ingero
★ 84
vs
conductor
★ 12.8k
ingero vs conductor
ingero: Ingero is a production-grade eBPF agent that traces GPU workloads from Linux kernel events through CUDA API calls to Python source lines. It provides causal root cause analysis with under 2% overhead and no code changes. It includes an MCP server for AI agent integration, enabling natural language diagnosis.; conductor: Conductor is a Netflix-developed platform designed to orchestrate complex workflows across microservices, supporting creation via JSON and code. However, Netflix discontinued its official OSS maintenance on December 13, 2023, while encouraging community forks and continued development.
01
TL;DR
Choose ingero if…Diagnose GPU stalls and latency spikes in training workloads
Choose conductor if…Coordinating complex business processes involving multiple microservices.
02
Side-by-Side Comparison
03
Features
ingero01Full-stack GPU tracing from kernel to Python source
02Causal root cause analysis with automated diagnosis
03<2% overhead, zero code changes, single binary
04MCP server for AI assistant integration
05Multi-node fleet queries and browser dashboard
conductor01Orchestrates workflows across microservices.
02Supports workflow creation using JSON and SDKs (multiple languages).
03Provides various persistence and indexing options (e.g., Redis, Cassandra, Elasticsearch).
04Offers a Node.js-based UI for management.
05Includes system tasks for HTTP requests and JSON evaluation (jq).
04
Use Cases
ingero↳Diagnose GPU stalls and latency spikes in training workloads
↳Identify CUDA API bottlenecks and CPU/GPU contention
↳Multi-node distributed training debugging with fan-out queries
conductor↳Coordinating complex business processes involving multiple microservices.
↳Building resilient and scalable distributed systems.
↳Automating long-running, multi-step tasks.
05
Best For
ingeroTrendingObservabilityLLM Infra
conductorMost PopularTrendingEssential
FAQ
FAQ
What is the difference between ingero and conductor?
Both ingero and conductor are in the Observability category. ingero has 84 stars, while conductor has 12.8k stars.
Which is better, ingero or conductor?
The best choice depends on your use case. Choose ingero if Diagnose GPU stalls and latency spikes in training workloads, and conductor if Coordinating complex business processes involving multiple microservices..
Is ingero free or open source?
Yes, ingero is open source on GitHub (Apache-2.0).
Is conductor free or open source?
Yes, conductor is open source on GitHub (Apache-2.0).
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