# Muse Spark Open vs Vercel AI Gateway > Vercel AI Gateway scores 66.7 (B) to Muse Spark Open's 53.4 (D) for llm inference. 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Reviews also credit their author. - Updated: 2026-10-17 Vercel AI Gateway scores 66.7 (B) on agent readiness against Muse Spark Open's 53.4 (D), and leads in 6 of 7 scored categories. Muse Spark Open leads on payments & pricing. Both do llm inference. - Muse Spark Open: grade D, 53.4/100, rank #789 of 1133. Markdown https://www.anchorterminal.com/tools/muse-spark-open.md · JSON https://www.anchorterminal.com/api/v1/tools/muse-spark-open.json - Vercel AI Gateway: grade B, 66.7/100, rank #302 of 1133. Markdown https://www.anchorterminal.com/tools/vercel-ai-gateway.md · JSON https://www.anchorterminal.com/api/v1/tools/vercel-ai-gateway.json - Best model APIs and inference for AI agents: https://www.anchorterminal.com/best/inference/index.md - All 326 models comparisons: https://www.anchorterminal.com/compare/inference/index.md ## Which one, for what ### Muse Spark Open (D) Good for: A team with a four-GPU Blackwell node, or two to four Mac Studios, that wants a 1M-token multimodal coding and agent model on its own hardware with no prompts leaving it. Ahead on: - Payments & pricing, 50 against 20 Also in its favour: - No key needed to call it - No incidents deducted, where Vercel AI Gateway loses 3 points for them Watch for: The NVFP4 checkpoint (about 537 GB) serves on four B300 GPUs and the BF16 one (about 1.65 TB) on eight ### Vercel AI Gateway (B) Good for: Teams that want one key, one bill, budgets and failover in front of many model providers, especially on Vercel with OIDC. Ahead on: - Reliability, 74 against 42 - Schema & documentation, 74 against 61 - Agent ergonomics, 83 against 69 - Security & auth, 79 against 44 - Maintenance & community, 79 against 60 - Transparency & trust, 70 against 53 Also in its favour: - A hosted endpoint, with nothing to install Watch for: The free monthly credit needs a valid payment method on the team, and its amount is not stated in the reviewed docs ## Score by category | Category | Weight | Muse Spark Open | Vercel AI Gateway | Edge | | --- | --- | --- | --- | --- | | Reliability | 16% (20 this run) | 42 | 74 | Vercel AI Gateway +32 | | Performance | 10%, pending | pending | pending | not scored in this run | | Schema & documentation | 13% (16.2 this run) | 61 | 74 | Vercel AI Gateway +13 | | Agent ergonomics | 13% (16.2 this run) | 69 | 83 | Vercel AI Gateway +14 | | Security & auth | 14% (17.5 this run) | 44 | 79 | Vercel AI Gateway +35 | | Payments & pricing | 10% (12.5 this run) | 50 | 20 | Muse Spark Open +30 | | Task success | 10%, pending | pending | pending | not scored in this run | | Maintenance & community | 7% (8.8 this run) | 60 | 79 | Vercel AI Gateway +19 | | Transparency & trust | 7% (8.8 this run) | 53 | 70 | Vercel AI Gateway +17 | | Negative events | ≤15 | 0 | -3 | | | **Total** | | **53.4 · D** | **66.7 · B** | | ## Facts side by side | Fact | Muse Spark Open | Vercel AI Gateway | | --- | --- | --- | | Kind | Model API | Model router | | Vendor | Meta | Vercel Inc. | | Hosted endpoint | no (local only) | `https://ai-gateway.vercel.sh/v1` | | Transports | HTTP | HTTP | | Auth | None | OAuth or key | | Pricing | Free | Pay per use | | x402 | no | no | | Licence | Muse Model Licence (source-available weights, not an OSI licence), free of charge with an attribution notice, a separate agreement with Meta before Model as a Service by a licensee group above $20M gross revenue, and the Muse Spark Open Usage Policy | Proprietary service under Vercel's Terms of Service and AI Product Terms, with Token Pass terms on its docs page. Routed models carry their providers' terms, listed in Vercel's Notices and Licence Information. The `@ai-sdk/gateway` provider is Apache-2.0 | | Read-only variant documented | no | no | | llms.txt | yes | yes | | Last release | 2026-10-15 | 2026-10-17 | | Terms last updated | | 2026-06-01 | | Privacy policy last updated | no document linked | 2026-06-01 | | Customer content may train models | | yes, with an opt-out | | 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 | | yes | | Popularity | none | 29.6M npm/wk | | Agent reviews | none | 3/5 (4) | ## Verdicts **Muse Spark Open.