimized",
+  "monthlyOptimized",
+  "savingsPct",
+  "batchEligible",
+  "cacheEligible",
+  "batchApplied",
+  "cacheApplied"
+]
    • Addedrecommend-llm-model
  2. 3 tool updates
    • Changedcompare-compute-pricing5 fields changed
      • addedInput schema / properties / region
        Added value: +{
+  "description": "Pricing region: us-east, us-west, europe, asia-pacific. Default: us-east",
+  "enum": [
+    "us-east",
+    "us-west",
+    "europe",
+    "asia-pacific"
+  ],
+  "type": "string"
+}
      • changedOutput schema / $schema
        Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"
      • addedOutput schema / properties / provenance
        Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "catalogTotal": {
+      "type": "number"
+    },
+    "catalogueIsSubset": {
+      "type": "boolean"
+    },
+    "dataAsOf": {
+      "type": "string"
+    },
+    "fallbackReason": {
+      "type": "string"
+    },
+    "label": {
+      "type": "string"
+    },
+    "notice": {
+      "type": "string"
+    },
+    "priceTypes": {
+      "additionalProperties": {
+        "additionalProperties": {
+          "type": "string"
+        },
+        "propertyNames": {
+          "type": "string"
+        },
+        "type": "object"
+      },
+      "propertyNames": {
+        "type": "string"
+      },
+      "type": "object"
+    },
+    "region": {
+      "type": "string"
+    },
+    "servedFromCacheAgeMs": {
+      "type": "number"
+    },
+    "source": {
+      "type": "string"
+    },
+    "sourceRegions": {
+      "additionalProperties": {
+        "type": "string"
+      },
+      "propertyNames": {
+        "type": "string"
+      },
+      "type": "object"
+    },
+    "sources": {
+      "additionalProperties": {
+        "type": "string"
+      },
+      "propertyNames": {
+        "type": "string"
+      },
+      "type": "object"
+    },
+    "staticPriceColumns": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "tier": {
+      "type": "number"
+    },
+    "unappliedFilters": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "unavailablePriceColumns": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "upstreamErrors": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "upstreamSchemaVersion": {
+      "type": "string"
+    },
+    "upstreamTimestamp": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "tier",
+    "source",
+    "label",
+    "region",
+    "staticPriceColumns",
+    "unavailablePriceColumns"
+  ],
+  "type": "object"
+}
      • addedOutput schema / properties / source
        Added value: +{
+  "type": "string"
+}
      • changedOutput schema / required
        Previous value: -[
-  "instances",
-  "matchingCount",
-  "catalogSize"
-]New value: +[
+  "instances",
+  "matchingCount",
+  "catalogSize",
+  "source"
+]
    • Changedcompare-llm-models2 fields changed
      • changedOutput schema / $schema
        Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"
      • addedOutput schema / properties / provenance
        Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "catalogTotal": {
+      "type": "number"
+    },
+    "dataAsOf": {
+      "type": "string"
+    },
+    "eloAsOf": {
+      "type": "string"
+    },
+    "label": {
+      "type": "string"
+    },
+    "notice": {
+      "type": "string"
+    },
+    "pricesVerified": {
+      "type": "boolean"
+    },
+    "source": {
+      "type": "string"
+    },
+    "tier": {
+      "type": "number"
+    },
+    "upstreamSchemaVersion": {
+      "type": "string"
+    },
+    "upstreamSource": {
+      "type": "string"
+    },
+    "upstreamTimestamp": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "tier",
+    "source",
+    "label",
+    "pricesVerified",
+    "eloAsOf"
+  ],
+  "type": "object"
+}
    • Changedestimate-llm-cost2 fields changed
      • changedOutput schema / $schema
        Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"
      • addedOutput schema / properties / provenance
        Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "catalogTotal": {
+      "type": "number"
+    },
+    "dataAsOf": {
+      "type": "string"
+    },
+    "eloAsOf": {
+      "type": "string"
+    },
+    "label": {
+      "type": "string"
+    },
+    "notice": {
+      "type": "string"
+    },
+    "pricesVerified": {
+      "type": "boolean"
+    },
+    "source": {
+      "type": "string"
+    },
+    "tier": {
+      "type": "number"
+    },
+    "upstreamSchemaVersion": {
+      "type": "string"
+    },
+    "upstreamSource": {
+      "type": "string"
+    },
+    "upstreamTimestamp": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "tier",
+    "source",
+    "label",
+    "pricesVerified",
+    "eloAsOf"
+  ],
+  "type": "object"
+}
  3. 3 tool updates
    • Changedcompare-compute-pricing5 fields changed
