LLM Development Tools

Two tools solving real developer pain points - Dependency Analyzer & External Memory RAG

373

Functions Analyzed

244

Files Indexed

2

Production Tools

🔧 Tool 1: Dependency Analyzer

Solves: "I fixed one thing and broke another" regression problem

Features

AST-based dependency extraction
BFS traversal for impact prediction
Risk level assessment (LOW/MEDIUM/HIGH/CRITICAL)
Dependency graph generation (JSON)

Usage

# Analyze project dependencies
python3 dependency_analyzer.py analyze --project-root /path/to/project

# Predict impact before changing code
python3 dependency_analyzer.py impact --project-root /path --file code.py

Example Output

=== Impact Analysis Report ===
Changed File: auth.py
Functions: 5
Total Affected Functions: 12
⚠️ Overall Risk: HIGH

🧠 Tool 2: External Memory RAG

Solves: "Can't find past conversations/files" context loss problem

Features

Keyword-based search (fast, no dependencies)
Semantic search (optional)
Conversation indexing
Auto-context generation

Usage

# Search files
python3 external_memory_rag.py search --project-root /path --query "authentication"

# Generate context
python3 external_memory_rag.py context --project-root /path --query "login implementation"

Example Output

📄 Found 5 results:
1. auth_handler.py
   Score: 15.00 | Lines: 245
   Snippet: ...authentication flow using JWT tokens...

Try It Now

MIT License - Free - Commercial Use Allowed

GitHub Repository Download ZIP

📖 Design Philosophy

Problem-First Approach

These tools were built based on Phase 1 market research analyzing real developer pain points:

Pain Collection: Analyzed Reddit, OpenAI forums, GitHub issues
Gap Analysis: Identified top complaints
Solution Design: Built tools addressing specific pains
Prototype Testing: Validated with real projects

Key Insights

Regression Prevention: Developers fear "fix one, break another"
Context Loss: Hard to find past conversations/decisions
Automation Gap: Existing tools require manual data input

🛠️ Technical Details

Requirements

Minimum (Keyword Search Only):

Python 3.8+
Standard library only

Optional (Semantic Search):

sentence-transformers
numpy