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Show HN: A unique twist on Tetris and block puzzle

https://playdropstack.com/
1•lastodyssey•3m ago•0 comments

The logs I never read

https://pydantic.dev/articles/the-logs-i-never-read
1•nojito•4m ago•0 comments

How to use AI with expressive writing without generating AI slop

https://idratherbewriting.com/blog/bakhtin-collapse-ai-expressive-writing
1•cnunciato•5m ago•0 comments

Show HN: LinkScope – Real-Time UART Analyzer Using ESP32-S3 and PC GUI

https://github.com/choihimchan/linkscope-bpu-uart-analyzer
1•octablock•5m ago•0 comments

Cppsp v1.4.5–custom pattern-driven, nested, namespace-scoped templates

https://github.com/user19870/cppsp
1•user19870•6m ago•1 comments

The next frontier in weight-loss drugs: one-time gene therapy

https://www.washingtonpost.com/health/2026/01/24/fractyl-glp1-gene-therapy/
1•bookofjoe•9m ago•1 comments

At Age 25, Wikipedia Refuses to Evolve

https://spectrum.ieee.org/wikipedia-at-25
1•asdefghyk•12m ago•3 comments

Show HN: ReviewReact – AI review responses inside Google Maps ($19/mo)

https://reviewreact.com
2•sara_builds•12m ago•1 comments

Why AlphaTensor Failed at 3x3 Matrix Multiplication: The Anchor Barrier

https://zenodo.org/records/18514533
1•DarenWatson•14m ago•0 comments

Ask HN: How much of your token use is fixing the bugs Claude Code causes?

1•laurex•17m ago•0 comments

Show HN: Agents – Sync MCP Configs Across Claude, Cursor, Codex Automatically

https://github.com/amtiYo/agents
1•amtiyo•18m ago•0 comments

Hello

1•otrebladih•19m ago•0 comments

FSD helped save my father's life during a heart attack

https://twitter.com/JJackBrandt/status/2019852423980875794
2•blacktulip•22m ago•0 comments

Show HN: Writtte – Draft and publish articles without reformatting, anywhere

https://writtte.xyz
1•lasgawe•24m ago•0 comments

Portuguese icon (FROM A CAN) makes a simple meal (Canned Fish Files) [video]

https://www.youtube.com/watch?v=e9FUdOfp8ME
1•zeristor•26m ago•0 comments

Brookhaven Lab's RHIC Concludes 25-Year Run with Final Collisions

https://www.hpcwire.com/off-the-wire/brookhaven-labs-rhic-concludes-25-year-run-with-final-collis...
2•gnufx•28m ago•0 comments

Transcribe your aunts post cards with Gemini 3 Pro

https://leserli.ch/ocr/
1•nielstron•32m ago•0 comments

.72% Variance Lance

1•mav5431•33m ago•0 comments

ReKindle – web-based operating system designed specifically for E-ink devices

https://rekindle.ink
1•JSLegendDev•34m ago•0 comments

Encrypt It

https://encryptitalready.org/
1•u1hcw9nx•34m ago•1 comments

NextMatch – 5-minute video speed dating to reduce ghosting

https://nextmatchdating.netlify.app/
1•Halinani8•35m ago•1 comments

Personalizing esketamine treatment in TRD and TRBD

https://www.frontiersin.org/articles/10.3389/fpsyt.2025.1736114
1•PaulHoule•37m ago•0 comments

SpaceKit.xyz – a browser‑native VM for decentralized compute

https://spacekit.xyz
1•astorrivera•37m ago•0 comments

NotebookLM: The AI that only learns from you

https://byandrev.dev/en/blog/what-is-notebooklm
2•byandrev•38m ago•2 comments

Show HN: An open-source starter kit for developing with Postgres and ClickHouse

https://github.com/ClickHouse/postgres-clickhouse-stack
1•saisrirampur•38m ago•0 comments

Game Boy Advance d-pad capacitor measurements

https://gekkio.fi/blog/2026/game-boy-advance-d-pad-capacitor-measurements/
1•todsacerdoti•38m ago•0 comments

South Korean crypto firm accidentally sends $44B in bitcoins to users

https://www.reuters.com/world/asia-pacific/crypto-firm-accidentally-sends-44-billion-bitcoins-use...
2•layer8•39m ago•0 comments

Apache Poison Fountain

https://gist.github.com/jwakely/a511a5cab5eb36d088ecd1659fcee1d5
1•atomic128•41m ago•2 comments

Web.whatsapp.com appears to be having issues syncing and sending messages

http://web.whatsapp.com
1•sabujp•42m ago•2 comments

Google in Your Terminal

https://gogcli.sh/
1•johlo•43m 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.