CodeCompass is a software comprehension tool for large scale software written in C/C++, C# and Python.

The anti-vibe-coding skill. A Socratic tutor that teaches you codebases through questioning and active recall.

Dataset and code for Findings of EMNLP'21 paper "CodeQA: A Question Answering Dataset for Source Code Comprehension".

Local-first static analysis that turns source code into deterministic, source-grounded workflow maps for coding agents via MCP.

Understand any codebase, even the code you no longer master. On your machine, never in the cloud.

SourceBridge.ai — Understand any codebase, fast. A codebase field guide and context layer for unfamiliar systems.

Benchmark for repository-level code understanding: 500 open-ended questions from real GitHub Discussions across 50 repositories, graded by a checklist-based verification protocol (ASE 2026)

flowR Extension for Visual Studio Code and Positron

Comprehension-driven development: Claude quizzes you on your own PR diff so you catch the gap between what you think your code does and what it actually does — before you merge.

Repo-gniton is an intelligent tool that helps developers understand, navigate, and work with code repositories. It dynamically ingests GitHub repositories, parses code and documentation, and prepares them for retrieval and AI-powered assistance.

One question about your own code, when you finish coding. A SessionEnd hook for Claude Code that asks you about the mechanism you just shipped.

VS Code extension for Understand

A token-aware Codex Skill that turns unfamiliar repositories into evidence-backed, beginner-friendly learning journeys.

Code Comprehension Assistance for Evidence-Based performance Tuning

Agent skills for learning unfamiliar codebases — analysis, curriculum, Jupyter exercises, Socratic tutoring, and adaptive quizzes. Single source installs to Claude Code, Codex, or Gemini CLI.

UnVibe trains developers to truly understand code, not just generate it. AI writes the hardest solution — you decode it, rebuild it simpler, then defend your understanding in interviews. Your "Irreplaceability Score" tracks your depth. The goal: be skilled enough that no company can replace you with a prompt.

A Kotlin-based project for enhancing Java code analysis, leveraging GraphCodeBERT and GPT-4 to generate PlantUML diagrams that visualize code structure, relationships, and functional components.

Interview yourself on your own code.

Claude Code plugin that quizzes you on root cause and fix before it writes any code

面向 Agent 的研究生/本科生级源码学习 Skill：结合论文、真实代码证据与张量形状，按 Step 深入解析深度学习项目，并通过学习记录、反馈闭环和盲点审计持续复盘