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Introduce the Vouch/Denouncement Contribution Model by Mitchellh

https://github.com/ghostty-org/ghostty/pull/10559
1•samtrack2019•26s ago•0 comments

Software Factories and the Agentic Moment

https://factory.strongdm.ai/
1•mellosouls•36s ago•0 comments

The Neuroscience Behind Nutrition for Developers and Founders

https://comuniq.xyz/post?t=797
1•01-_-•43s ago•0 comments

Bang bang he murdered math {the musical } (2024)

https://taylor.town/bang-bang
1•surprisetalk•44s ago•0 comments

A Night Without the Nerds – Claude Opus 4.6, Field-Tested

https://konfuzio.com/en/a-night-without-the-nerds-claude-opus-4-6-in-the-field-test/
1•konfuzio•3m ago•0 comments

Could ionospheric disturbances influence earthquakes?

https://www.kyoto-u.ac.jp/en/research-news/2026-02-06-0
1•geox•4m ago•0 comments

SpaceX's next astronaut launch for NASA is officially on for Feb. 11 as FAA clea

https://www.space.com/space-exploration/launches-spacecraft/spacexs-next-astronaut-launch-for-nas...
1•bookmtn•6m ago•0 comments

Show HN: One-click AI employee with its own cloud desktop

https://cloudbot-ai.com
1•fainir•8m ago•0 comments

Show HN: Poddley – Search podcasts by who's speaking

https://poddley.com
1•onesandofgrain•9m ago•0 comments

Same Surface, Different Weight

https://www.robpanico.com/articles/display/?entry_short=same-surface-different-weight
1•retrocog•11m ago•0 comments

The Rise of Spec Driven Development

https://www.dbreunig.com/2026/02/06/the-rise-of-spec-driven-development.html
2•Brajeshwar•15m ago•0 comments

The first good Raspberry Pi Laptop

https://www.jeffgeerling.com/blog/2026/the-first-good-raspberry-pi-laptop/
3•Brajeshwar•15m ago•0 comments

Seas to Rise Around the World – But Not in Greenland

https://e360.yale.edu/digest/greenland-sea-levels-fall
2•Brajeshwar•15m ago•0 comments

Will Future Generations Think We're Gross?

https://chillphysicsenjoyer.substack.com/p/will-future-generations-think-were
1•crescit_eundo•19m ago•0 comments

State Department will delete Xitter posts from before Trump returned to office

https://www.npr.org/2026/02/07/nx-s1-5704785/state-department-trump-posts-x
2•righthand•22m ago•1 comments

Show HN: Verifiable server roundtrip demo for a decision interruption system

https://github.com/veeduzyl-hue/decision-assistant-roundtrip-demo
1•veeduzyl•23m ago•0 comments

Impl Rust – Avro IDL Tool in Rust via Antlr

https://www.youtube.com/watch?v=vmKvw73V394
1•todsacerdoti•23m ago•0 comments

Stories from 25 Years of Software Development

https://susam.net/twenty-five-years-of-computing.html
3•vinhnx•24m ago•0 comments

minikeyvalue

https://github.com/commaai/minikeyvalue/tree/prod
3•tosh•28m ago•0 comments

Neomacs: GPU-accelerated Emacs with inline video, WebKit, and terminal via wgpu

https://github.com/eval-exec/neomacs
1•evalexec•33m ago•0 comments

Show HN: Moli P2P – An ephemeral, serverless image gallery (Rust and WebRTC)

https://moli-green.is/
2•ShinyaKoyano•37m ago•1 comments

How I grow my X presence?

https://www.reddit.com/r/GrowthHacking/s/UEc8pAl61b
2•m00dy•39m ago•0 comments

What's the cost of the most expensive Super Bowl ad slot?

https://ballparkguess.com/?id=5b98b1d3-5887-47b9-8a92-43be2ced674b
1•bkls•40m ago•0 comments

What if you just did a startup instead?

https://alexaraki.substack.com/p/what-if-you-just-did-a-startup
5•okaywriting•46m ago•0 comments

Hacking up your own shell completion (2020)

https://www.feltrac.co/environment/2020/01/18/build-your-own-shell-completion.html
2•todsacerdoti•49m ago•0 comments

Show HN: Gorse 0.5 – Open-source recommender system with visual workflow editor

https://github.com/gorse-io/gorse
1•zhenghaoz•49m ago•0 comments

GLM-OCR: Accurate × Fast × Comprehensive

https://github.com/zai-org/GLM-OCR
1•ms7892•50m ago•0 comments

Local Agent Bench: Test 11 small LLMs on tool-calling judgment, on CPU, no GPU

https://github.com/MikeVeerman/tool-calling-benchmark
1•MikeVeerman•51m ago•0 comments

Show HN: AboutMyProject – A public log for developer proof-of-work

https://aboutmyproject.com/
1•Raiplus•52m ago•0 comments

Expertise, AI and Work of Future [video]

https://www.youtube.com/watch?v=wsxWl9iT1XU
1•indiantinker•52m ago•0 comments
Open in hackernews

Show HN: Web-eval-agent – Let the coding agent debug itself

https://github.com/Operative-Sh/web-eval-agent
84•neversettles•9mo ago
Hey HN! We’ve been building an MCP server to help AI-assisted web app developers by using browser agents to test whether changes made by an AI inside an editor actually work. We've been testing it on scenarios like verifying new flows in a UI, or checking that sending a chat request triggers a response. The idea is to let your coding agent both code and evaluate if what it did was correct. Here’s a short demo with Cursor: https://www.youtube.com/watch?v=_AoQK-bwR0w

When building apps, we found the hardest part of AI-assisted coding isn’t the coding—it’s tedious point-and-click testing to see if things work. We got tired of this loop: open the app, click through flows, stare at the network tab, copy console errors to the editor, repeat. It felt obvious this should be AI-assisted too. If you can vibe-code, you should be able to vibe-test!