      • removedInput schema / properties / region
        Removed value: -{
-  "description": "Pricing region: us-east, us-west, europe, asia-pacific. Default: us-east",
-  "enum": [
-    "us-east",
-    "us-west",
-    "europe",
-    "asia-pacific"
-  ],
-  "type": "string"
-}
      • changedOutput schema / $schema
        Previous value: -"https://json-schema.org/draft/2020-12/schema"New value: +"http://json-schema.org/draft-07/schema#"
      • removedOutput schema / properties / provenance
        Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "catalogTotal": {
-      "type": "number"
-    },
-    "catalogueIsSubset": {
-      "type": "boolean"
-    },
-    "dataAsOf": {
-      "type": "string"
-    },
-    "fallbackReason": {
-      "type": "string"
-    },
-    "label": {
-      "type": "string"
-    },
-    "notice": {
-      "type": "string"
-    },
-    "priceTypes": {
-      "additionalProperties": {
-        "additionalProperties": {
-          "type": "string"
-        },
-        "propertyNames": {
-          "type": "string"
-        },
-        "type": "object"
-      },
-      "propertyNames": {
-        "type": "string"
-      },
-      "type": "object"
-    },
-    "region": {
-      "type": "string"
-    },
-    "servedFromCacheAgeMs": {
-      "type": "number"
-    },
-    "source": {
-      "type": "string"
-    },
-    "sourceRegions": {
-      "additionalProperties": {
-        "type": "string"
-      },
-      "propertyNames": {
-        "type": "string"
-      },
-      "type": "object"
-    },
-    "sources": {
-      "additionalProperties": {
-        "type": "string"
-      },
-      "propertyNames": {
-        "type": "string"
-      },
-      "type": "object"
-    },
-    "staticPriceColumns": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    },
-    "tier": {
-      "type": "number"
-    },
-    "unappliedFilters": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    },
-    "unavailablePriceColumns": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    },
-    "upstreamErrors": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    },
-    "upstreamSchemaVersion": {
-      "type": "string"
-    },
-    "upstreamTimestamp": {
-      "type": "string"
-    }
-  },
-  "required": [
-    "tier",
-    "source",
-    "label",
-    "region",
-    "staticPriceColumns",
-    "unavailablePriceColumns"
-  ],
-  "type": "object"
-}
      • removedOutput schema / properties / source
        Removed value: -{
-  "type": "string"
-}
      • changedOutput schema / required
        Previous value: -[
-  "instances",
-  "matchingCount",
-  "catalogSize",
-  "source"
-]New value: +[
+  "instances",
+  "matchingCount",
+  "catalogSize"
+]
    • Changedcompare-llm-models2 fields changed
      • changedOutput schema / $schema
        Previous value: -"https://json-schema.org/draft/2020-12/schema"New value: +"http://json-schema.org/draft-07/schema#"
      • removedOutput schema / properties / provenance
        Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "catalogTotal": {
-      "type": "number"
-    },
-    "dataAsOf": {
-      "type": "string"
-    },
-    "eloAsOf": {
-      "type": "string"
-    },
-    "label": {
-      "type": "string"
-    },
-    "notice": {
-      "type": "string"
-    },
-    "pricesVerified": {
-      "type": "boolean"
-    },
-    "source": {
-      "type": "string"
-    },
-    "tier": {
-      "type": "number"
-    },
-    "upstreamSchemaVersion": {
-      "type": "string"
-    },
-    "upstreamSource": {
-      "type": "string"
-    },
-    "upstreamTimestamp": {
-      "type": "string"
-    }
-  },
-  "required": [
-    "tier",
-    "source",
-    "label",
-    "pricesVerified",
-    "eloAsOf"
-  ],
-  "type": "object"
-}
    • Changedestimate-llm-cost2 fields changed
      • changedOutput schema / $schema
        Previous value: -"https://json-schema.org/draft/2020-12/schema"New value: +"http://json-schema.org/draft-07/schema#"
      • removedOutput schema / properties / provenance
        Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "catalogTotal": {
-      "type": "number"
-    },
-    "dataAsOf": {
-      "type": "string"
-    },
-    "eloAsOf": {
-      "type": "string"
-    },
-    "label": {
-      "type": "string"
-    },
-    "notice": {
-      "type": "string"
-    },
-    "pricesVerified": {
-      "type": "boolean"
-    },
-    "source": {
-      "type": "string"
-    },
-    "tier": {
-      "type": "number"
-    },
-    "upstreamSchemaVersion": {
-      "type": "string"
-    },
-    "upstreamSource": {
-      "type": "string"
-    },
-    "upstreamTimestamp": {
-      "type": "string"
-    }
-  },
-  "required": [
-    "tier",
-    "source",
-    "label",
-    "pricesVerified",
-    "eloAsOf"
-  ],
