Launching today
Git Pitcher
Reverse engineer any GitHub repo into an agent-ready plan
30 followers
Reverse engineer any GitHub repo into an agent-ready plan
30 followers
Git Pitcher reverse engineers public GitHub repos into actionable plans for builders. Paste a repo and generate a Repo Read, Audit, Build Pack, or Prompt Pack. It helps you understand what the repo does, find gaps, scope a rebuild, and create prompts your AI coding agent can execute. Built for developers who want to move from repo → plan → build faster.
Git Pitcher
Tried gitpitcher on my own repo but i failed on the first run itself , apparently i got this error "Repository license is private, inaccessible, or not found."
I tried again in public repo and i got the same error again , can you fix this issue.
Git Pitcher
@karmic_hydra
Thanks for flagging this — that’s on me.
I recently added a license/compliance check before repo analysis, and it looks like the license detection is being too strict or failing on some public repos. I’m checking this now and will push a fix so public repos with valid licenses don’t get blocked incorrectly.
Really appreciate you trying it and reporting the exact error. I’ll update here once it’s fixed.
Git Pitcher
@karmic_hydra
Quick update, I found the issue in the license check path and pushed a fix. The app now separates public repos with no license from inaccessible/private repos, and valid public repos should no longer get blocked incorrectly.
Thanks again for catching this during launch day.
I use Claude Code directly on my repos and it picks up context well.
What does Git Pitcher give you that asking Claude Code to read the
repo first doesn't? Is it mainly the deterministic signal extraction or something else?
Git Pitcher
@john_loumakis
Great question, John.
Git Pitcher does not only summarize the README. It starts with deterministic repo signals first: repo metadata, file tree, detected stack, package/config files, README/docs when available, and other public repository structure.
Then it uses those signals to generate the artifact. So the goal is not “summarize this README,” but “understand what this repo appears to be, what patterns it uses, and what a builder could do with it.”
That said, it is still in beta. I’m actively testing how deep the repo understanding should go while keeping generations fast and affordable. The next big improvement is making the repo signal extraction even more transparent inside the output.
Tried Git Pitcher on my own repo (TransmitFlow) and this was genuinely insightful.
I’m currently running the signaling layer for free, but Git Pitcher made me realize this could actually be the core leverage point if I ever choose to scale it into a full product.
That shift in perspective — from just building features to thinking in terms of product + infra — was really valuable.
Love the whole “repo → plan → execution” approach here. Feels like something more builders should be using.
Great work @K.M Fazle Rabbi 🙌
Git Pitcher
@shubhampardule
Thank you so much for trying it with TransmitFlow, this is exactly the kind of feedback I was hoping for.
The “product + infra” angle is the core direction I’m trying to push with Git Pitcher. I don’t want it to just summarize repos. I want it to help builders understand what can actually be shipped from a repo, where the gaps are, and what the first execution path should look like.
Really appreciate you testing it and sharing such thoughtful feedback.