Collect the facts
Pull read-only context from Docker, Coolify, Airflow, host metrics, backup jobs, and existing runbooks.
AI operations copilot for small teams
Know why your stack is failing before you touch it.
JM Labs is building an evidence-first operations copilot for teams running self-hosted infrastructure. It connects system state, logs, and runbooks, then uses Claude to produce grounded diagnoses and safe remediation plans.
- Read-only first
- Evidence-backed
- Self-hosted aware
Illustrative output
82% confidence
Incident analysis
Container
Restart loop
Storage
94% used
Backup
31h stale
Likely cause
Storage pressure likely interrupted the nightly backup and triggered the application restart loop.
host.disk.root
backup.nightly.latest
container.app.logs
- Verify the backup target is reachable.
- Review inactive images before reclaiming space.
- Retry the backup and confirm the next health check.
No changes are run automatically.
The product
From scattered signals to one defensible answer.
Small teams already have monitoring. What they lack is the time to correlate every signal, check every runbook, and decide on the safest next action.
Reason across systems
Use Claude to connect structured state with unstructured logs and operational knowledge—not just summarize alerts.
Keep humans in control
Cite the evidence, expose uncertainty, and propose reversible steps before any operational change.
How it works
A narrow, trust-first workflow.
- ConnectRead-only adapters
- ObserveState, logs, runbooks
- ReasonClaude analysis
- DecideEvidence + safe plan
Build status
Starting with a real self-hosted stack.
The first prototype is intentionally narrow: one operator, one stack, and one high-quality diagnostic loop. No invented traction. No autonomous production changes.
Read-only prototype
Coolify and Docker health, logs, storage, and backup freshness.
Repeatable incident reports
Evidence citations, confidence, and validated remediation checklists.
Small-team pilots
Private deployments, shared runbooks, and human-approved actions.
Origin
Built from operating experience.
JM Labs is an independent, pre-incorporation project focused on practical operations tooling for small technical teams.
It starts from direct experience operating self-hosted infrastructure and data systems without a dedicated SRE team.
Currently building
Operations guidance that shows its work.
Product validation is being prepared.