Key Findings

Discovered Topics

📝
User Interface
Code style rules, event handling, and error patterns
change
0.4246
task
0.3994
user
0.3957
rule
0.3658
git
0.3458
plan
0.334
phase
0.3291
read
0.3088
context
0.2845
new
0.2807

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
npm
0.6844
api
0.4742
frontend
0.4484
backend
0.3541
docker
0.3104
server
0.2424
service
0.2298
auth
0.2178
token
0.2158
database
0.2146

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.

⚛️
Data & APIs
React, TypeScript, npm tooling, and client-side patterns
python
1.1702
tool
0.3708
ratio
0.3666
analysis
0.2384
data
0.2287
json
0.2242
model
0.2164
pytest
0.194
format
0.193
output
0.1855

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.

🔧
Skill & Agent
API design, databases, server config, and integrations
skill
1.1583
agent
0.7573
skillmd
0.2009
hook
0.1884
mcp
0.1806
tool
0.1791
plugin
0.1788
frontmatter
0.1631
documentation
0.1605
repository
0.1571

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
0.5525
component
0.5225
page
0.4376
cs
0.3691
typescript
0.2967
bun
0.2861
content
0.2749
app
0.2637
import
0.2459
tailwind
0.2251

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