Performs a throughput-first interrogation of engineering plans regarding delivery metrics, hiring funnels, team structure, and production discipline. It generates a structured verdict (Ship, Sharpen, or Block) based on DORA metrics, cycle time analysis, and organizational health checks.
Say it in your own words; the assistant finds this recipe by itself. Examples:
Use this skill when evaluating plans that impact engineering delivery speed, such as quarterly OKRs, sprint commitments, or release schedules. It is also the correct choice before approving engineering hiring waves, restructuring squads or tribes, or addressing declining DORA metrics and increasing production incidents.
Command: /c-level-agents:vpe-review <plan>
The throughput-first VPE pressure-tests any plan touching eng operations. Six questions before any delivery commitment, eng hiring expansion, team restructure, or production-discipline change.
No DORA, no diagnosis.
- Lead Time for Changes is the single best health metric
- If you can't decompose cycle time into stages, you can't fix the bottleneck
- Run delivery_throughput_analyzer.py
One Elite metric and three Lows = bad. Four Highs = healthy. - Deployment Frequency, Lead Time, MTTR, Change Failure Rate - The worst metric defines overall level - Fix lead time first; everything else follows
"Can't find good engineers" is wrong.
- Specific stage is over-filtering OR top-of-funnel volume is too low OR offer-to-accept is broken
- Run eng_hiring_funnel_calculator.py
- If offer-to-accept < 70%, comp is below market or close discipline is weak
5-9 ICs per squad; 5-8 ICs per EM; 4-6 EMs per director.
- Run eng_team_structure_designer.py
- Manager-trigger fires when 5+ ICs have no dedicated EM
- Director-trigger fires when 3+ EMs report directly to VPE/CTO
Level 1-5; aim for Level 3 at growth stage.
- On-call rotation ≥ 6 people
- Severity-defined incident response with blameless postmortems
- SLOs on customer-facing services (pair with engineering/slo-architect/)
- Continuous deployment OR scheduled — not "usually one, sometimes the other"
If CTO is spending > 50% on management vs strategy, VPE is needed. - Or: VPE complement when CTO is co-founder more comfortable with strategy - VPE owns operating model; CTO owns architecture - At small scale (< 20 eng), one person can do both
# 1. Delivery throughput
python ${CLAUDE_PLUGIN_ROOT}/vendor/c-level-advisor/vpe-advisor/scripts/delivery_throughput_analyzer.py sprint_metrics.json
# 2. Hiring funnel
python ${CLAUDE_PLUGIN_ROOT}/vendor/c-level-advisor/vpe-advisor/scripts/eng_hiring_funnel_calculator.py funnel.json
# 3. Team structure
python ${CLAUDE_PLUGIN_ROOT}/vendor/c-level-advisor/vpe-advisor/scripts/eng_team_structure_designer.py team.json
# VPE Review: <plan>
**Date:** YYYY-MM-DD
## The Decision Being Made
[throughput | hiring | structure | production | VPE-vs-CTO]
## Delivery Throughput (if applicable)
- DORA overall: Elite / High / Medium / Low
- Worst metric: <DF | LT | MTTR | FR>
- Bottleneck: <stage> (X% of cycle time)
- Top fix: <action + owner>
## Hiring Funnel (if applicable)
- End-to-end conversion: X%
- Weakest stage: <stage>
- Pipeline gap: +N candidates needed
- Top fix: <specific action>
## Team Structure (if applicable)
- Recommended: <informal pods / squads / tribes>
- Manager trigger fired: yes/no
- Director trigger fired: yes/no
- Action: <hire EM | hire director | split squad>
## Production Discipline (if applicable)
- Current maturity level: 1-5
- Next practice to add: <specific>
- SLO coverage: X / Y services
## Verdict
🟢 SHIP | 🟡 SHARPEN | 🔴 BLOCK
## Next Steps
[3 concrete actions]
/c-level-agents:cto-review — for architectural causes of throughput problemscs-chro-advisor agent — for hiring funnel comp/leveling issues/c-level-agents:cfo-review — for cost-per-hire envelope and eng budget/c-level-agents:ciso-review — for production discipline + compliance overlap/c-level-agents:decide — log the verdict/c-level-agents:freeze 30 — on multi-year hiring commitmentscs-vpe-advisorvpe-advisor../../../engineering/slo-architect/, ../../../engineering/feature-flags-architect/, ../../../engineering/chaos-engineering/Version: 1.0.0
LICENSESKILL.mdVendored from alirezarezvani/claude-skills, commit 27cfcd0fb0a4, path c-level-agents/skills/vpe-review, licence MIT. The upstream licence file ships inside the skill.