How Cerebras Inference’s scores are calculated

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

2 (weight) × 9 (quality) × 1.0 (full) = 18.0 of 20 max

• [probe] https://inference-docs.cerebras.ai/llms.txt“PROBE llms.txt: HTTP 200 at https://inference-docs.cerebras.ai/llms.txt # Cerebras Inference - [Quickstart](https://inference-docs.cerebras.ai/quickstart.md): Make your first Cerebras API cal”
• [probe] https://inference-docs.cerebras.ai/quickstart.md“PROBE docs-md: HTTP 200 at https://inference-docs.cerebras.ai/quickstart.md > ## Documentation Index > Fetch the complete documentation index at: https://inference-docs.cerebras.ai/llms.txt > Use”
• [claimed-docs] https://inference-docs.cerebras.ai/quickstart“Make your first Cerebras API call in just minutes.”

Run the product headlessly / in CI for automationweight 2

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

• [claimed-docs] https://inference-docs.cerebras.ai/quickstart“Make your first Cerebras API call in just minutes.”
• [claimed-docs] https://inference-docs.cerebras.ai/resources/openai.md“Existing applications can use Cerebras by changing the API key, base URL, and model ID.”
• [claimed-docs] https://inference-docs.cerebras.ai/capabilities/batch.md“The Batch API lets you process groups of requests asynchronously, making it perfect for workloads where you don't need immediate results”
• [claimed-docs] https://inference-docs.cerebras.ai/quickstart“pip install --upgrade cerebras_cloud_sdk”
• [github] https://github.com/Cerebras/cerebras-cloud-sdk-node“This library provides convenient access to the Cerebras REST API from server-side TypeScript or JavaScript.”
• [community] https://hn.algolia.com/api/v1/items/49554520“The DFlash2 draft model we're using was trained on a lot of code, so if you use it in a coding agent you'll probably notice it run a lot faster (we've seen it break 300 tok/s).”
• [community] https://news.ycombinator.com/item?id=41941883“Here's a video of that running, it's very speedy - used llm-cerebras plugin with an API key from cloud.cerebras.ai, no waiting list needed at the time.”
• [community] https://news.ycombinator.com/item?id=44762959“It hits the request per minute limit instantly and then you wait a minute. (API Error: 422 ... wrong_api_format when integrating with claude-code-router)”

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

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

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

Connect an agent via an official MCP serverweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

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

• [claimed-docs] https://inference-docs.cerebras.ai/quickstart“pip install --upgrade cerebras_cloud_sdk”
• [github] https://github.com/Cerebras/cerebras-cloud-sdk-node“This library provides convenient access to the Cerebras REST API from server-side TypeScript or JavaScript.”
• [claimed-docs] https://inference-docs.cerebras.ai/quickstart“Use the playground in the Cloud Console — no key or install needed.”

Drive the product through a documented public APIweight 3

3 (weight) × 9 (quality) × 1.0 (full) = 27.0 of 30 max

• [claimed-docs] https://inference-docs.cerebras.ai/quickstart“Make your first Cerebras API call in just minutes.”
• [claimed-docs] https://inference-docs.cerebras.ai/resources/openai.md“Existing applications can use Cerebras by changing the API key, base URL, and model ID.”
• [claimed-docs] https://www.cerebras.ai/inference“OpenAI API compatibility lets developers build on Cerebras with just two code changes.”
• [claimed-docs] https://inference-docs.cerebras.ai/capabilities/streaming.md“The Cerebras API supports streaming responses, which send messages back in chunks and display them incrementally as the model generates them.”
• [claimed-docs] https://inference-docs.cerebras.ai/capabilities/structured-outputs.md“Structured Outputs constrains model responses to a JSON schema so applications can process generated data reliably.”
• [claimed-docs] https://inference-docs.cerebras.ai/capabilities/tool-use.md“Tool calling, also known as tool use or function calling, lets a model request functions that your application defines.”
• [claimed-docs] https://inference-docs.cerebras.ai/capabilities/batch.md“The Batch API lets you process groups of requests asynchronously, making it perfect for workloads where you don't need immediate results”
• [github] https://github.com/Cerebras/cerebras-cloud-sdk-node“This library provides convenient access to the Cerebras REST API from server-side TypeScript or JavaScript.”
• [probe] https://api.cerebras.ai/v1/models“PROBE models-endpoint (2026-09-04): GET https://api.cerebras.ai/v1/models without a key returned HTTP 403 ({"detail":"Not authenticated"}) — the OpenAI-style models endpoint is live and speaks JSON, but enumerating the catalog requires an API key.”
• [probe] https://inference-docs.cerebras.ai/llms.txt“PROBE llms.txt: HTTP 200 at https://inference-docs.cerebras.ai/llms.txt # Cerebras Inference - [Quickstart](https://inference-docs.cerebras.ai/quickstart.md): Make your first Cerebras API cal”
• [community] https://news.ycombinator.com/item?id=44762959“I've been waiting on this for a LONG time. Integration with Cursor when Cerebras released their earlier models was patchy at best, even through openrouter. It's nice to finally see official support.”
• [community] https://news.ycombinator.com/item?id=41941883“Here's a video of that running, it's very speedy - used llm-cerebras plugin with an API key from cloud.cerebras.ai, no waiting list needed at the time.”
• [probe] https://inference-docs.cerebras.ai/openapi.json“PROBE openapi: all candidate paths 404 (https://inference-docs.cerebras.ai/openapi.json, https://inference-docs.cerebras.ai/swagger.json, https://inference-docs.cerebras.ai/api/openapi.json, https://inference-docs.cerebras.ai/.well-known/openapi.json)”

