OptimToken

Name: OptimToken
Author: OptimNow

Server Details

Compare LLM API and cloud compute pricing, estimate workload costs, pick a model within budget.

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Status: Healthy
Uptime: 42.2% over 60 days
Last Tested: 2026-10-16 21:46
Transport: Streamable HTTP · MCP 2025-11-25
URL
Repository: OptimNow/ai-pricing-hub-mcp
GitHub Stars: 0
Server Listing: OptimToken MCP

TDQS

A4.6/5.0

Scored 2026-10-05 19:05 across 5 tools

Disambiguation4/5

Four of the five tools concern LLM pricing, and at a glance compare-llm-models, compare-models-side-by-side, estimate-llm-cost, and recommend-llm-model could be confused. However, each description gives explicit routing cues (browse the field vs. weigh named models vs. exact token counts vs. get a pick), which resolves most ambiguity. Only minor boundary confusion remains.

Naming Consistency5/5

All names use consistent kebab-case with a leading verb (compare-, estimate-, recommend-) followed by a clear noun phrase. The convention is predictable throughout with no mixed styles or casing.

Tool Count5/5

Five tools is well-scoped for a pricing/comparison server, with each tool earning its place by covering a distinct query pattern. Nothing feels redundant or padded.

Completeness4/5

The LLM side is thoroughly covered (browse, side-by-side, exact costing, recommendation). The compute side, by contrast, gets only a single compare-compute-pricing tool with no cost-estimation or recommendation counterpart, a notable asymmetry agents must work around by reading the raw table.

Available Tools

5 tools

compare-compute-pricingCompare Cloud Compute Pricing

Read-only

Inspect

Compare cloud compute instance pricing across AWS, Azure, GCP, DigitalOcean, OCI, OVH, and Alibaba. Filter by region, provider, vCPUs, memory, category, processor, or use case. All prices are Linux on-demand list prices in USD. Not every price column is live: provenance.priceTypes says which of each provider's price columns come from a live API, which are static constants, and which are unavailable, and provenance.staticPriceColumns lists the non-live ones outright; a savings-plan or reserved rate that appears there is a static estimate, not a live quote. Prices are returned as the catalogue serves them and dated by provenance.

ParametersJSON Schema

Name	Required	Description
`limit`	No	Max instances to return (default: 20)
`region`	No	Pricing region: us-east, us-west, europe, asia-pacific. Default: us-east
`sortBy`	No	Sort by: price, vcpus, memory, pricePerVCPU. Default: price
`useCase`	No	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.
`category`	No	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.
`maxVCPUs`	No	Maximum number of vCPUs
`minVCPUs`	No	Minimum number of vCPUs
`provider`	No	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.
`maxMemory`	No	Maximum memory in GiB
`minMemory`	No	Minimum memory in GiB
`processor`	No	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.

Output Schema

ParametersJSON Schema

Name	Required	Description
`error`	No
`source`	Yes
`instances`	Yes
`provenance`	No
`catalogSize`	Yes
`matchingCount`	Yes

compare-llm-modelsCompare LLM Models

Read-only

Inspect

Browse and filter the whole LLM catalogue and get back a ranked table: price, quality (ELO), efficiency and capabilities. Use this when the user wants to SEE THE FIELD — 'show me models under $1/1M', 'which providers have vision models', 'list open-weight models above ELO 1300'. For a single PICK under a budget use recommend-llm-model; to weigh 2-4 NAMED models against each other use compare-models-side-by-side. Prices come from optimtoken.optimnow.io where reachable; the response's provenance says which tier served them and whether they are vendor-verified. Filter by provider, price tier (category), openness, capability, price range, or minimum ELO score. Optionally enrich with business metrics for a use case. Price tier and openness are independent: a model can be Frontier-priced and open-weight at once. Reports both list-price cost and the optimized cost achievable with prompt caching and the batch API. Prices, costs and scores are final as returned: rounded and ranked server-side, and dated by provenance. The text block is a numbered table of the same figures.

ParametersJSON Schema

Name	Required	Description
`limit`	No	Max models to return (default: 15)
`minElo`	No	Minimum Chatbot Arena ELO score. Typical range 1000-1500; ~1400 is roughly frontier-class. Models with no ELO score never satisfy this.
`category`	No	Price tier, matched by exact equality (case-insensitive): Frontier, Mid-tier, Budget, Image. This is cost only — self-hostability is the separate `openness` axis.
`openness`	No	Filter by self-hostability, derived from the licence: Open source, Open weights, Proprietary, Unknown
`provider`	No	Filter by provider name (e.g. 'OpenAI', 'Anthropic', 'Google')
`capability`	No	Capability, matched by exact equality (case-insensitive): Text, Vision, Reasoning, Agents, Image Gen, Audio. Any other string returns zero matches. There is no Code capability: for what coding costs, use useCasePreset codingTask.
`volumePreset`	No	Monthly request volume: 10k, 100k, or 1m. Default: 100k
`maxInputPrice`	No	Max input price per 1M tokens in USD
`useCasePreset`	No	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
`maxOutputPrice`	No	Max output price per 1M tokens in USD

Output Schema

ParametersJSON Schema

Name	Required	Description
`error`	No
`models`	Yes
`source`	Yes
`eloAsOf`	Yes
`dataAsOf`	No
`provenance`	No
`catalogSize`	Yes
`finopsBadge`	No
`volumeLabel`	Yes
`useCaseLabel`	Yes
`matchingCount`	Yes

compare-models-side-by-sideCompare Models Side by Side

Read-only

Inspect

Compare 2-4 named LLM models against all 8 use-case profiles at a chosen monthly volume, showing list and optimized cost for each. Use when the user names specific models to weigh against each other, rather than filtering the whole catalogue. If they also supply their own token counts, or a volume outside 10k/100k/1m, use estimate-llm-cost instead. Every name is resolved against the catalogue and the outcome is reported in resolution and in the text: a name that matched nothing, matched several models, or duplicated an earlier pick is stated explicitly, and such a name gets no column rather than a zero cost. Prices and costs are final as returned: rounded server-side and dated by provenance.

