name stringlengths 11 25 | start_url stringlengths 16 49 | goal stringlengths 44 151 | site stringlengths 7 40 | scripted_steps stringlengths 1 49 | check_description stringlengths 17 96 | check_python stringlengths 37 191 | check_args stringclasses 1
value | setup stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|
met-sunflowers | https://www.metmuseum.org/art/collection/search | Search the collection for 'sunflowers', show only objects that have an image, and sort the results by date, oldest first. | metmuseum.org collection search | 4: fill, Enter, checkbox, select | URL `q=sunflowers&showOnly=withImage&sortBy=Date` (newest gives `DateDesc`) | lambda u, t, x, a: q(u).get("q") == "sunflowers" and q(u).get("showOnly") == "withImage" and q(u).get("sortBy") == "Date" | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
nuget-serilog-tool | https://www.nuget.org/ | Search NuGet for 'serilog', restrict the package type to .NET tool, and sort the results by downloads. | nuget.org | 4: fill, Enter, radio, select | URL `q=serilog`, `packagetype=dotnettool`, `sortby=totalDownloads-desc` | lambda u, t, x, a: q(u).get("q") == "serilog" and q(u).get("packagetype") == "dotnettool" and q(u).get("sortby") == "totalDownloads-desc" | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
alpine-curl-filter | https://pkgs.alpinelinux.org/packages | Search for the package name 'curl' in branch v3.20, repository main, architecture aarch64. | pkgs.alpinelinux.org | 5: fill, 3× select, Enter | URL `name=curl&branch=v3.20&repo=main&arch=aarch64` | lambda u, t, x, a: q(u).get("name") == "curl" and q(u).get("branch") == "v3.20" and q(u).get("repo") == "main" and q(u).get("arch") == "aarch64" | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
freesound-rain-cc0 | https://freesound.org/ | Search for sounds matching 'rain' and narrow the results to the Creative Commons 0 license and the Soundscapes category. | freesound.org | 4: fill, Enter, 2× facet link | URL `q=rain` and `f=license:"Creative Commons 0" category:"Soundscapes"` | lambda u, t, x, a: q(u).get("q") == "rain" and 'license:"Creative Commons 0"' in unquote_plus(u) and 'category:"Soundscapes"' in unquote_plus(u) | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
ats-shampoo-haircare | https://automationteststore.com/ | Search the store for 'shampoo' in the 'Hair Care' category, include product descriptions in the search, and sort the results by price from high to low. | automationteststore.com | 6: fill, Enter, select, checkbox, button, select | URL `keyword=shampoo`, `category_id` contains 52, `description=1`, `sort=p.price-DESC` | lambda u, t, x, a: q(u).get("keyword") == "shampoo" and "52" in q(u).get("category_id", "").split(",") and q(u).get("description") == "1" and q(u).get("sort") == "p.price-DESC" | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
bnf-hugo-printed-p2 | https://catalogue.bnf.fr/ | Search the catalogue for 'victor hugo', keep only 'Texte imprimé et livre numérique' documents, and go to page 2 of the results. | catalogue.bnf.fr | 4: fill, submit, facet, "Page suivante" | URL `motRecherche=victor hugo`, `listeAffinages` has `FacNatDoc_a`, `pageEnCours=2` | lambda u, t, x, a: q(u).get("motRecherche") == "victor hugo" and "FacNatDoc_a" in q(u).get("listeAffinages", "") and q(u).get("pageEnCours") == "2" | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
vsm-python-installs | https://marketplace.visualstudio.com/vscode | Search for 'python' extensions and sort the results by number of installs. | marketplace.visualstudio.com | 4: fill, Enter, menu, menuitem | URL `term=python&sortBy=Installs` | lambda u, t, x, a: q(u).get("term") == "python" and q(u).get("sortBy") == "Installs" | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
wp-cache-commercial-redis | https://wordpress.org/plugins/ | Search the plugin directory for 'cache', show only commercial plugins, and open the 'Redis Object Cache' plugin. | wordpress.org/plugins | 4: fill, Enter, filter, link | URL `/plugins/redis-cache` | lambda u, t, x, a: "/plugins/redis-cache" in u | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
todomvc-active | https://demo.playwright.dev/todomvc | Add two todos, 'buy milk' and 'walk the dog', then show only the active todos. | demo.playwright.dev/todomvc | 5: fill, Enter, fill, Enter, link | URL ends `#/active`, both todos in text, "2 items left"; localStorage is cleared before each run | lambda u, t, x, a: u.endswith("#/active") and "buy milk" in x and "walk the dog" in x and re.search(r"\b2\s*\|?\s*items?\s*\|?\s*left", x) is not None | u = final URL, t = title, x = visible text of the whole page, a = observed actions | clear_storage |