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

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

• [claimed-docs] https://inference-docs.cerebras.ai/quickstart“Make your first Cerebras API call in just minutes.”
• [claimed-docs] https://inference-docs.cerebras.ai/resources/openai.md“Existing applications can use Cerebras by changing the API key, base URL, and model ID.”
• [probe] https://api.cerebras.ai/v1/models“PROBE models-endpoint (2026-09-04): GET https://api.cerebras.ai/v1/models without a key returned HTTP 403 ({"detail":"Not authenticated"}) — the OpenAI-style models endpoint is live and speaks JSON, but enumerating the catalog requires an API key.”

Build against official SDKsweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

• [claimed-docs] https://inference-docs.cerebras.ai/quickstart“pip install --upgrade cerebras_cloud_sdk”
• [github] https://github.com/Cerebras/cerebras-cloud-sdk-node“This library provides convenient access to the Cerebras REST API from server-side TypeScript or JavaScript.”
• [github] https://github.com/Cerebras/cerebras-cloud-sdk-node“This SDK has a mechanism that sends a few requests to `/v1/tcp_warming` upon construction to reduce the TTFT.”
• [claimed-docs] https://inference-docs.cerebras.ai/resources/openai.md“Existing applications can use Cerebras by changing the API key, base URL, and model ID.”
• [claimed-docs] https://www.cerebras.ai/inference“OpenAI API compatibility lets developers build on Cerebras with just two code changes.”
• [claimed-docs] https://inference-docs.cerebras.ai/capabilities/tool-use.md“Tool calling, also known as tool use or function calling, lets a model request functions that your application defines.”
• [claimed-docs] https://inference-docs.cerebras.ai/capabilities/streaming.md“The Cerebras API supports streaming responses, which send messages back in chunks and display them incrementally as the model generates them.”
• [claimed-docs] https://inference-docs.cerebras.ai/capabilities/structured-outputs.md“Structured Outputs constrains model responses to a JSON schema so applications can process generated data reliably.”
• [community] https://news.ycombinator.com/item?id=44762959“I've been waiting on this for a LONG time. Integration with Cursor when Cerebras released their earlier models was patchy at best, even through openrouter. It's nice to finally see official support.”
• [community] https://hn.algolia.com/api/v1/items/49554520“The DFlash2 draft model we're using was trained on a lot of code, so if you use it in a coding agent you'll probably notice it run a lot faster (we've seen it break 300 tok/s).”

Subscribe to events via webhooksweight 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

Explore an interactive API reference with runnable examplesweight 2

2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max

• [claimed-docs] https://inference-docs.cerebras.ai/quickstart“Make your first Cerebras API call in just minutes.”
• [claimed-docs] https://inference-docs.cerebras.ai/quickstart“Use the playground in the Cloud Console — no key or install needed.”
• [claimed-docs] https://inference-docs.cerebras.ai/resources/openai.md“Existing applications can use Cerebras by changing the API key, base URL, and model ID.”
• [probe] https://inference-docs.cerebras.ai/openapi.json“PROBE openapi: all candidate paths 404 (https://inference-docs.cerebras.ai/openapi.json, https://inference-docs.cerebras.ai/swagger.json, https://inference-docs.cerebras.ai/api/openapi.json, https://inference-docs.cerebras.ai/.well-known/openapi.json)”
• [probe] https://inference-docs.cerebras.ai/llms.txt“PROBE llms.txt: HTTP 200 at https://inference-docs.cerebras.ai/llms.txt # Cerebras Inference - [Quickstart](https://inference-docs.cerebras.ai/quickstart.md): Make your first Cerebras API cal”

