CodeCompass is a software comprehension tool for large scale software written in C/C++, C# and Python.
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Updated
Nov 11, 2026 - C++
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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.
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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.
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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.
git rust cli tree-sitter diff semantic-diff static-analysis developer-tools code-review pull-requests codex github-actions github-action code-comprehension llm developer-education ai-generated-code ai-code-review coding-agents claude-code
Understand any codebase, even the code you no longer master. On your machine, never in the cloud.
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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.
visualization mcp static-analysis dependency-graph call-graph git-history software-architecture code-visualization codex impact-analysis ai-agents code-comprehension agentic-ai blast-radius code-map mcp-server claude-code
SourceBridge.ai — Understand any codebase, fast. A codebase field guide and context layer for unfamiliar systems.
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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)
benchmark evaluation dataset software-engineering code-comprehension code-understanding large-language-models llm
`grill-me` is an agent skill that tests whether you understand the code you maintain—not merely whether your coding agent can change it.
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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
mcp spaced-repetition developer-tools code-review code-comprehension ai-assisted-coding model-context-protocol mcp-server
flowR Extension for Visual Studio Code and Positron
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.
beginner-friendly codex python-learning code-comprehension developer-onboarding agent-skills codebase-learning
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.
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Agent skill that conducts an interactive architectural walkthrough and verification quiz over a codebase.
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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.
python cli developer-tools code-review pull-requests claude code-comprehension llm anthropic ai-coding comprehension-debt comprehension-driven-development
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.
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.
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