setlist-radiohead-uk | https://www.setlist.fm/ | Search for 'radiohead' setlists and filter the results to the artist Radiohead and the country United Kingdom. | setlist.fm | 4: fill, Enter, 2× select | URL `query=radiohead&artist=bd6bd12&country=gb` | lambda u, t, x, a: q(u).get("query") == "radiohead" and q(u).get("country") == "gb" and q(u).get("artist") == "bd6bd12" | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
jetbrains-rust-free | https://plugins.jetbrains.com/ | Search for 'rust' plugins, show only free ones, and open the 'Rust' plugin published by JetBrains. | plugins.jetbrains.com | 4: fill, Enter, button, link | URL `/plugin/22407-rust` | lambda u, t, x, a: "/plugin/22407-rust" in u | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
luarocks-rapidjson | https://luarocks.org/ | Search LuaRocks for 'json' including non-root manifests, and open the module 'rapidjson' by xpol. | luarocks.org | 5: fill, Enter, checkbox, button, link | URL `/modules/xpol/rapidjson` | lambda u, t, x, a: "/modules/xpol/rapidjson" in u | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
letcode-dropdowns | https://letcode.in/dropdowns | In the dropdown demo: select 'Apple' as the fruit, 'Batman' as the super hero, 'Swift' as the programming language, and 'India' as the country. | letcode.in/dropdowns | 5: 3× select, scroll, select | observed `current_value` of the four selects | lambda u, t, x, a: selected(a, "apple") == "Apple" and selected(a, "super hero") == "Batman" and selected(a, "programming language") == "Swift" and selected(a, "Select India") == "India" | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
letcode-radio | https://letcode.in/radio | On the radio-button demo: choose 'Foo', choose 'Going', tick 'I agree to the FAKE terms and conditions' and untick 'Remember me'. | letcode.in/radio | 4: 2× radio, 2× checkbox | observed `checked` state of the four controls | lambda u, t, x, a: checked(a, "Foo", "radio") is True and checked(a, "Going", "radio") is True and checked(a, "I agree", "checkbox") is True and checked(a, "Remember me", "checkbox") is False | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
clojars-ring-page3 | https://clojars.org/ | Search for 'ring' and go to page 3 of the results. | clojars.org | 7: fill, Enter, 4× scroll, link "3" | URL `q=ring&page=3` | lambda u, t, x, a: q(u).get("q") == "ring" and q(u).get("page") == "3" | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
fred-unemployment-pop | https://fred.stlouisfed.org/ | Search FRED for 'unemployment rate' and sort the results by popularity. | fred.stlouisfed.org | 4: fill, Enter, sort menu, "Popularity" | URL `st=unemployment rate` and `ob=p` | lambda u, t, x, a: "unemployment" in q(u).get("st", "").lower() and q(u).get("ob") == "p" | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
modrinth-sodium | https://modrinth.com/mods | Search mods for 'sodium', filter to game version 1.21.11, and sort by downloads. | modrinth.com/mods | 5: fill, Enter, version button, sort menu, option | URL `q=sodium&v=1.21.11&s=downloads` | lambda u, t, x, a: q(u).get("q") == "sodium" and q(u).get("v") == "1.21.11" and q(u).get("s") == "downloads" | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
tvmaze-friends-episodes | https://www.tvmaze.com/ | Find the show 'Friends' and open its episode list. | tvmaze.com | 4: fill, Enter, link, tab link | URL `/shows/431/friends/episodes` | lambda u, t, x, a: "/shows/431/friends/episodes" in u | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
qaclickjet-form | https://rahulshettyacademy.com/dropdownsPractise/ | Choose 'Round Trip', tick the 'Senior Citizen' discount, set the currency to USD, and enter 'India' in the country box. | rahulshettyacademy.com/dropdownsPractise | 4: radio, checkbox, select, fill | observed radio/checkbox/select state and the country field's value | lambda u, t, x, a: checked(a, "Round Trip", "radio") is not False and checked(a, "One Way", "radio") is not True and checked(a, "Multicity", "radio") is not True | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