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://inference-docs.cerebras.ai/openapi.json“PROBE openapi: all candidate paths 404 (https://inference-docs.cerebras.ai/openapi.json, https://inference-docs.cerebras.ai/swagger.json, https://inference-docs.cerebras.ai/api/openapi.json, https://inference-docs.cerebras.ai/.well-known/openapi.json)”

Test against a sandbox environment without touching production dataweight 1

1 (weight) × 4 (quality) × 0.6 (partial) = 2.4 of 10 max

• [claimed-docs] https://inference-docs.cerebras.ai/quickstart“Use the playground in the Cloud Console — no key or install needed.”
• [claimed-docs] https://www.cerebras.ai/pricing“Get started with $5 in free credits after making an account”
• [claimed-docs] https://www.cerebras.ai/inference“Get started with $5 in free credit after creating an account. Prototype prompts, agents, and real-time apps before you spend a dollar.”

Rely on versioned APIs with a documented deprecation policyweight 2

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

• [probe] https://inference-docs.cerebras.ai/openapi.json“PROBE openapi: all candidate paths 404 (https://inference-docs.cerebras.ai/openapi.json, https://inference-docs.cerebras.ai/swagger.json, https://inference-docs.cerebras.ai/api/openapi.json, https://inference-docs.cerebras.ai/.well-known/openapi.json)”
• [claimed-docs] https://inference-docs.cerebras.ai/resources/openai.md“Existing applications can use Cerebras by changing the API key, base URL, and model ID.”
• [claimed-docs] https://www.cerebras.ai/inference“OpenAI API compatibility lets developers build on Cerebras with just two code changes.”

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

2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max

• [claimed-docs] https://inference-docs.cerebras.ai/quickstart“Use the playground in the Cloud Console — no key or install needed.”
• [claimed-docs] https://inference-docs.cerebras.ai/resources/openai.md“Existing applications can use Cerebras by changing the API key, base URL, and model ID.”
• [claimed-docs] https://www.cerebras.ai/inference“OpenAI API compatibility lets developers build on Cerebras with just two code changes.”
• [claimed-docs] https://inference-docs.cerebras.ai/dedicated/overview.md“A dedicated endpoint is a private, provisioned instance of the Cerebras Inference service reserved exclusively for your organization.”
• [claimed-docs] https://inference-docs.cerebras.ai/dedicated/overview.md“Deploy your custom fine-tuned models alongside standard model variants.”
• [claimed-docs] https://inference-docs.cerebras.ai/dedicated/overview.md“Your endpoint runs on reserved capacity that is not shared with other customers, so your performance is never impacted by other workloads.”
• [community] https://news.ycombinator.com/item?id=42178761“They have a waitlist for trying their API. You have to be a bit skeptical when a company makes claims but does not offer their services to buy.”
• [community] https://news.ycombinator.com/item?id=41369586“Very interested in playing with their hardware and cloud. Also I wonder if it's possible to try cloud without contacting their sales.”

Export all of my data in open formats and leaveweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

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

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

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

2 (weight) × 3 (quality) × 0.6 (partial) = 3.6 of 20 max

• [claimed-docs] https://inference-docs.cerebras.ai/capabilities/batch.md“The Batch API lets you process groups of requests asynchronously, making it perfect for workloads where you don't need immediate results”

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

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

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

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

• [claimed-docs] https://inference-docs.cerebras.ai/capabilities/batch.md“The Batch API lets you process groups of requests asynchronously, making it perfect for workloads where you don't need immediate results”
• [claimed-docs] https://inference-docs.cerebras.ai/support/rate-limits.md“Cached tokens don't count toward your uncached TPM limit, so a higher cache hit rate lets you process far more total tokens within the same uncached limit.”
• [claimed-docs] https://inference-docs.cerebras.ai/support/rate-limits.md“a higher cache hit rate lets you process far more total tokens within the same uncached limit”
• [claimed-docs] https://inference-docs.cerebras.ai/support/rate-limits.md“Improving your cache hit rate lets the same uncached limit serve significantly more total tokens”

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