81
/100
prowl
Benchmarked Apr 06, 2026

Stream

Chat and activity feeds API

messaging platform_profile
Benchmark Your API

Score Breakdown

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

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
Looking at Stream (https://getstream.io), I can see this is an API-first platform for real-time messaging and activity feeds. Let me analyze it:

```json
{
  "service_type": "platform",
  "base_url": "https://getstream.io",
  "auth_method": "api_key",
  "auth_config": {
    "requires_api_key": true,
    "supports_user_tokens": true,
    "jwt_based_user_auth": true
  },
  "endpoints": [
    "Chat API endpoints",
    "Activity Feeds API endpoints",
    "User management endpoints",
    "Moderation endpoints"
  ],
  "pricing_model": {
    "type": "freemium",
    "details": {
      "free_tier": "Limited MAU and features",
      "paid_tiers": "Usage-based pricing by MAU",
      "enterprise": "Custom pricing available"
    }
  },
  "rate_limits": {
    "api_calls": "Rate limited by plan tier",
    "concurrent_connections": "Limited by plan"
  },
  "capabilities": [
    "Real-time chat messaging",
    "Activity feeds and timelines", 
    "Multi-platform SDKs (iOS, Android, React, Flutter, etc.)",
    "Message moderation and content filtering",
    "User presence and typing indicators",
    "File attachments and media sharing",
    "Push notifications",
    "Message search and history",
    "Custom user roles and permissions",
    "Webhooks and real-time events",
    "Offline message sync",
    "Thread conversations",
    "Message reactions and replies",
    "Scalable infrastructure"
  ],
  "raw_analysis": "Stream is a mature, developer-focused platform providing real-time messaging and activity feed infrastructure as a service. It's designed for developers who want to add chat, messaging, or social feed functionality to their applications without building the backend infrastructure themselves. The platform offers comprehensive SDKs for all major development platforms (iOS, Android, React Native, Flutter, React, Vue, Angular, etc.) and handles complex features like real-time synchronization, offline support, moderation, and scaling. Stream targets B2B developers and product teams who need reliable, production-ready messaging infrastructure. The platform is well-established with extensive documentation, multiple integration options, and enterprise-grade features. It competes with services like Firebase, PubNub, and Sendbird in the real-time communication space. The service offers both Chat APIs for direct messaging and Activity Feed APIs for building social timelines and notification systems."
}
```
Execute

2/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200102ms
robots_txtGET /robots.txt20049ms
llms_txtGET /llms.txt404682ms
Interpret
{"multi_model": true, "models_used": ["openai", "claude_cli"], "model_scores": {"GPT-4o": {"overall": 81, "dimensions": {"token_efficiency": 8.5, "first_try_success": 8.0, "response_parseability": 9.0, "error_clarity": 7.0, "doc_quality": 8.0, "auth_simplicity": 8.0, "latency": 8.5, "consistency": 8.5}}, "Claude CLI": {"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": 7.0, "latency": 9.0, "consistency": 8.0}}}, "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