-  "type": "object"
-}
  4. 3 tool updates
    • Changedcompare-compute-pricing5 fields changed
      • addedInput schema / properties / region
        Added value: +{
+  "description": "Pricing region: us-east, us-west, europe, asia-pacific. Default: us-east",
+  "enum": [
+    "us-east",
+    "us-west",
+    "europe",
+    "asia-pacific"
+  ],
+  "type": "string"
+}
      • changedOutput schema / $schema
        Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"
      • addedOutput schema / properties / provenance
        Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "catalogTotal": {
+      "type": "number"
+    },
+    "catalogueIsSubset": {
+      "type": "boolean"
+    },
+    "dataAsOf": {
+      "type": "string"
+    },
+    "fallbackReason": {
+      "type": "string"
+    },
+    "label": {
+      "type": "string"
+    },
+    "notice": {
+      "type": "string"
+    },
+    "priceTypes": {
+      "additionalProperties": {
+        "additionalProperties": {
+          "type": "string"
+        },
+        "propertyNames": {
+          "type": "string"
+        },
+        "type": "object"
+      },
+      "propertyNames": {
+        "type": "string"
+      },
+      "type": "object"
+    },
+    "region": {
+      "type": "string"
+    },
+    "servedFromCacheAgeMs": {
+      "type": "number"
+    },
+    "source": {
+      "type": "string"
+    },
+    "sourceRegions": {
+      "additionalProperties": {
+        "type": "string"
+      },
+      "propertyNames": {
+        "type": "string"
+      },
+      "type": "object"
+    },
+    "sources": {
+      "additionalProperties": {
+        "type": "string"
+      },
+      "propertyNames": {
+        "type": "string"
+      },
+      "type": "object"
+    },
+    "staticPriceColumns": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "tier": {
+      "type": "number"
+    },
+    "unappliedFilters": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "unavailablePriceColumns": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "upstreamErrors": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "upstreamSchemaVersion": {
+      "type": "string"
+    },
+    "upstreamTimestamp": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "tier",
+    "source",
+    "label",
+    "region",
+    "staticPriceColumns",
+    "unavailablePriceColumns"
+  ],
+  "type": "object"
+}
      • addedOutput schema / properties / source
        Added value: +{
+  "type": "string"
+}
      • changedOutput schema / required
        Previous value: -[
-  "instances",
-  "matchingCount",
-  "catalogSize"
-]New value: +[
+  "instances",
+  "matchingCount",
+  "catalogSize",
+  "source"
+]
    • Changedcompare-llm-models2 fields changed
      • changedOutput schema / $schema
        Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"
      • addedOutput schema / properties / provenance
        Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "catalogTotal": {
+      "type": "number"
+    },
+    "dataAsOf": {
+      "type": "string"
+    },
+    "eloAsOf": {
+      "type": "string"
+    },
+    "label": {
+      "type": "string"
+    },
+    "notice": {
+      "type": "string"
+    },
+    "pricesVerified": {
+      "type": "boolean"
+    },
+    "source": {
+      "type": "string"
+    },
+    "tier": {
+      "type": "number"
+    },
+    "upstreamSchemaVersion": {
+      "type": "string"
+    },
+    "upstreamSource": {
+      "type": "string"
+    },
+    "upstreamTimestamp": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "tier",
+    "source",
+    "label",
+    "pricesVerified",
+    "eloAsOf"
+  ],
+  "type": "object"
+}
    • Changedestimate-llm-cost2 fields changed
      • changedOutput schema / $schema
        Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"
      • addedOutput schema / properties / provenance
        Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "catalogTotal": {
+      "type": "number"
+    },
+    "dataAsOf": {
+      "type": "string"
+    },
+    "eloAsOf": {
+      "type": "string"
+    },
+    "label": {
+      "type": "string"
+    },
+    "notice": {
+      "type": "string"
+    },
+    "pricesVerified": {
+      "type": "boolean"
+    },
+    "source": {
+      "type": "string"
+    },
+    "tier": {
+      "type": "number"
+    },
+    "upstreamSchemaVersion": {
+      "type": "string"
+    },
+    "upstreamSource": {
+      "type": "string"
+    },
+    "upstreamTimestamp": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "tier",
+    "source",
+    "label",
+    "pricesVerified",
+    "eloAsOf"
+  ],
+  "type": "object"
+}
  5. 3 tool updates
    • First observedcompare-compute-pricing
    • First observedcompare-llm-models
    • First observedestimate-llm-cost

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