The Ultimate MCP Server
Observe Your Logs at Cosmic Scale
Empower your coding agents with a novel, log-linearly scaling model. Ingest, compile, summarize, and query massive log streams to debug production errors instantly.
Capabilities
Intelligent Log Intelligence
lab358 combines on-prem or local AI models with high-performance indexing to give your agents superhuman debugging capabilities.
Intelligent AI Summarization
Automatically compress millions of raw log lines into concise, actionable summaries that pinpoint errors instantly. Our models understand context, not just patterns.
Semantic Search & Querying
Search your logs using natural language. Our vector-based indexing understands context and meaning, surfacing relevant results that keyword search would miss.
Proactive Anomaly Detection
Real-time monitoring for error spikes, pattern shifts, and semantic outliers. Get alerts before issues impact your users, not after.
Enterprise-Grade Security
Fine-grained permissions, secure token management with TTL, and complete audit trails ensure your production data stays protected.
Comparison
Traditional Tools vs. lab358
See how our intelligent log analysis platform transforms debugging workflows.
| Feature | Traditional Debugging | lab358 MCP Server |
|---|---|---|
| Log Capacity | Limited (Truncated logs) | Unlimited (Log-linear scaling) |
| Agent Context | Fragmented snippets | Full production context |
| Debugging Speed | Manual searching | Instant query response |
| Security & Control | Global API keys | Fine-grained scopes & TTL |
Debug at the Speed of Code
Don't let log volume slow you down. Our model scales log-linearly, ensuring your agents get the context they need without the wait.
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