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A Claude skill that tours a codebase you built with AI until you can explain how it works: traces one real run, names your patterns, makes you say it back. Live tour, print workbook, or grade mode. Companion to explain-diff.
Trace before change. Reconcile after change. A semantic layer that lets coding agents see a system as behavior — trace what a change might affect before making it, and check the model is still true after.
Understand an unfamiliar codebase: reading order, ownership, change coupling, hotspots and findings computed from the code and its git history, with Q&A whose citations are checked.
A Haskell plugin that is used to parse Haskell projects for codecompass. The data necessary for providing code comprehension for the project is exported.
A swarm of specialist clones that understand a codebase, then guide every move the LLM operator makes. MiroThinker architecture ported to code. OpenHands sub-agent/plugin.
A Claude skill for reading a codebase you did not write. It keeps the agent's answers short, plain and complete, so you can join a project in the middle and understand it.
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)