Some agents like Cline and Windsurf have browser integrations, but Cline’s (via Anthropic Computer Use) felt slow and only reported console logs, and Windsurf’s didn’t work reliably yet. We got so tired of manually testing that we decided to fix it.

Our MCP server sits between your IDE agent (Cursor/Windsurf/Cline/Continue) and a Playwright-powered browser-use agent. It spins up the browser, navigates your app per instructions from the IDE agent, and sends back steps, console events, and network events so the IDE agent can assess the app’s state.

We proxy Browser-use’s original Claude calls and swap in Gemini Flash 2.0, cutting latency from ~8s → ~3s per step. We also cap console/network logs at 10,000 characters to stay within context limits, and filter out irrelevant logs (e.g., noisy XHR requests).

At the end, the browser agent outputs a summary like:

  Web Evaluation Report for http://localhost:5173 
  Task: delete an API key and evaluate UX
  Steps: Home → Login → API Keys → Create Key → Delete Key
  Flow tested successfully; UX had problems X, Y, Z...
  Console (8)...   Network (13)...   Timeline of events (57) …
This gives the coding agent the ability to recognize the console and network errors, or any issues with clicking around, and have the coding agent fix them before returning back to the user. (There’s a longer example in the README at https://github.com/Operative-Sh/web-eval-agent.)

Try it in Cursor / Cline / Windsurf / Claude Desktop: (macOS/Linux):

  curl -LSf https://operative.sh/install.sh -o install.sh
  less -N install.sh   # inspect if you’d like
  bash install.sh      # installs uv + jq + Playwright + server
  # then in Cursor/Cline/Windsurf/Continue: craft a prompt using the web_eval_agent tool
(For Windows, there’s a 4-line manual install in the README.)

What we want to do next: pause/go for OAuth screens; save/load browser auth states; Playwright step recording for automated test creation and regression test creation; supporting Loveable / v0 / Bolt.new sites by offering a web version.

We’d love to hear your feedback, especially if you’ve experienced the pain of having to manually test changes happening in your web apps after making changes from inside your IDE, or if you’ve tried any alternative MCP tools for this that have worked well.

Try it out if you feel it’d be helpful for your workflow: https://github.com/Operative-Sh/web-eval-agent. (note: the server hits our operative.sh proxy to cover Gemini tokens. The MCP server itself is OSS; Anthropic base-URL support is coming soon. Free tier included; heavy users can grab the $10 plan to offset our model bill.)

Let us know what you think! Thanks for reading!

Comments

GreenGames•9mo ago
This is very cool! Does your MCP server preserve cookies/localStorage between steps, or would developers need to manually script auth handshakes?
neversettles•9mo ago
Between steps it would preserve cookies, but atm when the playwright browser launches, it starts with a fresh browser state, so you'd have to o-auth to log in each time.

We're adding browser state persistence soon, hoping to enable it so once you sign in with google once, it can stay signed in on your local machine.

GreenGames•9mo ago
Oh okay thanks - that would be fire tbh
esafak•9mo ago
Is there a benchmark for this? If not, you ought to (crowd?)start one for everybody's sake.
neversettles•9mo ago
We started with using browser-use because they had the best evals: https://browser-use.com/posts/sota-technical-report

- but we found that Laminar came out with a better browser agent (& a better eval): https://www.lmnr.ai/ so we're looking to migrate over soon!

nico•9mo ago
Looks amazing. Congrats on the release

How does this compare to browser mcp (https://browsermcp.io/)?

neversettles•9mo ago
In browser MCP, looks like cursor controls each action along the way, but actually what we wanted was a single browser agent that had a high quality eval that could perform all the actions independently (browser-use)
proc0•9mo ago
Interesting. I see from the video example it took a lot of steps and there is a lot of output for a simple task. I'm thinking this probably doesn't scale very well and more complex tasks might have performance challenges. I do think it's the right direction for AI coding.
neversettles•9mo ago
Yeah, I suppose to esafak's point, perhaps a benchmark for browser agent QA testing would be needed.
klntsky•9mo ago
I told windsurf to install playwright, identify crucial workflows of the app and add tests for them. Not without my input, but I got what I wanted without getting the hands dirty.

Does this thing add much on top?

neversettles•9mo ago
The power here is the coding agent has the ability to test visually if - and like a human would. So if the button isn't visible, the browser agent would use vision to detect that it's missing.

It sorta tests 'just like a human would' to make sure the flow that's implemented works as it's expecting to.

gitroom•9mo ago
Gotta say, getting rid of all the clicking and checking just sounds like a huge win. I hate wasting time on all that.