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Similar projects and alternatives to good-egg
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SaaSHub
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tollbooth
A self-hosted, headless service that charges unknown email senders a small fee (toll) to reach your Gmail inbox. Goal is to cut down on unwanted email. (by JoeBerg8)
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vaultscan-community
Privacy-first secret leak detection tool for DevOps and security teams. Built for scalable, offline-first scanning with future enterprise expansion plans.
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good-egg discussion
good-egg reviews and mentions
- Good-egg – Trust scoring for GitHub PR authors based on contribution history
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A Basket of Eggs
OP here. This is the sequel to the original Good Egg post (https://news.ycombinator.com/item?id=47151678).
We ran three experiments since v1 that changed the model substantially.
We tried to detect suspended GitHub accounts from behavioral signals (merge rate, network centrality, TF-IDF on PR titles, LLM classification with ~31K Gemini calls). Best individual AUC was 0.619 on a 1.9% base rate. The merged-PR population is too homogeneous. Accounts that pass code review look like everyone else. The interesting finding: the suspension rate among contributors with merged PRs is under 2%. The review process is a better filter than the discourse around AI slop suggests.
That led us to question the scoring model. The graph score (bipartite construction, personalized ranking, language normalization, the whole pipeline from v1) actively hurts predictions for the contributors who actually need scoring: unknown people with a handful of merged PRs. Merge rate alone outperforms merge rate plus graph at every tier we tested. The new default model is merged / (merged + closed). We also pulled account age out of the score into a separate advisory after DeLong tests showed it adds nothing once you condition on merge rate.
The post has the full data, including the tables.
Next we're working on content scoring (does this PR fit this repo's conventions?) and cold-start tooling (helping new contributors understand project expectations before they submit). Contributor reputation is one input to review triage. The PR itself carries more signal.
Repo: https://github.com/2ndSetAI/good-egg
pip install good-egg
Or just run it via uvx.
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Ask HN: Maintainers, do LLM-only users often clutter your issues/PRs?
And I filed that suggestion as an enhancement issue on the repo: https://github.com/2ndSetAI/good-egg/issues/43
Thanks for the idea.
- Show HN: Good Egg: Trust Scoring for GitHub PR Authors
- Vouch
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www.saashub.com | 16 Aug 2026
Stats
2ndSetAI/good-egg is an open source project licensed under MIT License which is an OSI approved license.
The primary programming language of good-egg is Python.