How AMD Ryzen AI Max+ 395’s scores are calculated

Point an agent at llms.txt or agent-oriented docsweight 2

2 (weight) × 7 (quality) × 1.0 (full) = 14.0 of 20 max

• [probe] https://ryzenai.docs.amd.com/llms.txt“PROBE llms.txt: HTTP 200 at https://ryzenai.docs.amd.com/llms.txt # Ryzen AI Software > Note: ROCm documentation is split across multiple projects. In addition to this file, each projec”
• [probe] https://ryzenai.docs.amd.com/en/latest/“PROBE runtime (recorded 2026-09-15): the Ryzen AI Software documentation at ryzenai.docs.amd.com answered a keyless curl naming Ryzen AI — the XDNA 2 NPU's developer SDK docs are live and crawlable, unlike www.amd.com product pages, which reset connections for non-browser user agents (recorded at crawl).”

Run the product headlessly / in CI for automationweight 2

2 (weight) × 4 (quality) × 0.6 (partial) = 4.8 of 20 max

• [claimed-docs] https://ryzenai.docs.amd.com/en/latest/“The AI model is deployed using the ONNX Runtime with either C++ or Python APIs.”
• [claimed-docs] https://ryzenai.docs.amd.com/en/latest/“the Lemonade SDK, which is multi-vendor open-source software that provides everything necessary for quickly getting started with LLMs on OGA or llama.cpp”
• [claimed-docs] https://www.amd.com/en/products/processors/laptop/ryzen/ai-300-series/amd-ryzen-ai-max-plus-395.html“Windows 11 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit”

Plug MCP servers into this product so it can use their toolsweight 3

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Connect an agent via an official MCP serverweight 3

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Use an official CLIweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Drive the product through a documented public APIweight 3

3 (weight) × 4 (quality) × 0.6 (partial) = 7.2 of 30 max

• [claimed-docs] https://ryzenai.docs.amd.com/en/latest/“The AI model is deployed using the ONNX Runtime with either C++ or Python APIs.”
• [claimed-docs] https://ryzenai.docs.amd.com/en/latest/“the Lemonade SDK, which is multi-vendor open-source software that provides everything necessary for quickly getting started with LLMs on OGA or llama.cpp”
• [probe] https://ryzenai.docs.amd.com/openapi.json“PROBE openapi: all candidate paths 404 (https://ryzenai.docs.amd.com/openapi.json, https://ryzenai.docs.amd.com/swagger.json, https://ryzenai.docs.amd.com/api/openapi.json, https://ryzenai.docs.amd.com/.well-known/openapi.json)”

Issue scoped/least-privilege API credentials for an agentweight 2

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Build against official SDKsweight 2

2 (weight) × 7 (quality) × 1.0 (full) = 14.0 of 20 max

• [claimed-docs] https://ryzenai.docs.amd.com/en/latest/“This allows developers to build and deploy models trained in PyTorch or TensorFlow and run them directly on laptops powered by Ryzen AI using ONNX Runtime and the Vitis™ AI Execution Provider (EP).”
• [claimed-docs] https://ryzenai.docs.amd.com/en/latest/“AMD Quark is a comprehensive cross-platform deep learning toolkit designed to simplify and enhance the quantization of deep learning models.”
• [claimed-docs] https://ryzenai.docs.amd.com/en/latest/“The AI model is deployed using the ONNX Runtime with either C++ or Python APIs.”
• [claimed-docs] https://ryzenai.docs.amd.com/en/latest/“the Lemonade SDK, which is multi-vendor open-source software that provides everything necessary for quickly getting started with LLMs on OGA or llama.cpp”
• [probe] https://ryzenai.docs.amd.com/llms.txt“PROBE llms.txt: HTTP 200 at https://ryzenai.docs.amd.com/llms.txt # Ryzen AI Software > Note: ROCm documentation is split across multiple projects. In addition to this file, each projec”
• [probe] https://ryzenai.docs.amd.com/en/latest/“PROBE runtime (recorded 2026-09-15): the Ryzen AI Software documentation at ryzenai.docs.amd.com answered a keyless curl naming Ryzen AI — the XDNA 2 NPU's developer SDK docs are live and crawlable, unlike www.amd.com product pages, which reset connections for non-browser user agents (recorded at crawl).”

Subscribe to events via webhooksweight 2

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Explore an interactive API reference with runnable examplesweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

• [probe] https://ryzenai.docs.amd.com/openapi.json“PROBE openapi: all candidate paths 404 (https://ryzenai.docs.amd.com/openapi.json, https://ryzenai.docs.amd.com/swagger.json, https://ryzenai.docs.amd.com/api/openapi.json, https://ryzenai.docs.amd.com/.well-known/openapi.json)”
• [probe] https://ryzenai.docs.amd.com/en/latest/.md“PROBE docs-md: HTTP 404 at https://ryzenai.docs.amd.com/en/latest/.md”
• [claimed-docs] https://ryzenai.docs.amd.com/en/latest/“The AI model is deployed using the ONNX Runtime with either C++ or Python APIs.”

Download a machine-readable API spec (OpenAPI or equivalent)weight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

• [probe] https://ryzenai.docs.amd.com/openapi.json“PROBE openapi: all candidate paths 404 (https://ryzenai.docs.amd.com/openapi.json, https://ryzenai.docs.amd.com/swagger.json, https://ryzenai.docs.amd.com/api/openapi.json, https://ryzenai.docs.amd.com/.well-known/openapi.json)”
• [claimed-docs] https://ryzenai.docs.amd.com/en/latest/“The AI model is deployed using the ONNX Runtime with either C++ or Python APIs.”

Test against a sandbox environment without touching production dataweight 1

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Rely on versioned APIs with a documented deprecation policyweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

• [claimed-docs] https://ryzenai.docs.amd.com/en/latest/“The AI model is deployed using the ONNX Runtime with either C++ or Python APIs.”
• [claimed-docs] https://ryzenai.docs.amd.com/en/latest/“the Lemonade SDK, which is multi-vendor open-source software that provides everything necessary for quickly getting started with LLMs on OGA or llama.cpp”
• [probe] https://ryzenai.docs.amd.com/openapi.json“PROBE openapi: all candidate paths 404 (https://ryzenai.docs.amd.com/openapi.json, https://ryzenai.docs.amd.com/swagger.json, https://ryzenai.docs.amd.com/api/openapi.json, https://ryzenai.docs.amd.com/.well-known/openapi.json)”

Do everything through the API that I can do in the UIweight 2

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Export all of my data in open formats and leaveweight 3

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Read the product's source under an open licenseweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

• [claimed-docs] https://ryzenai.docs.amd.com/en/latest/“the Lemonade SDK, which is multi-vendor open-source software that provides everything necessary for quickly getting started with LLMs on OGA or llama.cpp”

Self-host the core productweight 3

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Get AI-generated insights and suggestions from my data inside the productweight 2

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Set up automations that run autonomously in the backgroundweight 2

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Delegate tasks to a built-in AI assistant inside the productweight 3

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Operate the product with natural-language commandsweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Perform bulk operations across many items at onceweight 2

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Define rules that trigger actions automatically on eventsweight 3

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Schedule recurring jobs or workflowsweight 2

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Version, review, and roll back my automationsweight 1

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh