Platform Engineering
One canonical graph for the whole stack.
Stop reconciling CMDB exports, Netbox data, and CLI output. Query topology, dependencies, and service relationships from a single source of truth.
Built for
Security Teams
Map your attack surface before attackers do.
Understand reachability, lateral movement paths, and blast radius for any node — in seconds, not hours of manual tracing.
Engineering Leadership
Reduce MTTR. Prevent surprise outages.
Give your team the context to answer "what breaks if this goes down?" before it does — and faster when it does.
AI / ML Infrastructure
Keep training jobs running at line rate.
Correlate NCCL AllReduce hangs to network faults, visualize NVLink and InfiniBand topology, and simulate rack-failure blast radius — before a GPU host goes silent mid-run.
Why Networks Fail (And How We Fix It)
Operational certainty across your entire infrastructure — from individual interface to cross-site failure domains.
Canonical Network Graph
We ingest configs and state from Cisco, Arista, Juniper, and others, normalizing them into a single, unified graph. No more fragmentation.
Query-Based Intelligence
A versioned query registry defines exactly what you can ask. "Show me neighbors." "What breaks if this interface goes down?" Deterministic. Auditable. Safe.
Read-Only by Default
We provide certainty without risk. No config mutation. No dangerous buttons. Just the source of truth for your network relationships.
Multi-Backend Support
Deploy on the stack you trust. We support Neo4j for deep graph traversal and PostgreSQL for operational stability and standard tooling.
AI Cluster Visibility
NVLink + InfiniBand topology in the same graph as your campus network. Detect NCCL hangs, correlate LLM serving SLOs to network faults, and simulate hardware failure blast radius for training jobs.
Bring Your Own LLM
Natural language queries work with Anthropic, OpenAI, or any locally-hosted model via Ollama, vLLM, llama.cpp, or LM Studio. No vendor lock-in. No telemetry sent out.
The "Ask The Network" Philosophy
Modern networks suffer from tool sprawl and operational blindness. MeshOptixIQ exists to be the reasoning layer. We don't replace your monitoring tools or your CLI; we give you the context they lack.
- Graph-Based: Relationships are first-class citizens.
- Safe: Purely read-only analysis.
- Open: Deliver data via API, Cypher, SQL, or UI.
- AI-Ready: 134 MCP tools, vendor-agnostic LLM, and a natural language query engine.
Ready to map your network?
Community plan is free — no credit card, no license key required.