Most people think AI infrastructure tools are about making changes. h-cli adds immense value as a read-only intelligence layer — before it ever touches a config.
Read. Understand. Summarize. Simulate. Then — if you want — act.
h-cli doesn't need write access to transform how your team works. Connect it read-only to your systems and watch your engineers become 10x faster at understanding, summarizing, and deciding.
"Tell me everything about Customer X" — h-cli pulls from NetBox, monitoring, and your documentation to build a complete picture in seconds.
"What's connected to this switch?" — before touching anything, understand the blast radius. See every dependency, every connected device, every VLAN.
Shift ending? h-cli generates a complete handover briefing — open incidents, changes made, anomalies detected, what needs attention next. No more sloppy handovers.
Pull rendered dashboard panels and graphs straight into the chat via the Grafana PNG renderer. "Show me bandwidth for the last hour" — get the actual graph, not just numbers.
"What changed in the last 24 hours on this subnet?" — when something breaks, get context instantly. Correlate across devices, find the root cause faster.
New engineer? They ask h-cli instead of bugging the senior. "How is customer Z's network set up?" — instant, accurate, always available.
With Batfish integration, h-cli can simulate network changes in a virtual model of your network. Test routing policy changes, ACL modifications, or topology updates — and see the impact before committing a single line.
"Will this ACL change break connectivity to site B?" — get an answer without touching a router
Validate routing policy changes against your actual topology
Find unreachable paths, shadowed ACL rules, and routing loops before they happen
All from a chat message — no Batfish expertise required
When you do want h-cli to make changes, it does so with full context awareness, safety validation through the Asimov Firewall, and a complete audit trail.
"Deploy a 12-router CLOS fabric in EVE-NG" — h-cli builds the topology, boots the nodes, and configures base connectivity. In minutes, not hours.
"Configure OSPF area 0 on router-1 and router-2" — natural language to validated config, executed through the Asimov Firewall. Every command audited.
"Update the NTP server on all access switches" — one message, every device. h-cli handles the iteration, you handle the approval.
"Document the current topology for customer X" — h-cli generates up-to-date documentation from live data. No more stale wiki pages.
"Which devices are running outdated firmware?" — instant compliance checks across your entire fleet. Exportable reports, no manual spreadsheets.
Demonstrate a process once, h-cli remembers it. Your team's tribal knowledge becomes repeatable automation available to every engineer.
Install log4ai on your jumpserver. It wraps the shell, captures every command and output as structured JSONL — zero dependencies, zero overhead. Your engineers don't even notice it.
Over time, you build a dataset of real operational patterns from your environment. Use it to fine-tune models specifically for your network. Your tribal knowledge, captured automatically.
Drop-in shell logger — no dependencies, no config
Structured JSONL output — ready for fine-tuning pipelines
Correlates with h-cli audit logs for complete training traces
Your data stays on your infrastructure — always
You don't have to go all-in on day one. Start read-only. Grow when you're ready.
Connect h-cli to your NetBox, monitoring, and documentation. Start asking questions. Summarize customers, triage incidents, onboard engineers. Zero risk, immediate value.
Add Batfish. Now you can test changes before they happen. "Will this ACL break anything?" — get the answer in your chat. Still zero risk to production.
When you trust it — and only when you're ready — enable write access. The Asimov Firewall validates every command. Full audit trail. You're in control.
With log4ai capturing real operational data and h-cli's audit logs, you build a dataset of your team's expertise. Fine-tune models that understand your specific environment.
h-cli is free and open source. Start getting value today — no write access required.
We'll come to you — in person or remote — and show exactly how h-cli fits your environment. No slides, just a real demo on real infrastructure.
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