OSS Contributor Intent Radar

Help maintainers tell genuine contributors from free-labor seekers

Problem

One developer noted that almost any scaffolding can now be built solo at zero cost, so the only open-source project they still want to contribute to is Home Assistant; other tools like n8n and Linux have clear monetization plans, so contributing feels like free labor. Maintainers also struggle to distinguish long-term contributors from drive-by takers.

Solution

A lightweight contributor intent and engagement analyzer: connect a GitHub/GitLab repo, analyze PRs, issues, and comment patterns over time, and generate a long-term engagement profile for each contributor. Recommend people worth inviting into governance or granting permissions to, while flagging accounts that mainly extract value.

Users

Maintainers and community managers of small-to-mid open-source projects, plus open-source founders looking for real collaborators.

MVP

Connect a GitHub repo; aggregate first/last contribution, duration, and interaction patterns per contributor; produce engagement scores and labels; let maintainers tag people they want to invite into co-maintenance; export a simple report.

Revenue

Free for open-source projects, subscription per repo for commercial projects or teams; one-time repo health check reports.

Why now

AI has made scaffolding nearly free, blurring the line between extractive and genuine contributions while maintainer fatigue worsens. An indie dev can start with the GitHub API for lightweight analysis and layer in richer signals over time.