ingero
★ 84
vs
trigger.dev
★ 15.1k
ingero vs trigger.dev
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.; trigger.dev: Trigger.dev is an open-source platform designed for building AI workflows and agents using TypeScript. It provides a robust environment for long-running tasks with built-in features like retries, queues, observability, and elastic scaling, eliminating typical serverless timeouts.
01
TL;DR
Choose ingero if…Diagnose GPU stalls and latency spikes in training workloads
Choose trigger.dev if…Building and deploying long-running AI agents and complex workflows.
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
trigger.dev01Long-running tasks without timeouts
02Durable cron schedules
03Realtime updates and LLM streaming
04Human-in-the-loop (Waitpoints)
05Comprehensive observability, logging, and tracing
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
trigger.dev↳Building and deploying long-running AI agents and complex workflows.
↳Implementing robust background job processing with built-in durability and retries.
↳Creating human-in-the-loop systems that require human approval or feedback.
05
Best For
ingeroTrendingObservabilityLLM Infra
trigger.devMost PopularTrendingEssential
FAQ
FAQ
What is the difference between ingero and trigger.dev?
Both ingero and trigger.dev are in the Observability category. ingero has 84 stars, while trigger.dev has 15.1k stars.
Which is better, ingero or trigger.dev?
The best choice depends on your use case. Choose ingero if Diagnose GPU stalls and latency spikes in training workloads, and trigger.dev if Building and deploying long-running AI agents and complex workflows..
Is ingero free or open source?
Yes, ingero is open source on GitHub (Apache-2.0).
Is trigger.dev free or open source?
Yes, trigger.dev is open source on GitHub (Apache-2.0).
→