code-comprehension

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.

Agent skill that conducts an interactive architectural walkthrough and verification quiz over a codebase.

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.

Review code changes by intent, learn the concepts behind the changes, and optionally quiz yourself or your code reviewer before merging the PR with Perspica's Github Action.

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)

`grill-me` is an agent skill that tests whether you understand the code you maintain—not merely whether your coding agent can change it.

flowR Extension for Visual Studio Code and Positron

Turn AI-assisted coding into real understanding — an MCP server that quizzes you on the code your AI just wrote, plus a hosted learning ledger at covate.org

Agent skill that checks how well you understand your current codebase — one question at a time, graded against the real code. Claude Code & Codex.

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.

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

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.

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.

See how your code fits together, even as agents keep changing it. A zoomable, evidenced map of your repository: every flow, its Git history and blast radius, explained over MCP.

Understand an iOS codebase you did not write — from the terminal. Swift/SwiftUI architecture, dependency graphs and the rules a project breaks, with the file and line behind every claim. Works offline, no dependencies, AI optional.

VS Code extension for Understand