Documentation

What is NoMoreAISlop?

NoMoreAISlop analyzes your Claude Code sessions to reveal how you collaborate with AI. It examines your prompts, tool usage patterns, and coding style to generate a personalized assessment of your developer-AI workflow.

Quick Start

Run the CLI to analyze your sessions:

$ npx no-ai-slop

What Data is Analyzed

NoMoreAISlop reads Claude Code session logs from ~/.claude/projects/. These are JSONL files containing your conversation history with Claude.

JSONL Structure

Each session file contains message blocks of these types:

• user - Your prompts and messages
• assistant - Claude's responses
• tool_use - Tool invocations (Read, Edit, Bash, etc.)
• tool_result - Results from tool executions

Path Encoding

Claude Code encodes project paths by replacing / with -. For example, /Users/you/projects/myapp becomes -Users-you-projects-myapp.

The analysis pipeline runs in four phases, using Gemini 3 Flash for AI-powered analysis.

Phase 1: Session Scanning (CLI)

A memory-efficient 4-phase algorithm identifies your highest-quality sessions:

1. File Discovery - Scans ~/.claude/projects/ for session files
2. Pre-filter - Filters by size and recency to reduce candidates
3. Quality Scoring - Scores top 100 candidates on message count, duration, tool diversity, recency
4. Parse Selection - Parses the top 15 highest-quality sessions

Phase 2: AI Analysis Pipeline

Three parallel analyzers extract structured data from your sessions:

Phase 2.5: Insight Generation (Premium+)

Six specialist agents run in parallel for deep analysis:

Phase 3: Type Synthesis

Refines your coding style classification using all Phase 2 insights. Combines 5 types with 3 control levels for 15 personality combinations.

Phase 4: Content Writer

Transforms all outputs into a personalized narrative, connecting evidence quotes to dimension insights and applying tier-based content filtering.

Pipeline Overview

~/.claude/projects/ --> CLI Scanner --> Session Selection
        |
   Gemini 3 Flash
        |
  +--------------------------------------------+
  | Module A (Data) --+                        |
  | Module C (Prod) --+--> Phase 2.5           |
  | Multitasking -----+    (6 Agents)          |
  |                            |               |
  |                     Type Synthesis         |
  |                            |               |
  |                     Content Writer         |
  +--------------------------------------------+
        |
   Supabase --> Web Report

Main Command

$ npx no-ai-slop

Analyzes your Claude Code sessions and generates a shareable report. First-time users are guided through device-flow authentication.

Authentication Commands

Check Status

$ npx no-ai-slop status

Shows your current authentication status and linked account.

Logout

$ npx no-ai-slop logout

Clears your local authentication credentials.

Help

$ npx no-ai-slop help

Displays available commands and usage information.

Authentication Flow

NoMoreAISlop uses OAuth-style device flow authentication:

1. CLI generates a unique device code
2. Browser opens to authentication page
3. You sign in with your account
4. CLI receives authentication token
5. Token is stored locally for future sessions

Output

After successful analysis, the CLI displays a celebration animation and provides a shareable URL to your personalized report.

The 5 Coding Styles

The 3 Control Levels

The 6 Dimensions

The Question

Are you getting better with AI—or just more dependent?

Our Philosophy

Technology moves fast. AI is making it exponential.

Here's the uncomfortable truth: when thinking becomes optional, we stop doing 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 their work. AI should be a force multiplier, not a replacement for judgment.

Our Vision

We're building a future where humans use tools—not the other way around.

Our goal is simple: help you see yourself clearly. How are you actually using AI? What mistakes keep repeating? Are you thinking critically—or just accepting?

Self-awareness is the first step to growth. We start with developers—the community at the frontier of human-AI collaboration.

Our Values