ModelSpecOpen the board

People decide free. Agents pay per answer.

A person using the board on this site pays nothing. Machine access uses the keyed CLI, hosted API and MCP server, and it uses prepaid credits. Every machine data endpoint needs an API key. The board's free browser lookups use a Turnstile-verified visit token. No data download. MCP data tools (vocab, model_info, list_use_cases, decide, rank, policy_check) require an API key.

Three ways in: keyed CLI, MCP and HTTP API. Machine data access needs a ModelSpec API key; only human lookup is free. No data download or local decision cache.

uvx --from modelspec-dev modelspec
pipx install modelspec-dev
pip install modelspec-dev

pip install modelspec is an unrelated project. Use modelspec-dev.

One decision for an agent
$0.0053–$0.02

One credit. The low end is the Scale plan's rate; the range covers the plans and packs below. A full explanation costs two credits.

Buy credits for your agents

Pay by card. You get one API key and one balance; every agent that carries the key draws from it.

Monthly plans · allowance resets each invoice
PlanAllowancePricePurchase
Solo2,500 credits$0.0116/credit$29/mo
Team25,000 credits$0.008/credit$199/mo
Scale150,000 credits$0.0053/credit$799/mo
Packs · one-off, last 365 days
PackRatePricePurchase
250 credits$0.02/credit$5
1,300 credits$0.0192/credit$25
2,750 credits$0.0182/credit$50
6,000 credits$0.0167/credit$100

Scale overage is $0.006 per credit, up to 150,000 credits a billing period, coming soon.

A metadata read costs $0.002, one credit per 10 reads, capped at 1,000 reads a key a UTC day.

Checkout is hosted by Stripe; card details never reach ModelSpec. After payment, claim your API key at the Checkout success link. The plan allowance is spent first, then packs, oldest first. Cancel any time. For volume or invoicing, write to [email protected].

Or let your agents pay as they go

Your agent keeps its API key and needs no card. When its balance runs out, the API answers with HTTP 402 and the 4 packs; the agent pays in USDC over x402 and the credits land on its key in the same exchange.

→ POST api.modelspec.dev/v1/decide · with its key
← 402 Payment Required · 4 packs in USDC
→ retry with PAYMENT-SIGNATURE · settled on Base mainnet
← credits on the key · then the answer
  • The packs cost the same in USDC as by card, and expire on the same terms.
  • Credits are added only after the payment settles on-chain.
  • A call without a key is refused before any payment is offered.
Point your agent at either endpoint:POST https://api.modelspec.dev/v1/decide MCP https://api.modelspec.dev/mcp

What will your agents spend?

Decisions a day
Explanation with each decision
Licence and data-residency checks a day
Cheapest way to pay · a month

A month is 30 days. Prices from the published plan and pack list; the arithmetic runs in your browser. On an exact tie, the calculator prefers an option without a subscription.

What an answer costs

Credits drawn from a prepaid balance
AnswerCost
A decisionranked answer with ties, no explanation or a summary1 credit
A decision, fully explainedevery fact, source and trade-off behind the order2 credits
A rankingthe ranked list for one capability1 credit
A licence and data-residency checkcited commercial-use and residency determinations5 credits
An error, a refusal, or no model fitsanything that is not a successful answerfree

How to call it

People decide free on the board. Machines use the hosted API and the MCP server with a key.

  • People decide on the board.
  • Machines call the hosted API with a key.
  • Machines call the MCP server with a key.

What stays free

  • The board, for people. Every facet, every tie, every source, on this site. No account. Rate-limited, not charged.
  • The public repository. The engine is MIT and the data is CC BY-SA, as a delayed image about nine months behind. Current data is served only through the hosted API and MCP server.
  • The sandbox. Unlimited synthetic answers to build and test against. No signup.

Paying never moves a model.

Credits pay for answers and determinations, never for position. No referral fees, no paid placement, no provider-paid visibility. A published commitment you can check.

Only a successful answer draws credits.

Errors, refusals and "no model fits" release the credit reservation. Your balance is one call away.

The same facts, the same answer.

A spec and a snapshot always give the same result, so an agent's choice can be audited later.

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