ParametersJSON Schema

Name	Required	Description	Default
`models`	Yes	2-4 model names to compare, e.g. ['GPT-4o', 'Claude Opus 5', 'Gemini 3.1 Pro']
`volumePreset`	No	Monthly request volume: 10k, 100k, or 1m. Default: 100k

Output Schema

ParametersJSON Schema

Name	Required	Description
`error`	No
`models`	Yes
`source`	Yes
`volume`	Yes
`eloAsOf`	Yes
`dataAsOf`	No
`provenance`	No
`resolution`	Yes
`volumeLabel`	Yes

estimate-llm-costEstimate LLM Cost

Read-only

Inspect

Cost a workload with EXACT numbers the caller supplies: arbitrary token counts per request and any monthly volume, not just the 10k/100k/1m presets the other cost tools use. Use this for 'about 800 in and 200 out, 4 million calls a month', or to price one named model across every use-case profile. To compare 2-4 named models like for like at a preset volume, use compare-models-side-by-side instead. Provide a model name to get detailed cost breakdowns, or compare costs across all use case presets. Each figure comes twice: list price, and the optimized price achievable with prompt caching and the batch API. Cost figures are final as returned: rounded server-side and dated by provenance, with the lever behind each saving, or the reason there is none, named in the text.

ParametersJSON Schema

Name	Required	Description
`modelName`	No	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.
`monthlyVolume`	No	Exact monthly request count, any integer (default 100,000). This tool does not take the 10k/100k/1m presets the other cost tools use.
`useCasePreset`	No	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.
`customInputTokens`	No	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.
`customOutputTokens`	No	Custom output tokens per request. Must be supplied TOGETHER with customInputTokens — either alone is ignored and the preset is used.

Output Schema

ParametersJSON Schema

Name	Required	Description
`error`	No
`source`	Yes
`volume`	Yes
`eloAsOf`	Yes
`dataAsOf`	No
`modelCosts`	Yes
`provenance`	No

recommend-llm-modelRecommend an LLM Model

Read-only

Inspect

Pick a model. Returns a ranked top 3 for one workload under optional constraints, each with a per-constraint satisfied/violated breakdown as the evidence. Use this when the user wants an ANSWER rather than a table — 'what should I use for support tickets under $500 a month'. To browse or filter the whole catalogue instead, use compare-llm-models. Constraints: (monthly budget, minimum ELO, required capability, self-hostability). Returns a top 3 as structured facts — efficiency rank, ELO, list and optimized cost, FinOps flag, volatility, and a per-constraint satisfied/violated breakdown. When nothing satisfies every constraint the query is reported as over-constrained, recommendations is empty, and the nearest misses are returned in nearMisses instead, each carrying the constraint it failed and flagged as a miss in the text. The ranking is computed server-side and is final.

ParametersJSON Schema

Name	Required	Description
`minElo`	No	Minimum Chatbot Arena ELO score. Typical range 1000-1500; ~1400 is roughly frontier-class. Models with no ELO score never satisfy this.
`openness`	No	Require a self-hostability bucket, derived from the licence: Open source, Open weights, Proprietary, Unknown
`volumePreset`	No	Monthly request volume: 10k, 100k, or 1m. Default: 100k
`useCasePreset`	Yes	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).
`maxMonthlyBudget`	No	Maximum monthly budget in USD at the given volume. Tested against the LIST-price monthly cost, not the caching/batch-optimized cost.
`requiredCapability`	No	Capability the model must have: Text, Vision, Reasoning, Agents, Image Gen, Audio. There is no Code capability: for coding, pass useCasePreset codingTask.

Output Schema

ParametersJSON Schema

Name	Required	Description
`error`	No
`source`	Yes
`volume`	Yes
`eloAsOf`	Yes
`dataAsOf`	No
`nearMisses`	Yes
`provenance`	No
`catalogSize`	Yes
`rankedCount`	Yes
`volumeLabel`	Yes
`useCaseLabel`	Yes
`candidateCount`	Yes
`overConstrained`	Yes
`recommendations`	Yes
`roiCalculatorUrl`	Yes

Tool Schema Changelog

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

2 tool updatesOct 5, 2026

Changedcompare-llm-models1 field changed

changedInput schema / properties / capability / description

Previous value: -"Capability, matched by exact equality (case-insensitive): Text, Vision, Code, Reasoning, Agents, Image Gen, Audio. Any other string returns zero matches."New value: +"Capability, matched by exact equality (case-insensitive): Text, Vision, Reasoning, Agents, Image Gen, Audio. Any other string returns zero matches. There is no Code capability: for what coding costs, use useCasePreset codingTask."

Changedrecommend-llm-model1 field changed

changedInput schema / properties / requiredCapability / description

Previous value: -"Capability the model must have: Text, Vision, Code, Reasoning, Agents, Image Gen, Audio"New value: +"Capability the model must have: Text, Vision, Reasoning, Agents, Image Gen, Audio. There is no Code capability: for coding, pass useCasePreset codingTask."

5 tool updatesAug 18, 2026

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

3 tool updatesAug 18, 2026

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 tool updatesAug 18, 2026

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"
-}

3 tool updatesAug 17, 2026

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 tool updatesAug 17, 2026
- First observedcompare-compute-pricing
- First observedcompare-llm-models
- First observedestimate-llm-cost

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