Task Reliability Grader
for OpenClaw Agents
Agents that claim they're working — aren't. Grade yours before it costs you.
1. Task type
2. Expected task duration
4. External dependencies
Select all that apply. Each dependency adds failure surface.
5. What happens if it fails mid-task?
6. Current infrastructure
Why agents stop halfway — and how to prevent it
Most agent failures are not model failures. They are infrastructure failures — a process that crashes with no supervisor, an API call that times out with no retry, a task that grows past the model's context window with no checkpoint. The grader above surfaces exactly which of these six failure modes applies to your task and gives you the concrete fix for each.
The reliability score is conservative. A fragile task profile in production will typically fail more often than the score suggests, because real-world latency, model load, and dependency flakiness compound together. View GetClaw Hosting plans →
The six failure modes, explained
- → Task duration — context window fills, model attention degrades, and heartbeat tokens compound fast on tasks over 10 minutes
- → Tool call count — each step adds a new failure surface; 20+ sequential calls rarely complete without at least one error
- → External dependencies — APIs rate-limit, databases time out, and other agents drop messages; each dependency multiplies your blast radius
- → Failure impact — financial and state-mutation failures demand rollback strategies that most agent pipelines don't have
- → Infrastructure quality — a self-hosted process with no supervisor silently dies; GetClaw Hosting restarts it automatically
- → Task decomposition — monolithic long-horizon tasks are the root cause of most C and F grades; splitting them is the single highest-leverage fix
Frequently asked questions
Why do OpenClaw agents stop mid-task?
The most common causes are context window exhaustion on long tasks, external API timeouts, missing retry logic, and process crashes on unmonitored self-hosted infrastructure.
What is a heartbeat workaround?
Users ping their agent every 5–10 minutes to keep it active. This works but consumes significant tokens — up to $30/month extra on complex tasks.
How does GetClaw Hosting prevent task failures?
GetClaw Hosting runs a persistent task queue with automatic retry, process supervision, and heartbeat monitoring built in. Tasks are checkpointed so partial progress is never lost.
What is the maximum reliable task duration for OpenClaw?
With proper architecture (checkpointing, sub-agents, retry logic), tasks can run for hours. Without it, most agents fail within 10–20 minutes on complex work.
Ready to eliminate task failures entirely? Choose a GetClaw Hosting plan and run your first long-horizon task on a managed, supervised gateway — no DevOps required.
Want to understand the full cost of running agents on unmanaged infrastructure? Read our guide on the hidden cost of self-hosting OpenClaw — the research that underpins this grader's scoring model.