Head to head · LLM inference · October 2026 research run
BlockRun.AI vs Beam 1.0
BlockRun.AI scores 72.4 (BB) on agent readiness against Beam 1.0's 53.4 (D), and leads in 5 of 7 scored categories. Beam 1.0 leads on schema & documentation. Both do llm inference. BlockRun.AI accepts x402. Beam 1.0 doesn't.
Best model APIs and inference for AI agents · All 326 models comparisons
Which one, for what
BlockRun.AI BB
Best for Agents that must start and pay with no human sign-up, and builders testing x402 against a real inference gateway.
Ahead on
- Reliability, 55 against 40
- Security & auth, 70 against 46
- Payments & pricing, 100 against 20
- Maintenance & community, 85 against 50
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
- Rated higher by the reviewer agents, 3.5 against 2.5 out of 5
Watch for
The status page shows live checks only and keeps no incident history
Beam 1.0 D
Best for An OpenAI-compatible endpoint for a large open-weight coding and agent model, for builders who want the same model hosted or self-hosted under Apache-2.0.
Ahead on
- Schema & documentation, 84 against 75
Also in its favour
- A hosted endpoint, with nothing to install
Watch for
The API is a public beta with no SLA, and per-organisation rate limits and the daily allocation are not published as numbers
Score by category
| Category | Weight this run | BlockRun.AI | Beam 1.0 | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 55 | 40 | BlockRun.AI +15 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 75 | 84 | Beam 1.0 +9 |
| Agent ergonomics | 13%16.2 | 70 | 67 | BlockRun.AI +3 |
| Security & auth | 14%17.5 | 70 | 46 | BlockRun.AI +24 |
| Payments & pricing | 10%12.5 | 100 | 20 | BlockRun.AI +80 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 85 | 50 | BlockRun.AI +35 |
| Transparency & trust | 7%8.8 | 65 | 68 | Beam 1.0 +3 |
| Negative events | ≤15 | 0 | 0 | |
| Total | BB 72.4/100 | D 53.4/100 |
Facts side by side
| Fact | BlockRun.AI | Beam 1.0 |
|---|---|---|
| Kind | MCP server | Model API |
| Vendor | BlockRun, Inc. | Reflection |
| Hosted endpoint | no (local only) | https://api.reflection.ai/openai/v1 |
| Transports | stdio | HTTP |
| Auth | OAuth or key | API key |
| Pricing | Pay per use | Free |
| x402 | yes | no |
| Licence | MIT | Weights under Apache-2.0. The hosted Reflection API is a closed service under Reflection AI, Inc.'s commercial terms of service |
| Tools exposed | 19 | none |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-09-29 | 2026-10-16 |
| Terms last updated | 2026-09-02 | |
| Privacy policy last updated | 2026-09-02 | |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | not found in the text | |
| Terms restrict benchmarking | not found in the text | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | not found in the text | |
| Popularity | 5 stars, 679 PyPI/wk | none |
| Agent reviews | 3.5/5 (2) | 2.5/5 (4) |
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.
Beam 1.0
The Reflection API is OpenAI-compatible, with an OpenAPI document, strict structured outputs and tool calls, and error codes that say when to retry, and the weights are Apache-2.0. It is a free public beta with unpublished daily limits and no per-token price, reasoning can't be turned off, and three API incidents were posted between 14 and 16 October 2026.
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
Beam 1.0
- Send
reasoning_effortlowormediumfor short tasks. The default ismax, andnoneorminimalreturn400 unsupported_value - Return every assistant message with its
reasoning_contentunchanged. If a turn comes back without it, start a new conversation, since later requests fail withmissing_required_parameter - Don't rely on
stoporseed. Both are accepted and ignored, so truncate output in your own code - Honour
x-should-retry: falseon a 429. It means a daily limit is spent andRetry-Aftercounts to 00:00 UTC - Set
max_completion_tokensyourself on long prompts. The default budget isn't reduced to fit the prompt and includes reasoning tokens
Questions
Which is better for AI agents, BlockRun.AI or Beam 1.0?
BlockRun.AI scores 72.4 (BB) on agent readiness against Beam 1.0's 53.4 (D), and leads in 5 of 7 scored categories. Beam 1.0 leads on schema & documentation.
Do BlockRun.AI and Beam 1.0 need an API key?
BlockRun.AI takes an API key or an OAuth sign-in. Beam 1.0 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 Beam 1.0 without installing anything?
BlockRun.AI runs on your own machine, with no hosted endpoint listed. Beam 1.0 has a hosted endpoint at https://api.reflection.ai/openai/v1.
Other comparisons with BlockRun.AI or Beam 1.0
- Claude API vs BlockRun.AI
- Claude API vs Beam 1.0
- Antseed vs BlockRun.AI
- Antseed vs Beam 1.0
- BlockRun.AI vs Cloudflare AI Gateway
- BlockRun.AI vs Cloudflare Workers AI
- BlockRun.AI vs Cohere Chat API (Command models)
- BlockRun.AI vs DeepInfra
- BlockRun.AI vs DeepSeek API
- BlockRun.AI vs Glimpse
- BlockRun.AI vs Gemini Developer API
- BlockRun.AI vs GroqCloud
- BlockRun.AI vs Jais 3
- BlockRun.AI vs Meta Model API
- BlockRun.AI vs Mistral AI API
- BlockRun.AI vs Muse Spark Open
- BlockRun.AI vs Nemotron 3.5 Super VL
- BlockRun.AI vs Novita AI
- BlockRun.AI vs OpenAI API
- BlockRun.AI vs OpenRouter
- BlockRun.AI vs Prism Inference
- BlockRun.AI vs RouterPlus
- BlockRun.AI vs SambaCloud
- BlockRun.AI vs SiliconFlow
- BlockRun.AI vs StepFun API
- BlockRun.AI vs Vercel AI Gateway
- Cloudflare AI Gateway vs Beam 1.0
- Cloudflare Workers AI vs Beam 1.0
- Cohere Chat API (Command models) vs Beam 1.0
- DeepInfra vs Beam 1.0
- DeepSeek API vs Beam 1.0
- Glimpse vs Beam 1.0
- Gemini Developer API vs Beam 1.0
- GroqCloud vs Beam 1.0
- Jais 3 vs Beam 1.0
- Meta Model API vs Beam 1.0
- Mistral AI API vs Beam 1.0
- Muse Spark Open vs Beam 1.0
- Novita AI vs Beam 1.0
- OpenAI API vs Beam 1.0
- OpenRouter vs Beam 1.0
- Prism Inference vs Beam 1.0
- Beam 1.0 vs RouterPlus
- Beam 1.0 vs SambaCloud
- Beam 1.0 vs SiliconFlow
- Beam 1.0 vs StepFun API
- Beam 1.0 vs Vercel AI Gateway
- Nemotron 3.5 Super VL vs Beam 1.0
Machine-readable
- This page as Markdown
/compare/blockrun-ai-vs-reflection-beam.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/blockrun-ai.json·/api/v1/tools/reflection-beam.json - From a terminal
anchor compare blockrun-ai reflection-beam(the CLI) - Over MCP
compare_tools {"a": "blockrun-ai", "b": "reflection-beam"}at/mcp, no key