GPT-6 Astra turns a GitHub repo into an automated security lab
Lists 10 open-source security scanners and a workflow that feeds their findings into GPT-6 Astra to propose minimal patches and regression tests.
it’s f*cking gold GPT 6 Astra can turn a GitHub repository into an automated security lab 10 GitHub repos that find vulnerable code, exposed secrets, risky dependencies, and broken security rules before production SCAN THE SOURCE CODE 01 Semgrep https://github.com/semgrep/semgrep → detect insecure code patterns across multiple programming languages 02 CodeQL https://github.com/github/codeql → analyze code flows to uncover security vulnerabilities 03 Bandit https://github.com/PyCQA/bandit → find common security issues in Python code CATCH EXPOSED SECRETS 04 Gitleaks https://github.com/gitleaks/gitleaks → scan repositories and Git history for leaked credentials 05 TruffleHog https://github.com/trufflesecurity/trufflehog → discover and verify exposed secrets AUDIT THE SUPPLY CHAIN 06 Trivy https://github.com/aquasecurity/trivy → scan dependencies, containers, and infrastructure configurations 07 OSV Scanner https://github.com/google/osv-scanner → match project dependencies against known vulnerabilities 08 Syft https://github.com/anchore/syft → generate a software bill of materials for your application VERIFY THE FIXES 09 Nuclei https://github.com/projectdiscovery/nuclei → run template based security checks against authorized targets 10 OWASP ZAP https://github.com/zaproxy/zaproxy → test web applications for common security weaknesses HOW TO BUILD IT 1 → Run Semgrep and Gitleaks against your repository 2 → Use Trivy and OSV Scanner to identify vulnerable dependencies 3 → Feed the findings into GPT 6 Astra with the affected code and dependency versions 4 → Ask it to propose the smallest safe patch and a regression test 5 → Rerun the scanners and tests before accepting the change COPY THIS PROMPT: “ Act as a security engineer reviewing a repository Analyze the supplied scanner findings and affected source files Prioritize exploitable issues over informational warnings For each confirmed issue, provide the root cause, affected location, minimal patch, and regression test Do not invent vulnerabilities or claim a fix passed without test evidence Never expose secret values in the report ” START HERE: semgrep scan --config auto gitleaks git --redact trivy fs . The expensive part of security isn’t generating another vulnerability report It’s connecting the finding to the actual code, producing a safe fix, and proving the issue is gone 10 GitHub repos that turn security scanning into a repeatable engineering workflow Bookmark this before your next release
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