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explainmyrepo.md

CASE 04 / 05

ExplainMyRepo

LLM Tooling · Developer UX

ACTIVE2025
generated repo walkthrough
repo URL
input
walkthrough
output
LLMs
backed by

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

  1. Fetch — pull the repository contents via the GitHub API.
  2. Parse — build a view of structure and key components.
  3. Summarise — LLMs turn that into a human-readable walkthrough.
  4. 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