Security · 13h ago
Dev-Turned-SOC Analyst Builds Open-Source IOC Enricher
Muhammad Abdullah, a full-stack developer transitioning to cybersecurity, built IOC Enricher, a tool that queries VirusTotal, AbuseIPDB, and MalwareBazaar in parallel for IPs, domains, or hashes. It returns a combined risk score with an AI summary. Abdullah documented the project as a learning exercise, highlighting a silent failure bug where MalwareBazaar returned 'not found' due to a missing auth header.
Meridian48 take
The tool itself is basic, but the honest documentation of a beginner's mistakes—especially the silent failure bug—offers real value for others making the same career pivot.
cybersecurityopen-source-tools