OptimToken: AI and Compute Economics

Connect Remote server

claude mcp add --transport http ai-pricing-hub https://optimtoken-mcp.optimnow.io/mcp

{
  "mcpServers": {
    "ai-pricing-hub": {
      "url": "https://optimtoken-mcp.optimnow.io/mcp"
    }
  }
}

{
  "servers": {
    "ai-pricing-hub": {
      "type": "http",
      "url": "https://optimtoken-mcp.optimnow.io/mcp"
    }
  }
}

Settings > Connectors > Add custom connector
URL: https://optimtoken-mcp.optimnow.io/mcp

Tools 8 found in our last check

• compare-llm-models

  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',…

• estimate-llm-cost

  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 ever…

• compare-models-side-by-side

  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…

• recommend-llm-model

  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…

• compare-compute-pricing

  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. Use this for 'the cheapest 8 vCPU / 32 GiB instance in Europe', and for what a commitment saves: each…

• compare-model-hosts

  Who sells a model, and at what price. Most models are sold by several hosts (the model maker, a cloud platform such as Amazon Bedrock, Azure or Vertex, or an independent host) at different rates, and every other tool here quotes ONE of them. For 1-4 named models this returns how…

• estimate-self-hosting-breakeven

  API or own capacity: the monthly volume at which renting GPU instances costs the same as paying a model's API per token. An API bill grows with every request, a rented instance costs the same whether it is busy or idle, so below the break-even the API is cheaper and above it the…

• track-llm-price-changes

  What moved. Every other tool here quotes today's price; this one says whether it has just changed, from the price archive optimtoken.optimnow.io keeps (its first day is `provenance.trackingStart`). Without `models` it returns the moves of the last 7 days across the catalogue: ea…

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