Free tools for network engineers

AI and network automation tools built for network operations

Automate log redaction and anomaly detection. Paste your logs, get instant results. No installs, no account needed.

RP
Rupayan Pandit
I am passionate about network engineering and love exploring how technology connects the world. Currently building my skills in AI Networking, combining deep protocol knowledge with Python automation and modern AI tooling to make network operations smarter and faster. My hands-on experience spans routers, switches, BGP, OSPF, EVPN/VXLAN, ECMP, MPLS, and SDN across enterprise and hyperscale environments.
BGPOSPFEVPN / VXLANECMPMPLSSDNJuniperCiscoWirelessNetwork AutomationPythonAI Networking
rupayan.pandit@networkforai.com
3projects built
13network nodes live
15mAI check interval
Freealways, no account

Two tools. Zero friction.

Paste your data, click once, get results. Built for the middle of an incident, not ideal conditions.

Simple enough to use mid-incident

No logins, no configuration, no learning curve.

01

Paste your log

Copy raw output directly from your router, firewall, or monitoring system and paste it in. Any format works.

02

Set context

Choose environment, network type, and focus area. The AI adjusts its analysis to your situation.

03

Get results instantly

Receive severity-coded findings with specific, actionable recommendations ready to act on or share with your team.

See it in action

networkforai — anomaly analysis
$ analyze bgp-session.log --env production
  Parsing 847 log lines... correlating events...

[ CRITICAL ] Prefix limit exceeded. AS65100 sent 45,000 prefixes (limit 10,000)
             Action: Apply idle-after-reset, contact AS65100 NOC immediately

[ WARNING ] MED flapping. AS65200 oscillating 100 to 9000 every 30s
             Action: Apply route dampening, notify AS65200 NOC

[ SUMMARY ] 3 critical, 1 warning. Immediate escalation required
  Analysis complete in 2.1s

What I've built

Real projects solving real network operations problems — running live on Oracle Cloud.

View all projects

Ready to try it?

No account needed. Just paste your log and go.

Log Redactor Anomaly Detector

How a company can use these tools

These tools were built for individual engineers but the same problems exist at scale inside organizations.

NOC and operations teams

Engineers can redact logs before escalating to vendors or TAC in seconds instead of spending 10 to 15 minutes manually scrubbing each file. The anomaly detector gives a first-pass triage during incidents when speed matters most.

Security and compliance

Consistent automated redaction removes the human error risk from log sharing. Every sensitive field is masked before data leaves the organization, supporting data handling policies without slowing down the team.

Training and onboarding

Junior engineers can paste real logs into the anomaly detector and see a structured explanation of what each issue means and what to do about it. Accelerates skill development without a senior engineer on call every incident.

If your organization wants a customized version with your own branding, internal hosting, or integration with existing ticketing and monitoring systems, reach out at rupayan.pandit@networkforai.com

Tools coming soon

Coming soon

BGP Config Validator

Paste a BGP configuration and get an AI review of misconfigurations, missing route policies, and security risks before pushing to production.

Coming soon

Network Change Summarizer

Paste a change request or diff and get a plain-English summary of what is changing, the risk level, and what rollback steps should look like.

Planned

OSPF and BGP Troubleshooter

An interactive tool that walks through a structured troubleshooting flow for OSPF adjacency failures and BGP session issues step by step.

Planned

Runbook Generator

Describe an incident type and get a draft runbook with escalation steps, verification commands, and rollback procedures.

Suggestions and feedback