79
/100
prowl
Benchmarked Apr 06, 2026

MalwareBazaar

Collect and share malware samples

saas platform_profile
Benchmark Your API

Score Breakdown

Latency 9/10
Consistency 8/10
Token Efficiency 8/10
First-Try Success 8/10
Parseability 8/10
Documentation 7/10
Error Clarity 7/10
Auth Simplicity 7/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
```json
{
  "service_type": "platform",
  "base_url": "https://bazaar.abuse.ch",
  "auth_method": "api_key",
  "auth_config": {
    "header_name": "API-KEY",
    "registration_required": true
  },
  "endpoints": [
    "/api/v1/download",
    "/api/v1/query",
    "/api/v1/submit"
  ],
  "pricing_model": {
    "type": "free",
    "details": {
      "target_audience": "security_researchers",
      "rate_limits_apply": true,
      "registration_required": true
    }
  },
  "rate_limits": {
    "requests_per_day": "1000",
    "note": "Rate limits typically apply to prevent abuse"
  },
  "capabilities": [
    "malware_sample_collection",
    "malware_sample_sharing", 
    "threat_intelligence_feeds",
    "hash_lookups",
    "malware_family_classification",
    "sample_download",
    "bulk_queries",
    "research_collaboration",
    "IOC_extraction",
    "security_research_support"
  ],
  "raw_analysis": "MalwareBazaar is a community-driven malware collection and sharing platform operated by abuse.ch, a well-established cybersecurity organization. This platform serves as a critical resource for security researchers, malware analysts, and threat intelligence teams by providing access to a comprehensive database of malware samples. The platform allows users to submit new malware samples, query existing samples by various attributes (hashes, signatures, families), and download samples for analysis. It's designed primarily for the cybersecurity research community and typically offers free access with API key registration required. The service supports both manual web interface interactions and programmatic API access, making it valuable for both individual researchers and automated threat intelligence systems. As a research-focused platform rather than a commercial SaaS offering, it prioritizes data quality, community contribution, and supporting cybersecurity defense efforts. The platform likely implements rate limiting to prevent abuse while ensuring legitimate research use cases are supported."
}
```
Execute

2/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200228ms
robots_txtGET /robots.txt200111ms
llms_txtGET /llms.txt404119ms
Interpret
{"multi_model": true, "models_used": ["openai", "claude_cli"], "model_scores": {"GPT-4o": {"overall": 78, "dimensions": {"token_efficiency": 8.5, "first_try_success": 7.5, "response_parseability": 8.0, "error_clarity": 7.0, "doc_quality": 7.5, "auth_simplicity": 7.0, "latency": 10.0, "consistency": 8.5}}, "Claude CLI": {"overall": 78, "dimensions": {"token_efficiency": 8.5, "first_try_success": 7.5, "response_parseability": 9.0, "error_clarity": 7.0, "doc_quality": 7.0, "auth_simplicity": 7.0, "latency": 8.5, "consistency": 8.0}}}, "averaged": true}

Agent Readiness

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

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