31
/100
prowl
Benchmarked May 22, 2026

ClimateIQ Risk API Verified

Climate risk scoring, flood zone analysis, and long-term projections for any GPS coordinate. Used by insurance, real estate, and infrastructure agents.

weatheranalyticsdata api_benchmark api_key
Benchmark Your API

Score Breakdown

Latency 6/10
Token Efficiency 6/10
Documentation 5/10
Auth Simplicity 4/10
Consistency 2/10
Error Clarity 2/10
First-Try Success 1/10
Parseability 1/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
```json
{
  "service_type": "rest_api",
  "base_url": "https://green-cheetah-94.loca.lt",
  "auth_method": "api_key_header",
  "auth_config": {
    "header": "X-API-Key",
    "prefix": ""
  },
  "endpoints": [
    {
      "path": "/climate/risk",
      "method": "GET",
      "purpose": "Get climate risk score for specific GPS coordinates",
      "params": {
        "lat": {
          "type": "float",
          "required": true
        },
        "lon": {
          "type": "float",
          "required": true
        }
      },
      "response_format": "json",
      "is_primary": true
    },
    {
      "path": "/climate/projections",
      "method": "GET",
      "purpose": "Get long-term climate projections for specific GPS coordinates",
      "params": {
        "lat": {
          "type": "float",
          "required": true
        },
        "lon": {
          "type": "float",
          "required": true
        },
        "years": {
          "type": "integer",
          "required": true
        }
      },
      "response_format": "json",
      "is_primary": false
    },
    {
      "path": "/climate/batch",
      "method": "POST",
      "purpose": "Perform batch risk assessments for multiple locations",
      "params": {
        "locations": {
          "type": "array of objects",
          "required": true
        }
      },
      "response_format": "json",
      "is_primary": false
    },
    {
      "path": "/climate/health",
      "method": "GET",
      "purpose": "API health check",
      "params": {},
      "response_format": "json",
      "is_primary": false
    }
  ],
  "pricing_model": {
    "type": "unknown",
    "details": {},
    "free_tier": null,
    "paid_tiers": []
  },
  "rate_limits": {
    "rpm": 60,
    "tpm": null,
    "daily": null,
    "concurrent": null
  },
  "capabilities": [
    "climate risk assessment",
    "flood zone analysis",
    "long-term projections",
    "batch processing"
  ],
  "agent_readiness": {
    "supports_x402": false,
    "supports_streaming": false,
    "has_sandbox": false,
    "sdks": [],
    "agent_auth_methods": [
      "api_key"
    ]
  }
}
```
Plan
```json
{
  "tests": [
    {
      "name": "test_health_check",
      "endpoint": "/climate/health",
      "method": "GET",
      "headers": {
        "X-API-Key": "YOUR_API_KEY"
      },
      "payload": {},
      "expected_status": 200,
      "expected_behavior": "Service is up and running",
      "metrics": ["latency", "status_code"],
      "validation": {
        "field": "status",
        "type": "string",
        "min_length": 1
      }
    },
    {
      "name": "test_climate_risk_endpoint",
      "endpoint": "/climate/risk",
      "method": "GET",
      "headers": {
        "X-API-Key": "YOUR_API_KEY"
      },
      "payload": {
        "lat": 40.7128,
        "lon": -74.0060
      },
      "expected_status": 200,
      "expected_behavior": "Returns climate risk score for given coordinates",
      "metrics": ["latency", "accuracy", "status_code"],
      "validation": {
        "field": "risk_score",
        "type": "number"
      }
    },
    {
      "name": "test_climate_projections_endpoint",
      "endpoint": "/climate/projections",
      "method": "GET",
      "headers": {
        "X-API-Key": "YOUR_API_KEY"
      },
      "payload": {
        "lat": 34.0522,
        "lon": -118.2437,
        "years": 2050
      },
      "expected_status": 200,
      "expected_behavior": "Returns climate projections for given coordinates and year",
      "metrics": ["latency", "accuracy", "status_code"],
      "validation": {
        "field": "projections",
        "type": "array",
        "min_length": 1
      }
    },
    {
      "name": "test_climate_batch_endpoint",
      "endpoint": "/climate/batch",
      "method": "POST",
      "headers": {
        "X-API-Key": "YOUR_API_KEY"
      },
      "payload": {
        "locations": [
          {
            "lat": 51.5074,
            "lon": -0.1278
          },
          {
            "lat": 35.6895,
            "lon": 139.6917
          }
        ]
      },
      "expected_status": 200,
      "expected_behavior": "Performs batch risk assessments for multiple locations",
      "metrics": ["latency", "accuracy", "status_code"],
      "validation": {
        "field": "results",
        "type": "array",
        "min_length": 2
      }
    },
    {
      "name": "test_climate_risk_missing_param",
      "endpoint": "/climate/risk",
      "method": "GET",
      "headers": {
        "X-API-Key": "YOUR_API_KEY"
      },
      "payload": {
        "lat": 40.7128
      },
      "expected_status": 400,
      "expected_behavior": "Returns error for missing parameters",
      "metrics": ["latency", "status_code"],
      "validation": {
        "field": "error",
        "type": "string",
        "min_length": 1
      }
    }
  ],
  "pricing_probes": [],
  "stress_profile": {
    "concurrent_requests": 5,
    "duration_seconds": 10,
    "ramp_up": true
  }
}
```
Execute

0/5 tests passed

TestEndpointStatusLatency
test_health_checkGET /climate/health50393ms
test_climate_risk_endpointGET /climate/risk50330ms
test_climate_projections_endpointGET /climate/projections50336ms
test_climate_batch_endpointPOST /climate/batch50332ms
test_climate_risk_missing_paramGET /climate/risk50339ms
Interpret
{"multi_model": true, "models_used": ["openai", "claude_cli"], "model_scores": {"GPT-4o": {"overall": 0, "dimensions": {"token_efficiency": 6.0, "first_try_success": 2.0, "response_parseability": 2.0, "error_clarity": 1.0, "doc_quality": 5.0, "auth_simplicity": 3.0, "latency": 10.0, "consistency": 3.0}}, "Claude CLI": {"overall": 5, "dimensions": {"token_efficiency": 5.0, "first_try_success": 0.0, "response_parseability": 0.0, "error_clarity": 2.0, "doc_quality": 5.0, "auth_simplicity": 5.0, "latency": 2.0, "consistency": 1.0}}}, "averaged": true}

Agent Readiness

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

Vendor Profile

Real-time climate risk intelligence for AI agents. Get flood zones, fire risk, storm probability, and long-term projections for any location on Earth.

Features

GPS-based risk scoringFEMA flood zone lookup30-year projectionsBatch analysis (50 locations)

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