cocktail-margarita | https://www.thecocktaildb.com/ | Find the recipe page of the 'Margarita' cocktail. | thecocktaildb.com | 3 | URL `/drink/11007` | lambda u, t, x, a: "/drink/11007" in u | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
mealdb-arrabiata | https://www.themealdb.com/ | Open the recipe for 'Spicy Arrabiata Penne'. | themealdb.com | 3 | URL `/meal/52771` | lambda u, t, x, a: "/meal/52771" in u | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
gentoo-openrc-talk | https://wiki.gentoo.org/wiki/Main_Page | Open the discussion (talk) page of the wiki article 'OpenRC'. | wiki.gentoo.org | 3 | URL contains `Talk:OpenRC` | lambda u, t, x, a: "Talk:OpenRC" in u | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
webkit-css-bugs | https://bugs.webkit.org/ | Browse the WebKit product's components and open the bug list for the 'CSS' component. | bugs.webkit.org | 3 | URL `buglist.cgi?...product=WebKit&component=CSS` | lambda u, t, x, a: "buglist.cgi" in u and q(u).get("product") == "WebKit" and q(u).get("component") == "CSS" | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
govdata-wetter-energie | https://www.govdata.de/ | Search for 'Wetter' datasets and filter them to the category 'Energie'. | govdata.de | 3 | URL `q=Wetter&groups=ener` | lambda u, t, x, a: q(u).get("q") == "Wetter" and q(u).get("groups") == "ener" | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
fedora-vim-common | https://packages.fedoraproject.org/ | Search for 'vim' and open the package 'vim-common'. | packages.fedoraproject.org | 3 | URL `/pkgs/vim/vim-common` | lambda u, t, x, a: "/pkgs/vim/vim-common" in u | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
racket-argo | https://pkgs.racket-lang.org/ | Search packages for 'json' and open the package 'argo'. | pkgs.racket-lang.org | 3 | URL ends `/package/argo` | lambda u, t, x, a: u.rstrip("/").endswith("/package/argo") | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
rdrr-ggplot | https://rdrr.io/ | Search the R package documentation for 'ggplot'. | rdrr.io | 2 | URL `/search?q=ggplot` | lambda u, t, x, a: "/search" in u and q(u).get("q") == "ggplot" | u = final URL, t = title, x = visible text of the whole page, a = observed actions | null |
Suite C — 27 multi-step browser tasks on held-out real websites
A small live benchmark for web agents: 27 tasks on 27 real sites, 19 of them needing 4 or more actions (search, then filters, sort, pagination, opening the right result). Every task has a programmatic success check on the final page (URL parameters, title, visible text or observed form state), so no LLM judge is needed.
Built to evaluate cklxx/laya-browser: none of these domains appears in any of its training sources (checked at start-up against the training domain list).
Tasks
tasks.jsonl, one row per task:
name e.g. "wp-cache-commercial-redis"
start_url where the agent starts
goal "Search the plugin directory for 'cache', show only commercial plugins, and open the 'Redis Object Cache' plugin."
scripted_steps the length / shape of a scripted solution ("4: fill, Enter, filter, link")
check_description what success means ("URL /plugins/redis-cache")
check_python the exact check: lambda u, t, x, a: ... (u = final URL, t = title, x = visible text, a = observed actions)
setup optional pre-run hook (clear_storage: the site's localStorage is cleared first)
Validation
Every task was validated with a model-free scripted solution (observe → pick the action by label → act): a task was
kept only if the script passed its check 3/3 on separate runs and the check failed on the start page (doing nothing
cannot pass). The judge scrolls the whole final page before checking, so results do not depend on where the agent left the
scroll position. Runner and scripts: code/apps/browser_suite_c.py, code/apps/suite_c_scripts.py, code/apps/SUITE_C.md
in cklxx/laya-browser.
Results
| agent | passed (27 tasks × 2 runs) |
|---|---|
| laya-browser v17s (322M, one forward pass per step) | 2 / 54 |
| laya-browser v19s | 11–14 / 54 (two ×2 runs) |
results/ has v19s's per-task results and full step traces. Live sites change and load at different speeds: a single run
varies by about ±4 tasks, so repeat runs before comparing agents.
License
Apache-2.0 (task definitions and checks). The sites belong to their owners; run the tasks politely (they are ordinary public search / browse flows, no logins, no purchases).
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