purpose
Potpie parses code repositories into structural knowledge graphs stored in Neo4j, capturing files, classes, functions, and their interrelationships. It then deploys AI agents that can reason over this graph to assist with debugging, feature development, code exploration, and other engineering tasks with deep contextual understanding of the codebase.
when to use
This resource is most valuable when onboarding to unfamiliar large codebases, debugging complex cross-module issues, planning feature implementations that span multiple files, or when needing to quickly understand architectural decisions and dependency chains. It's particularly useful for legacy code maintenance, code review preparation, and when documentation is sparse or outdated.
tags
AI Code Assistant
Knowledge Graph
Code Analysis
Developer Productivity
LLM Integration
Neo4j
FastAPI
Open Source
Code Intelligence
Spec-Driven Development