Easy-to-Use RAG Framework; CCF AIOps International Challenge 2024 Top3 Solution; CCF AIOps 国际挑战赛 2024 季军方案

A potent tool for hacking enthusiasts to silently infiltrate local networks and wreak havoc with a single click. Use responsibly.

Production-grade socat manager for network operations. Launch listeners, bidirectional forwards, TLS tunnels, and transparent redirectors with unique Session IDs, protocol-aware lifecycle management (TCP/UDP isolation), universal traffic capture, watchdog auto-restart, non-blocking CLI, and dual-stack protocol support.

Reference workflow showing AVD-generated CloudVision Campus tags, Static Studios, and Day-2 Quick Actions

Python-based log monitoring and automation tool simulating a NOC workflow. Parses logs, analyzes errors, generates reports and triggers basic alerts.

Evaluation framework for LLM-generated network configurations — syntax validation, semantic checks, and compliance scoring

cisticola is an open source interactive platform for performing quick scientific graph operations

Safety guardrails for infrastructure AI — block dangerous commands, PII filtering, safe config generation boundaries

Structured parsing of Cisco IOS, JunOS, and Arista EOS network configs to JSON/YAML with diff support

AI-powered NOC assistant for forecasting network outages, analyzing root causes, and recommending proactive resolutions using LLM and time-series intelligence.

NetOps-7B: Network operations & troubleshooting LLM fine-tuned via QLoRA on Qwen 2.5 7B. Training scripts, dataset curation, and evaluation harness.

AI-Native Network Operations Platform — Multi-agent intelligence for monitoring, troubleshooting, and automating multi-vendor networks

A practical network automation toolkit for enterprise environments, focused on auditing and standardizing switch configurations, validating endpoint connectivity (phones/cameras/APs), performing controlled bulk changes, and synchronizing discovered device/VLAN/interface/IP data into NetBox to reduce drift and manual effort.

High-performance Cisco show command parser — structured output from show ip route, show bgp, show interfaces, and more

Portfolio index: 78 AI+Infrastructure projects across network operations, cybersecurity, and ML engineering

Distributed, modular network monitoring and management platform — scales from single-node to multi-node clusters

nc.menhera.org Website (Networking Operations of Information Technology Center; Menhera.org)