Key Findings

Discovered Topics

📝
Data & APIs
Code style rules, event handling, and error patterns
api
0.4224
make
0.4071
python
0.3583
model
0.3279
git
0.3136
version
0.3069
module
0.2991
docker
0.2808
cargo
0.2804
config
0.2731

This topic represents a cluster of related terms discovered through topic modeling analysis. The word weights indicate how strongly each term is associated with this theme across the analyzed repositories.

📊
Frontend Development
Cross-cutting concerns: validation, APIs, and error handling
component
0.6805
npm
0.6703
page
0.4265
react
0.3374
cs
0.3304
typescript
0.312
app
0.2575
supabase
0.2566
theme
0.2324
tailwind
0.2312

Frontend-focused CLAUDE.md files are among the most detailed. The prevalence of "npm," "typescript," and "react" reflects the dominance of the React/TypeScript ecosystem in projects using Claude Code. These files typically specify component patterns, state management, and build tooling.

⚛️
Skill & Python
React, TypeScript, npm tooling, and client-side patterns
skill
1.026
python
0.7632
ratio
0.5984
tool
0.4735
financial
0.2912
json
0.2798
automation
0.2404
budget
0.2402
analysis
0.2198
usage
0.2116

This topic represents a cluster of related terms discovered through topic modeling analysis. The word weights indicate how strongly each term is associated with this theme across the analyzed repositories.

🔧
User Interface
API design, databases, server config, and integrations
agent
0.7404
task
0.4952
rule
0.4048
user
0.3487
moai
0.3268
phase
0.3013
plan
0.292
workflow
0.2671
change
0.2274
tool
0.2251

This topic represents a cluster of related terms discovered through topic modeling analysis. The word weights indicate how strongly each term is associated with this theme across the analyzed repositories.

✅
Frontend Development
Documentation structure, user context, and task workflows
pnpm
1.5616
typescript
0.2674
nextjs
0.2201
package
0.1919
router
0.1448
dev
0.142
app
0.1405
lint
0.1404
supabase
0.1384
vitest
0.1353

Frontend-focused CLAUDE.md files are among the most detailed. The prevalence of "npm," "typescript," and "react" reflects the dominance of the React/TypeScript ecosystem in projects using Claude Code. These files typically specify component patterns, state management, and build tooling.

How It Works

Learn about the data collection pipeline, text preprocessing with NLTK, and Latent Dirichlet Allocation topic modeling.

GitHub API, tokenization, LDA with scikit-learn
Technical

Topic Evolution

Track how topics change over time across multiple analysis runs. See topic stability and new topic emergence.

500 files analyzed so far
Historical

Term Trends

See how the most common terms in CLAUDE.md files rise and fall in popularity across daily analysis runs.

500 files per run, 15 terms tracked
Trends

Full Visualization

View the complete generated topic visualization with detailed word distributions and topic strengths.

Interactive topic breakdown
Visual