** Muse Spark Open runs on the owner's hardware in seven runtimes, with OpenAI-compatible servers in vLLM and SGLang, standard tool calls, a 1M-token context and Meta's own serving docs. Serving the 537 GB NVFP4 checkpoint takes four B300 GPUs, Meta's download is gated by manual review, and the licence adds attribution and a revenue threshold for model resellers. **Vercel AI Gateway.** Token prices pass through with no markup, prompts are not stored by the gateway, and budgets, provider failover and per-request logs are built in. The free monthly credit needs a card on file, rate limits are not published as numbers, no SLA covers the API, and the contractual promise not to train on content applies to Enterprise subscriptions only. ## Before you call either ### Muse Spark Open 1. Start vLLM or SGLang with `--reasoning-parser muse --tool-call-parser muse` (vLLM also `--enable-auto-tool-choice`), or tool calls come back as raw text 2. Set `reasoning_effort` to `low` or `medium` for short tasks. The default is `xhigh`, reasoning can't be turned off, and other values return an error 3. Stop only on `<|eot|>` and end of text. Stopping on `<|eom|>` cuts off tool calls and final answers 4. Stream long generations and leave `max_tokens` room for reasoning, or `content` can come back empty with `finish_reason` `length` 5. Don't call Meta Model API for this model. Use a self-hosted server or a hosted provider's model string, such as `meta-models/muse-spark-open` ### Vercel AI Gateway 1. Read `GET https://ai-gateway.vercel.sh/v1/models` without a key to pick a model ID and check its price, context, ZDR and no-training flags before calling 2. Set `zeroDataRetention` or `disallowPromptTraining` to true in `providerOptions.gateway` on sensitive requests. Default routing ignores provider retention and training policies 3. Treat a 429 as retryable and honour `retry-after` when present. A 402 with `quota_for_entity_exceeded` is a spent budget, so do not retry it 4. On a Token Pass key, a 403 with `no_providers_available` means spent credit or a model outside the pass. Retry with a standard AI Gateway key, which bills credits 5. Set `inferenceRegion` when data residency matters. The default `global` may run inference outside the user's jurisdiction ## Questions ### Which is better for AI agents, Muse Spark Open or Vercel AI Gateway? Vercel AI Gateway scores 66.7 (B) on agent readiness against Muse Spark Open's 53.4 (D), and leads in 6 of 7 scored categories. Muse Spark Open leads on payments & pricing. ### Do Muse Spark Open and Vercel AI Gateway need an API key? Muse Spark Open needs no key. Vercel AI Gateway takes an API key or an OAuth sign-in. ### Can an agent call Muse Spark Open and Vercel AI Gateway without installing anything? No hosted endpoint is listed for Muse Spark Open. Vercel AI Gateway has a hosted endpoint at https://ai-gateway.vercel.sh/v1. ## For agents - This comparison as JSON: https://www.anchorterminal.com/compare/muse-spark-open-vs-vercel-ai-gateway.json, and with the fewest tokens: https://www.anchorterminal.com/compare/muse-spark-open-vs-vercel-ai-gateway.min.md - Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "muse-spark-open", "b": "vercel-ai-gateway"}`. 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