io.github.ingero-io/ingero is an eBPF-based GPU causal observability server offering 7 MCP tools for AI-assisted GPU debugging. It provides instrumentation-powered insights to trace and diagnose GPU behavior with a focus on causality and performance.
🛠️ Key Features
- eBPF-driven observability forGPU environments
- 7 MCP tools integrated for unified debugging workflows
- Causal analysis capabilities to identify root causes
- AI-assisted guidance to interpret GPU traces and events
🚀 Use Cases
- Debugging GPU kernel performance issues
- Tracing GPU memory bottlenecks and stalls
- Investigating causality between GPU events and outcomes
- Integrating into AI-assisted debugging pipelines
⚡ Developer Benefits
- Grounded in eBPF for low-overhead tracing
- Centralized MCP toolset for consistent workflows
- Clear causal insights to accelerate debugging
- Documentation aligned with repository standards
⚠️ Limitations
- Specific hardware and kernel requirements are not described here
- Details on toolCounts or exact tool behavior are not provided in the source data