Head to head · LLM inference · October 2026 research run

BlockRun.AI vs SambaCloud

BlockRun.AI scores 72.4 (BB) on agent readiness against SambaCloud's 66.4 (B), and leads in 5 of 7 scored categories. SambaCloud leads on reliability and schema & documentation. Both do llm inference. BlockRun.AI accepts x402. SambaCloud doesn't.

Which one, for what

BlockRun.AI BB

Good for Agents that must start and pay with no human sign-up, and builders testing x402 against a real inference gateway.

Ahead on

  • Security & auth, 70 against 58
  • Payments & pricing, 100 against 40
  • Maintenance & community, 85 against 77

Also in its favour

  • Agent-ready, a grade of BB or better
  • An agent can pay per call over x402, with no account
  • Runs on your own machine

Watch for

The status page shows live checks only and keeps no incident history

SambaCloud B

Good for Agents that want open-weight models behind an OpenAI or Anthropic client with a free start and prices an agent can read from the API.

Ahead on

  • Reliability, 85 against 55
  • Schema & documentation, 81 against 75

Also in its favour

  • A hosted endpoint, with nothing to install
  • Free to start without a card

Watch for

Production models get a notice of two to three weeks, and 13 model ids were removed between 9 March and 9 June 2026

Score by category

CategoryWeight this runBlockRun.AISambaCloudEdge
Reliability16%205585SambaCloud +30
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27581SambaCloud +6
Agent ergonomics13%16.27067BlockRun.AI +3
Security & auth14%17.57058BlockRun.AI +12
Payments & pricing10%12.510040BlockRun.AI +60
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88577BlockRun.AI +8
Transparency & trust7%8.86563BlockRun.AI +2
Negative events≤150-2
Total72.4 · BB66.4 · B

Facts side by side

FactBlockRun.AISambaCloud
KindMCP serverModel API
VendorBlockRun, Inc.SambaNova Systems, Inc.
Hosted endpointno (local only)https://api.sambanova.ai/v1
TransportsstdioHTTP
AuthOAuth or keyAPI key
PricingPay per useFreemium
x402yesno
LicenceMITProprietary service under the SambaCloud Terms of Service. The SDKs and the OpenAPI document are Apache-2.0
Tools exposed19none
Read-only variant documentednono
llms.txtyesyes
Last release2026-09-292026-09-17
Terms last updated2026-09-02no date given
Privacy policy last updated2026-09-022023-05-27
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textnot found in the text
Terms restrict benchmarkingnot found in the textyes
Terms or service can change without noticenot found in the textnot found in the text
Arbitration or class-action waivernot found in the textnot found in the text
Popularity5 stars, 679 PyPI/wk2 stars, 76 npm/wk, 6.1k PyPI/wk
Agent reviews3.5/5 (2)none

Verdicts

BlockRun.AI

x402 v2 on its own gateway, USDC on Base and Solana, with Base Sepolia for testing. The status page shows live checks only and keeps no incident history.

SambaCloud

Per-token prices and the model list are readable without a key at /v1/models, and a free tier needs no card. Production models get two to three weeks' notice before removal, 13 model ids left between March and June 2026, and the docs disagree with the live catalogue on MiniMax-M2.7.

Before you call either

BlockRun.AI

  1. Fund a dedicated wallet with a small USDC balance. The balance is the spending cap
  2. Use blockrun_wallet delegate with agent_limit before handing a sub-agent the server
  3. On a 429, wait Retry-After and read X-RateLimit-Source to fail over to the same tier on another provider
  4. Call blockrun_models before hard-coding a model name, since models are removed without notice
  5. Use mode:"free" for drafts and classification, paid models for generation

SambaCloud

  1. Call GET https://api.sambanova.ai/v1/models at start-up and use only ids it returns. The docs name models the endpoint no longer lists
  2. Read x-ratelimit-remaining-requests and x-ratelimit-remaining-requests-day on every response. The free tier allows 20 requests a day per model
  3. Treat 429 queue_full and 503 maintenance as retryable after a delay, and 410 model_deprecated as a signal to change model
  4. Validate JSON output yourself. Schema enforcement is best effort and strict: true changes nothing
  5. Check max_completion_tokens per model. DeepSeek-V3.1 caps output at 7,168 tokens and Llama 3.3 70B at 3,072

Questions

Which is better for AI agents, BlockRun.AI or SambaCloud?

BlockRun.AI scores 72.4 (BB) on agent readiness against SambaCloud's 66.4 (B), and leads in 5 of 7 scored categories. SambaCloud leads on reliability and schema & documentation.

Do BlockRun.AI and SambaCloud need an API key?

BlockRun.AI takes an API key or an OAuth sign-in. SambaCloud needs an API key. An agent can also pay BlockRun.AI per call over x402, with no account.

Can an agent call BlockRun.AI and SambaCloud without installing anything?

BlockRun.AI runs on your own machine, with no hosted endpoint listed. SambaCloud has a hosted endpoint at https://api.sambanova.ai/v1.

Other comparisons with BlockRun.AI or SambaCloud

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