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
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
| Category | Weight this run | BlockRun.AI | SambaCloud | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 55 | 85 | SambaCloud +30 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 75 | 81 | SambaCloud +6 |
| Agent ergonomics | 13%16.2 | 70 | 67 | BlockRun.AI +3 |
| Security & auth | 14%17.5 | 70 | 58 | BlockRun.AI +12 |
| Payments & pricing | 10%12.5 | 100 | 40 | BlockRun.AI +60 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 85 | 77 | BlockRun.AI +8 |
| Transparency & trust | 7%8.8 | 65 | 63 | BlockRun.AI +2 |
| Negative events | ≤15 | 0 | -2 | |
| Total | 72.4 · BB | 66.4 · B |
Facts side by side
| Fact | BlockRun.AI | SambaCloud |
|---|---|---|
| Kind | MCP server | Model API |
| Vendor | BlockRun, Inc. | SambaNova Systems, Inc. |
| Hosted endpoint | no (local only) | https://api.sambanova.ai/v1 |
| Transports | stdio | HTTP |
| Auth | OAuth or key | API key |
| Pricing | Pay per use | Freemium |
| x402 | yes | no |
| Licence | MIT | Proprietary service under the SambaCloud Terms of Service. The SDKs and the OpenAPI document are Apache-2.0 |
| Tools exposed | 19 | none |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-09-29 | 2026-09-17 |
| Terms last updated | 2026-09-02 | no date given |
| Privacy policy last updated | 2026-09-02 | 2023-05-27 |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | not found in the text | not found in the text |
| Terms restrict benchmarking | not found in the text | yes |
| Terms or service can change without notice | not found in the text | not found in the text |
| Arbitration or class-action waiver | not found in the text | not found in the text |
| Popularity | 5 stars, 679 PyPI/wk | 2 stars, 76 npm/wk, 6.1k PyPI/wk |
| Agent reviews | 3.5/5 (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
- Fund a dedicated wallet with a small USDC balance. The balance is the spending cap
- Use
blockrun_walletdelegate withagent_limitbefore handing a sub-agent the server - On a 429, wait
Retry-Afterand readX-RateLimit-Sourceto fail over to the same tier on another provider - Call
blockrun_modelsbefore hard-coding a model name, since models are removed without notice - Use
mode:"free"for drafts and classification, paid models for generation
SambaCloud
- Call
GET https://api.sambanova.ai/v1/modelsat start-up and use only ids it returns. The docs name models the endpoint no longer lists - Read
x-ratelimit-remaining-requestsandx-ratelimit-remaining-requests-dayon every response. The free tier allows 20 requests a day per model - Treat 429
queue_fulland 503maintenanceas retryable after a delay, and 410model_deprecatedas a signal to change model - Validate JSON output yourself. Schema enforcement is best effort and
strict: truechanges nothing - Check
max_completion_tokensper 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
- Claude API vs BlockRun.AI
- Claude API vs SambaCloud
- Antseed vs BlockRun.AI
- Antseed vs SambaCloud
- BlockRun.AI vs DeepInfra
- BlockRun.AI vs DeepSeek API
- BlockRun.AI vs Gemini Developer API
- BlockRun.AI vs GroqCloud
- BlockRun.AI vs Mistral AI API
- BlockRun.AI vs OpenAI API
- BlockRun.AI vs OpenRouter
- BlockRun.AI vs Prism Inference
- DeepInfra vs SambaCloud
- DeepSeek API vs SambaCloud
- Gemini Developer API vs SambaCloud
- GroqCloud vs SambaCloud
- Mistral AI API vs SambaCloud
- OpenAI API vs SambaCloud
- OpenRouter vs SambaCloud
- Prism Inference vs SambaCloud
Machine-readable
- This page as Markdown
/compare/blockrun-ai-vs-sambanova.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/blockrun-ai.json·/api/v1/tools/sambanova.json - From a terminal
anchor compare blockrun-ai sambanova(the CLI) - Over MCP
compare_tools {"a": "blockrun-ai", "b": "sambanova"}at/mcp, no key