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CASE 04 / 05
ExplainMyRepo
LLM Tooling · Developer UX
ACTIVE2025
generated repo walkthrough
overview.md
Reading an unfamiliar codebase is the slow part of every new project. ExplainMyRepo takes a GitHub URL and produces a plain-language explanation of the repository — how files are organised, what the key components do, and how the overall workflow fits together — so you can orient in minutes instead of an afternoon.
problem.txt
Onboarding into any repo means reverse-engineering intent from files. READMEs go stale, and a file tree tells you names, not meaning. I wanted the briefing a senior dev would give a newcomer, on demand.
architecture.drawio
- Fetch — pull the repository contents via the GitHub API.
- Parse — build a view of structure and key components.
- Summarise — LLMs turn that into a human-readable walkthrough.
- Present — structure + intent + workflow, in plain language.
challenges.log
- Keeping prompts within context limits on large repos.
- Separating signal (core modules) from noise (config, vendored code).
- Making explanations accurate, not confidently wrong.
lessons-learned.md
- Structure-first prompting beats dumping raw files at the model.
- The hard part of LLM tooling is retrieval and framing, not generation.
- Good developer UX is mostly about what you choose to leave out.
future-work.md
- Per-file deep dives on request.
- Diff-aware explanations for pull requests.
- Local model option for private repos.
Aditya Dixit · Jaipur, IndiaSet in IBM Plex Serif & Mono© 2026