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AI model value ranking

Models ranked by cost x context efficiency; the formula ships with each row.

AI modelsTry before you pay USDC · Base mainnetMCP / REST daily

01What this dataset answers

Paid endpointPrice / callParameters
best_under_budget
Ask "which LLM gives the best value for the money" — best value models under a blended cost cap per 1M tokens.
$0.04budget: number(每百万 token 混合成本上限, 美元)
smart_top20
Ask "which LLM gives the best value for the money" — top 20 models by value_score, cost and context efficiency halves.
$0.05—

2 paid endpoint(s), 3 free endpoint(s). Price range $0.04 – $0.05. Single call returns up to 20 rows per run.

02A real sample, fetched live

Below is the actual response from the free endpoint value_digest (truncated). The paid endpoint returns every field and the full record set.

{
  "model": "~z-ai/glm-flash-latest",
  "value_score": 100.0
}

03How to buy

Per call
$0.04 / call
Point any x402-capable client or agent framework at the endpoint; the 402 challenge tells it what to pay. Settled in USDC on Base.
Read the integration docs
No wallet? Use credits
$4 free on signup
Sign up and get 3,000 credits — enough for roughly 107 calls at $0.04, paid by card or Alipay.
Claim free credits
Custom / bulk
Let's talk
Extra fields, scheduled delivery, history backfill, private deployment or a walkthrough call — quoted per need.
Email us

Delivery guarantee: settle after delivery. If the source fails or returns an empty result, nothing is settled and credits are refunded.

04Free endpoints

value_digestAsk "which LLM gives the best value for the money" — free: one-line call plus top 3 models by value_score.30 / IP / day
smart_top5Ask "which LLM gives the best value for the money" — free: the #1 model by value_score (name + score only).30 / IP / day
value_methodologyAsk "which LLM gives the best value for the money" — free: how value_score is computed and how to recompute it.30 / IP / day
Direct entry points for agents

MCP: https://feegate.org/mcp · REST: https://feegate.org/api/supply/ai-model-value/<tool> · Catalog: https://feegate.org/api/supply/directory

Machine-readable price list: /.well-known/x402.json · Site guide: /llms.txt · Deep dive: AI model value ranking explained · 中文页 / Chinese

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