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56/100
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Benchmarked Sep 08, 2026

IBM Containers API

Containers are virtual software objects that include all the elements that an app needs to run. A container has the benefits of resource isolation and allocation but is more portable and efficient tha

aiapi platform_profile
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Score Breakdown

Token Efficiency8/10
Auth Simplicity6/10
First-Try Success6/10
Documentation5/10
Parseability5/10
Error Clarity4/10
Consistency3/10
Latency2/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
{
  "service_type": "platform",
  "base_url": "https://bluemix.net/containers",
  "auth_method": "api_key",
  "auth_config": {
    "header": "X-Auth-Token",
    "description": "IBM Cloud IAM token or API key required for authentication."
  },
  "endpoints": [],
  "pricing_model": {
    "type": "unknown",
    "details": "Specific pricing details not provided; likely usage-based or subscription via IBM Cloud."
  },
  "rate_limits": {},
  "capabilities": [
    "Docker container management in IBM Cloud",
    "Resource isolation and allocation",
    "App portability",
    "Integration with IBM Cloud services"
  ],
  "raw_analysis": "This is the IBM Containers API, part of the IBM Cloud platform (formerly Bluemix). It allows users to deploy and manage Docker containers in a cloud environment. The service provides resource isolation and allocation benefits, and containers are more portable and efficient than traditional VMs. The API is intended for developers and enterprises using IBM Cloud to run containerized workloads. Maturity is generally good given its integration with IBM Cloud, but note that the service has evolved; the dedicated IBM Container Service (now IBM Cloud Kubernetes Service) has largely superseded this. The description mentions no direct endpoints, but typical operations include creating, starting, stopping, and deleting containers, as well as managing images and networks. Authentication is typically handled via IBM Cloud IAM tokens or API keys. Pricing is usage-based and can be estimated using the IBM Cloud pricing calculator. Integrations include other IBM Cloud services like IBM Cloud Registry, monitoring, logging, and VPC infrastructure. Rate limits are not documented in the provided information, but IBM Cloud may impose API call quotas depending on the account tier."
}
Execute

0/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /None194ms
robots_txtGET /robots.txtNone140ms
llms_txtGET /llms.txtNone169ms
Interpret
```json
{
  "overall": 45,
  "dimensions": {
    "token_efficiency": 8.0,
    "first_try_success": 6.0,
    "response_parseability": 5.0,
    "error_clarity": 4.0,
    "doc_quality": 5.0,
    "auth_simplicity": 6.0,
    "latency": 2.0,
    "consistency": 3.0
  },
  "pricing_normalized": {
    "type": "unknown",
    "details": "Pricing unclear; likely through IBM Cloud subscription or usage-based."
  },
  "issues": [
    "Website DNS resolution failed — hostname not found, suggesting domain misconfiguration or outage",
    "No robots.txt or llms.txt accessible for agent discovery",
    "No usable response from server for crawling or parsing",
    "Not possible to confirm uptime, security headers, or actual service availability",
    "Pricing model unknown, creating ambiguity for recommendations",
    "Focused on IBM Cloud Docker container management — niche use case, not broad utility"
  ],
  "recommendations": [
    "Agent should not recommend this platform until website is reachable and service is verified operational",
    "If recommending, direct user to IBM Cloud official documentation and console rather than this specific domain",
    "Suggest verifying IBM Cloud account setup and container service availability through IBM's official channels",
    "Provide user with IBM Cloud's standard auth flow (IBMid) instead of relying on this platform's standalone access",
    "Recommend alternatives like Docker Hub or other container platforms with clearer documentation and public access"
  ]
}
```

Agent Readiness

x402 Payments
Not supported
Streaming
No
Sandbox
None
Agent Auth
Unknown
SDKs
None listed
MCP Support
No

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