Key Findings

Discovered Topics

📝
Read & Agent
Code style rules, event handling, and error patterns
read
0.5069
agent
0.5033
task
0.4766
change
0.3995
rule
0.3971
skill
0.3735
dont
0.3056
work
0.2617
new
0.2501
commit
0.2494

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.

📊
Agentsmd & Instruction
Cross-cutting concerns: validation, APIs, and error handling
agentsmd
2.2401
instruction
0.1988
read
0.1056
import
0.0921
live
0.0746
cursor
0.0599
agent
0.0544
rule
0.0527
convention
0.0512
truth
0.038

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
React, TypeScript, npm tooling, and client-side patterns
npm
0.8047
component
0.4898
bun
0.3065
server
0.2898
api
0.2805
page
0.2784
react
0.2737
backend
0.2643
typescript
0.2622
frontend
0.2598

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.

🔧
Python & Cli
API design, databases, server config, and integrations
python
0.4504
cli
0.3115
cargo
0.2836
bash
0.279
model
0.2634
data
0.2513
config
0.2431
make
0.2388
output
0.2092
pattern
0.1917

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
1.3939
package
0.2307
vitest
0.1866
react
0.1838
typescript
0.1572
que
0.1257
filter
0.1237
doc
0.1138
vite
0.1127
app
0.1098

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