AI-powered infrastructure management from your chat. Online or fully offline. No vendor lock-in.
"Trust is earned, not granted."
Ansible and Nornir are great at running playbooks. NAPALM is great at config management. h-cli does something else entirely.
| Input | Natural language | YAML playbooks / Python |
| Reasoning | AI plans multi-step workflows | Predefined task sequence |
| Learning | Learns from every session | Static until rewritten |
| Safety | Asimov Firewall (4-layer) | --check / dry-run |
| Interface | Telegram, Slack, Discord, Web | CLI / AWX |
h-cli orchestrates. Ansible/Nornir execute. Different layers — they can work together.
| Transport | SSH, NETCONF, eAPI, telnet | NAPALM drivers |
| Rollback | commit confirmed + auto-rollback | rollback / compare |
| Parallelism | Built-in parallel execution | Sequential by default |
| AI-aware | Designed for LLM tool-calling | Not designed for AI |
| Output | Structured for AI reasoning | Structured getters |
h-ssh is purpose-built for AI-driven automation. NAPALM is great for traditional config management.
Four hierarchical layers — each with four sub-rules — modeled after Asimov's Laws with TCP/IP-style layering. Lower layers always override upper layers. 45 hardening items across 12 services, enforced by a deterministic denylist and an independent AI judge.
Built-in vector memory learns from every session. h-knowledge adds expert vendor knowledge on top. Together, they make h-cli smarter with every interaction.
Three-tier memory system — from fast session cache to permanent vector search. No external services, no API keys — it all runs locally.
Redis-backed with 24-hour TTL. Fast context for active conversations and ongoing tasks.
Permanent disk storage. Every conversation, troubleshooting session, and config change preserved forever.
Qdrant + MiniLM embeddings. Nightly auto-indexing for semantic search across all sessions.
Expert knowledge summarized and rephrased from official vendor docs and RFCs, embedded with a larger model and delivered via REST API.
> "Configure EVPN on the leaf switches"
Your conversation history + LLM training data. Knows your past sessions, but vendor details may be generic or outdated.
> "Configure EVPN on the leaf switches"
Your conversations + expert-summarized vendor knowledge and RFC insights, embedded with a larger model. Precise, correct, current.
h-cli is open source. Want a customer deployment, live demo, or h-knowledge API access? Let's talk.
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