Key Findings

Discovered Topics

📝
Data & APIs
Code style rules, event handling, and error patterns
service
0.4061
data
0.3984
user
0.3742
database
0.3474
game
0.2605
model
0.2532
server
0.2503
error
0.237
state
0.2336
client
0.2255

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
1.263
component
0.5032
react
0.4595
typescript
0.3888
dev
0.2588
page
0.1993
cs
0.1974
nextjs
0.189
frontend
0.1834
production
0.1788

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.

⚛️
Agent & Task
React, TypeScript, npm tooling, and client-side patterns
agent
0.6219
task
0.4762
skill
0.4353
mcp
0.3394
git
0.318
read
0.3095
rule
0.3064
agentsmd
0.2794
work
0.263
tool
0.2626

This topic captures how developers structure their requests to Claude, covering task workflows, documentation patterns, and user context. It reflects the meta-layer of how teams organize their Claude interactions beyond just code generation.

🔧
Frontend Development
API design, databases, server config, and integrations
pnpm
1.2351
rust
0.2094
package
0.1637
type
0.1527
component
0.1505
le
0.1296
issue
0.1221
typescript
0.1197
dev
0.1183
lint
0.1155

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 & Node
Documentation structure, user context, and task workflows
python
1.012
node
0.7335
pytest
0.2773
method
0.2575
check
0.2475
ruff
0.229
package
0.1972
example
0.192
async
0.1747
install
0.1692

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.