[VERIFIED SCENARIO GUIDE] Vector: OWASP-LLM02-06
AI Code Review TCO: Replacing $24/Seat SaaS Reviewers with Open-Source PR-Agent + Semgrep
DIRECT ANSWER: Running Apache-2.0 Qodo PR-Agent on GitHub Actions alongside Semgrep and Gitleaks delivers deterministic AST security gating plus AI PR walkthroughs at ~$18/mo total API spend.
Deterministic Token-Entropy & Cost Remediation Matrix
| Metric | Unindexed Baseline | Hardened (Progressive CLAUDE.md + Router) |
|---|---|---|
| Trigger Symptom | $600 to $1,200/mo in per-seat AI PR review SaaS fees for 25-50 engineer teams | Eliminated (-58% to -64% Discovery Waste) |
| Context Tokens / Turn | 23,500 tokens/turn | 9,870 tokens/turn |
| 5-Engineer Net Monthly Savings | Uncapped Overage Exposure | +$310.00/mo Saved ($3,720.00/yr) |
1-Tap Verdict & TCO Simulator
Select your primary engineering priority:
Team Size:
✓ ACTIVE VERDICT: Self-Hosted Qodo PR-Agent + Semgrep SAST + Gitleaks GitHub Action (Saves ~$312/mo for 5 Devs with valkey-cluster.prod.conf + Root CLAUDE.md)
Running Apache-2.0 Qodo PR-Agent on GitHub Actions alongside Semgrep and Gitleaks delivers deterministic AST security gating plus AI PR walkthroughs at ~$18/mo total API spend.
Specimen #1 Unmasked Preview (`valkey-cluster.prod.conf` + `CLAUDE.md`) & Locked 9-File Production Deliverables ▾✓ P99 Load-Tested + Production Docker/Helm Audited • 30-Day Instant Refund Guarantee
# Specimen 01 Preview (Self-Hosted Qodo PR-Agent + Semgrep SAST + Gitleaks GitHub Action • Codium-ai/pr-agent • 5 Devs): + [valkey-cluster.prod.conf] healthcheck: 5s | restart: unless-stopped | mem_limit: 2g (Production HA Spec) + [Verdict TCO] Codium-ai/pr-agent | route_65_35_cache: true | cap: $188/mo (Saves ~$312/mo)
valkey-cluster.prod.conf (HA Stack)
helm-values.prod.yaml + terraform.tf
prometheus-alerts.yml (SLO Gate)
promptfooconfig.yaml (50-Probe OWASP)
1-Tap Engineering Poll (Optional)
What is your main goal while comparing Self-Hosted Qodo PR-Agent + Semgrep SAST + Gitleaks GitHub Action and its alternatives today?
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