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Show HN: Dashboard tracking all GitHub PRs and analyzing Code Agent activity

https://github.com/logic-star-ai/insights
5•mnmueller•2h ago
Hi HN,

We are researchers from ETH Zurich interested in the real-world adoption and impact of Code Agents.

To measure this, we built a dashboard, scraping all public PRs on GitHub, analyzing which are created by different code agents (Codex, Jules, Copilot, Devin, etc.), and measuring their merge rates, sliced by various repository and PR characteristics.

https://insights.logicstar.ai

Since mid-May, we've analyzed over 10 million PRs and already found some interesting trends:

Usage is high, but shallow. Agents submit ~7% of all PRs overall, but only ~1–2% on popular repos. Most activity is in low-star or experimental projects.

Merge rates vary drastically. On low-traffic repos, some agents get 90%+ of their PRs merged. On popular projects, that can drop to <25%.

Pre-review helps. Agents that require human-in-the-loop review (e.g., Jules, Codex) have 30–50% higher merge rates than Copilot-style fire-and-forget PRs.

Bias toward new code. Agent PRs mostly add code. Refactorings and deletions are rare.

If you have ideas for what other characteristics we should look at let us know or play with the code yourself

"We Accept of Course That It Is Draconian: and Deliberately So"

https://www.craigmurray.org.uk/archives/2025/07/we-accept-of-course-that-it-is-draconian-and-deliberately-so/
1•k1m•1m ago•0 comments

Embrace your ignorance – How to get the most out of customer interviews

https://russellpollari.substack.com/p/embrace-your-ignorance
1•russ_poll•2m ago•0 comments

CZI Announces New Center for Pediatric CRISPR Cures

https://chanzuckerberg.com/newsroom/center-pediatric-crispr-cures-launch/
1•krgkg•4m ago•0 comments

LLM Hallucination Detection Leaderboard

https://huggingface.co/spaces/kluster-ai/LLM-Hallucination-Detection-Leaderboard
1•rymc•5m ago•0 comments

Floor Traders Want Their Seats Back

https://www.bloomberg.com/opinion/newsletters/2025-07-08/floor-traders-want-their-seats-back
1•ioblomov•8m ago•1 comments

Tech Lead Manager: it's a trap (and I'm still in it)

https://grahamgilbert.com/blog/2025/07/07/tlm-its-a-trap-and-im-still-in-it/
1•dipierro•11m ago•0 comments

Peter Jackson Tries to Resurrect a Giant Bird That Went Extinct 600 Years Ago

https://www.ign.com/articles/its-more-jurassic-park-than-lord-of-the-rings-but-peter-jackson-is-trying-to-resurrect-a-giant-bird-that-went-extinct-600-years-ago-the-celebrated-director-tells-us-why
2•HelloUsername•12m ago•0 comments

IBM Power11 Raises the Bar for Enterprise IT

https://newsroom.ibm.com/2025-07-08-ibm-power11-raises-the-bar-for-enterprise-it
1•ksec•12m ago•0 comments

Peter Jackson backs long shot de-extinction plan starring New Zealand's lost moa

https://apnews.com/article/peter-jackson-moa-de-extinction-colossal-biosciences-04260e26cbe04e787640c9502df94dda
4•petethomas•13m ago•0 comments

Synthetic Chromatophores for Color and Pattern Morphing Skins

https://advanced.onlinelibrary.wiley.com/doi/10.1002/adma.202505104
1•PaulHoule•16m ago•0 comments

Cluely filed a DMCA takedown for tweet about their system prompt

https://twitter.com/jackhcable/status/1942636823525679182
5•taytus•16m ago•0 comments

Words Don't Compile

https://blog.surkar.in/words-dont-compile
1•manthan1674•17m ago•0 comments

Facial recognition cameras could be introduced to tackle fare dodging on Tube

https://www.standard.co.uk/news/transport/facial-recognition-cameras-fare-dodging-tube-london-underground-tfl-b1237049.html
2•pseudolus•17m ago•0 comments

Dynamical origin of Theia, the last giant impactor on Earth

https://arxiv.org/abs/2507.01826
5•bikenaga•18m ago•0 comments

Judge rules that VMware must support crucial Dutch government agency migration

https://www.theregister.com/2025/06/30/dutch_agency_wins_right_to/
1•Logans_Run•19m ago•0 comments

Skia Graphite: Chrome's rasterization back end for the future

https://blog.chromium.org/2025/07/introducing-skia-graphite-chromes.html
2•ingve•19m ago•0 comments

Google's Moonshot Project Gears Up for Human Trail of AI-Designed Drugs

https://in.mashable.com/science/96798/googles-secret-moonshot-project-gears-up-for-human-trail-of-ai-designed-drugs
1•Bluestein•19m ago•0 comments

What Gets Measured, AI Will Automate

https://hbr.org/2025/06/what-gets-measured-ai-will-automate
1•Michelangelo11•20m ago•0 comments

June.so Acquired by Amplitude

https://www.june.so/blog/a-new-chapter
2•camjw•20m ago•0 comments

In Hiroshima, search for remains keeps war alive for lone volunteer

https://www.reuters.com/world/hiroshima-search-remains-keeps-war-alive-lone-volunteer-2025-07-08/
1•speckx•22m ago•0 comments

All living NASA science chiefs unite in opposition to unprecedented budget cuts

https://www.planetary.org/press-releases/nasa-science-chiefs-letter-press-release
4•consumer451•22m ago•0 comments

Thunderbird 140

https://www.thunderbird.net/en-US/thunderbird/140.0/releasenotes/
3•doener•23m ago•0 comments

Show HN: Vibes – Discover music through human stories, not algorithms

https://sharevibes.app/
2•lucascliberato•24m ago•1 comments

Framework 12 Platform Tuning for Better Performance or Power Efficiency

https://www.phoronix.com/review/framework-12-performance
2•doener•24m ago•1 comments

Mastodon's latest update readies the app for Quote Posts

https://techcrunch.com/2025/07/08/mastodons-latest-update-readies-the-app-for-quote-posts-revamps-design/
1•doener•25m ago•0 comments

What if the moon turned into a black hole? [Xkcd's What If?] [video]

https://www.youtube.com/watch?v=UQgw50GQu1A
1•nfriedly•25m ago•0 comments

Brut: A New Web Framework for Ruby

https://naildrivin5.com/blog/2025/07/08/brut-a-new-web-framework-for-ruby.html
16•onnnon•25m ago•4 comments

We're testing a way to auto-update docs from Slack/Zoom/email. Thoughts?

https://getautobase.com/
1•ElfDragon11•25m ago•1 comments

Rooktook.com – daily chess tournament app

1•shubhamrrawal•30m ago•0 comments

Copy/paste text to highlight AI writing patterns like "It's not X. It's Y"

https://unaiify.com/
1•justinowings•31m ago•3 comments