No More AI Slop

Good vibe coders know
what they shipped.
Do you?

Review your patterns. Ship better.

AI is a multiplier.But only if you're still thinking.

Technology moves fast. AI is making it exponential.

Here's the uncomfortable truth: when thinking becomes optional, we stop doingΒ it. And when we stop thinking, we stop growing.

AI isn't the problem. Unconscious dependency is.

The developers who thrive won't be those who delegate everything. They'll be those who know when to think for themselves and when to let AI multiply theirΒ work.

If this resonates, join our Discord.Let's share knowledge for better AI collaboration.
Join the Community

We don't guess. We show you.

Real Data

Your actual conversations, not a quiz

We analyze 15-50 quotes from your sessions

Deep Analysis

6 dimensions, not just a personality type

AI Control, Context Engineering, Skill Resilience, and more

Actionable Growth

Specific priorities, not generic advice

Your top 3 focus areas with expected impact

sample_report.json
SAMPLEExample analysis from a real developer's session

Sample Report Preview

This is what your personalized analysis looks like

πŸ”¬

The Analyst

Deep investigator who verifies and questions everything

You combine systematic verification with critical thinking to ensure nothing slips through the cracks. Your investigative approach catches issues early.

Systematic verificationCritical thinkingDeep investigation
STYLE MATRIX
β–Όβ–²
β–ΈπŸ—οΈThe Architect
25%
β–ΈπŸŽΌThe Conductor
10%
β–Έβš‘The Speedrunner
15%
β–ΈπŸš€The Trendsetter
15%
β–ΎπŸ”¬The Analyst
35%
β””Questioner
3.5%
β””Research Lead
28.0%
β””Quality Sentinel
3.5%
Based on 15 sessions analyzed
>_

AI Agent Insights

Specialized AI workers analyzed your coding patterns to discover hidden habits

πŸ”Pattern Detective
98%Confidence
✨Key Discoveries
  • Your 'Zero Trust' verification skill for AI's logical flaws is exceptional. Despite higher Strategist scores, the choice of Systems Architect shows sharp data-driven insight.
  • You design brand 'Vibe' beyond simple feature implementation. The 'trendsetter spirit' stands out in meticulously refining even ASCII character pin positions.
⚠️Anti-Pattern SpotterπŸ”’
82/100Health Score
✨Key Discoveries
Your consistent patterns reveal a methodical approach to problem solving...
πŸ”’+2 more insights (unlock to see)
πŸ“šKnowledge GapπŸ”’
86/100Knowledge Score
✨Key Discoveries
Your consistent patterns reveal a methodical approach to problem solving...
πŸ”’+2 more insights (unlock to see)
⚑Context EfficiencyπŸ”’
72/100Efficiency Score
✨Key Discoveries
Your consistent patterns reveal a methodical approach to problem solving...
πŸ”’+2 more insights (unlock to see)

15 Developer Personalities

Your unique combination of style and control

5 Styles
πŸ—οΈ

Architect

Plans before coding

πŸ”¬

Analyst

Verifies everything

🎼

Conductor

Orchestrates AI tools

⚑

Speedrunner

Ships fast, fixes later

πŸš€

Trendsetter

Explores cutting-edge

Γ—
3 Levels

Explorer

Discovers through experimentation

Navigator

Balances exploration and planning

Cartographer

Maps territory before advancing

=15 Unique Types
Explorer
Navigator
Cartographer
πŸ—οΈArchitect
Visionary
Strategist
Systems Architect
πŸ”¬Analyst
Questioner
Research Lead
Quality Sentinel
🎼Conductor
Improviser
Arranger
Maestro
⚑Speedrunner
Experimenter
Rapid Prototyper
Velocity Expert
πŸš€Trendsetter
Early Adopter
Tech Radar
Innovation Lead

Most developers are a mix. See your full distribution.

Built on research, not vibes

VCP Research60%of developers report skill atrophy concerns
Anthropic Studies3ximprovement with context engineering
Community Patterns10,000+sessions analyzed to identify what works

Your recommendations are matched to YOUR specific growth areas

Try it now

Run the CLI to analyze your Claude Code sessions locally. Free to scan. Pay only for full insights.

Local ScanningCLI reads your session files locally, no agents on your machine
Secure AnalysisData encrypted in transit, only insights storedβ€”not raw sessions
No InstallationRun directly with npx, no global install required

Requires Node.js 18+ β€’ macOS, Linux, or Windows