81
/100
prowl
Benchmarked Apr 06, 2026

SingleStore

Real-time database API

database platform_profile
Benchmark Your API

Score Breakdown

Latency 10/10
Parseability 9/10
Consistency 8/10
Documentation 8/10
Error Clarity 8/10
Token Efficiency 8/10
First-Try Success 7/10
Auth Simplicity 6/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
```json
{
  "service_type": "platform",
  "base_url": "https://singlestore.com",
  "auth_method": "database_credentials",
  "auth_config": {
    "primary_methods": ["connection_string", "api_keys", "database_auth"],
    "wire_protocols": ["MySQL", "MongoDB_via_Kai"],
    "cloud_auth": "IAM_integration",
    "self_managed": "standard_database_auth"
  },
  "endpoints": [],
  "pricing_model": {
    "type": "freemium", 
    "details": {
      "free_tier": "developer_trial",
      "paid_tiers": ["cloud_managed", "self_managed"],
      "pricing_factors": ["compute", "storage", "data_transfer"],
      "deployment_options": ["SingleStore_Helios_cloud", "on_premises", "hybrid"]
    }
  },
  "rate_limits": {
    "type": "resource_based",
    "factors": ["compute_units", "storage_capacity", "concurrent_connections"]
  },
  "capabilities": [
    "real_time_analytics", 
    "vector_search", 
    "full_text_search",
    "multi_model_data_support",
    "HTAP_unified_engine",
    "MySQL_wire_compatibility",
    "MongoDB_API_compatibility", 
    "AI_ML_native_functions",
    "RAG_architecture_support",
    "real_time_data_ingestion",
    "high_availability_clustering",
    "distributed_architecture",
    "in_memory_processing",
    "compiled_query_execution",
    "JSON_native_support",
    "time_series_data",
    "geospatial_support",
    "built_in_connectors"
  ],
  "raw_analysis": "SingleStore is a mature, enterprise-grade distributed SQL database platform that unifies transactional, analytical, vector search, and full-text capabilities in a single engine. Founded in 2011 as MemSQL and rebranded in 2021, it's positioned as an alternative to complex data stacks that require separate OLTP, OLAP, and vector databases. The platform is particularly strong for real-time AI applications, offering native vector search for RAG architectures, real-time analytics on operational data, and seamless integration with ML workflows. Target users include data engineers, AI/ML developers, and organizations building real-time applications that need sub-second query performance on large datasets. The platform shows high maturity with MySQL wire compatibility (existing apps connect without code changes), MongoDB API compatibility via SingleStore Kai, and extensive cloud provider integrations (AWS, Azure, GCP). Notable integrations include Kafka, S3, MySQL connectors for data pipelines, and native AI functions for LLM integration. The company has ~400 employees, active GitHub presence (195+ repositories), and offers both cloud-managed (SingleStore Helios) and self-managed deployment options. For AI agents, SingleStore is particularly valuable for applications requiring unified real-time data access, vector similarity search, and analytical processing without the complexity of managing multiple specialized databases."
}
```
Execute

3/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200132ms
robots_txtGET /robots.txt20043ms
llms_txtGET /llms.txt20054ms
Interpret
{"multi_model": true, "models_used": ["openai", "claude_cli"], "model_scores": {"GPT-4o": {"overall": 79, "dimensions": {"token_efficiency": 8.5, "first_try_success": 7.5, "response_parseability": 9.0, "error_clarity": 7.0, "doc_quality": 7.5, "auth_simplicity": 6.0, "latency": 10.0, "consistency": 8.0}}, "Claude CLI": {"overall": 83, "dimensions": {"token_efficiency": 8.5, "first_try_success": 7.0, "response_parseability": 9.5, "error_clarity": 8.0, "doc_quality": 8.5, "auth_simplicity": 6.5, "latency": 10.0, "consistency": 9.0}}}, "averaged": true}

Agent Readiness

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

Want the full interactive view?

See operational metrics, LLM evaluations, agent readiness, and more.

Open in Dashboard