CalibratedDecisions.

01 · 299 projects

Jev for agents & browsers

Browser agents need to choose an action on every step. With Jev each step is a choice from the actions actually available on the page, which keeps agents fast and on the rails.

What Jev decides: Pick the next click, field or navigation from the legal actions on screen.

Projects, newest first

Agents & browsersdocent_chrome_pluginA pluign for TypeSafe AI's Jev.GitHub · ★ 2 · yepherAgents & browsers@sideform/browser-agentGoal-driven browser agent library in TypeScript (controller, step policy, browse_task loop) whose step policy uses a System One decision client such…GitHub · dan-rozhkovAgents & browsersLathAgent loops that pay for model calls over a Tempo payment channel with every call recorded on Solana; a separate TypeSafe Jev decision answers…GitHub · lath-agentsAgents & browsersvoice-browsermacOS command bar that drives Chromium, Dia, Arc or Chrome from plain English; TypeSafe Jev (or SubQ Snap) picks clicks and targets for fast single…GitHub · ken-code-wqAgents & browsersjevdohsom (Harness for System One Models, repository jevdo) lets Jev operate a bash shell by walking a strict-allowlist decision tree of commands,…GitHub · ★ 4 · gi-dellavAgents & browserskureksistantAutonomous, sub-second personal AI assistant for Arch Linux (Hyprland) & macOS.GitHub · ★ 1 · nodaysidleAgents & browsersego-jevCLI that lets Jev click through multi-step browser flows inside ego lite (your real Chromium browser on macOS) while your LLM agent keeps the goal;…GitHub · kimjisubAgents & browsersjob-agentsThree spec-driven agents that collect job postings, score resumes against them, and email a daily digest; TypeSafe Jev gates new postings on…GitHub · senthilswebAgents & browsersPhonePilotAndroid task automation (Chinese docs): Codex plans and reviews, TypeSafe Jev picks the next UI action and target from the accessibility tree, and…GitHub · afetminAgents & browsersSimOpen-source workspace with 29,796 stars for building, deploying and monitoring AI agents and workflows -- visual builder, chat, tables, files and…GitHub · ★ 30kAgents & browsersjev-ui-testJev-driven UI test framework: natural-language cases, pytest + Allure; TypeSafe Jev scores candidate elements instead of generating next-step prose…GitHub · ★ 55 · buer2233Agents & browsersBrowserClawChrome MV3 extension plus a local MCP server exposing 50 browser tools; its chrome_act_toward_goal micro-loop uses TypeSafe Jev System One or a local…GitHub · ★ 33Agents & browsersPublic BrowserMCP server that lets Claude Code, Cursor and other clients drive Chrome over the DevTools Protocol, exposing an accessibility-tree menu of stable…GitHub · ★ 18Agents & browsersSedumPre-alpha browser-testing framework: write Playwright tests in TypeScript with plain-English ai(...) steps, where TypeSafe Jev (default) resolves…GitHub · ★ 11 · sedum-devAgents & browsersGUI JEV HarnessPython harness for GUI grounding: it divides a screenshot into grid tiles, has a vision model describe each tile neutrally, then asks typesafe-ai/jev…GitHub · ★ 4Agents & browsersWebJevApache-2.0 decision models for browser agents: a Qwen3.5-35B-A3B fine-tune that answers jev-ultrafast's per-step operation and target-element Choice…GitHub · ★ 4Agents & browsersIntern Decision MlxServes Shanghai AI Lab's Intern-Decision-0.8B vision decision model on Apple Silicon behind a /v1/systemone-shaped endpoint: screenshots plus typed…GitHub · ★ 1Agents & browsersCua-S1 FormsA 706,048-parameter form-filling scorer from Cua AI: given a UI element and candidate options it returns one probability per option, including check,…Site · Cua AIAgents & browsersCloakBrowser-AgentStealth browser agent where TypeSafe Jev decides each step (~0.3 s) and CloakBrowser executes human-like actions (MCP, CLI, Python API)GitHub · ★ 3 · CloakHQAgents & browsersjev-maxJev browser agent aimed at pages ordinary Jev agents miss: a piercing snapshot walks open shadow roots and same-origin iframes into one indexed…GitHub · ★ 3 · saloni-gargAgents & browsersreflex-cuComputer use MCP server for Claude Code, Codex and other AI agents.GitHub · ★ 1 · 8itlabAgents & browsersjev-browser-wingmanBrowser automation where TypeSafe's Jev model picks each step.GitHub · ★ 7 · coderexpert123Agents & browsersAuto-OuiChrome extension (French UI) that watches a tab you enable and answers "Oui" — or clicks the approve button — when an AI agent on supported sites…GitHub · ★ 1 · jasondupontbizzAgents & browsersReverieSpec-driven browser test agent: Markdown specs are run step by step by a multimodal pilot while hosted TypeSafe Jev (default, via OpenRouter) or…GitHub · ★ 1 · r3c0nc1l3rAgents & browsersREPLAYmacOS computer- and browser-use toolkit (Chinese docs, English summary) splitting work fast and slow: a slow model such as Opus plans, handles…GitHub · balue8246-makerAgents & browsersOpenComputerUseBackground computer use for agents as an MCP server: start a session with a desktop app, drive it by window coordinates or accessibility elements…GitHub · ★ 15 · IAmJSDAgents & browsersVision-JevAn open vision-enabled JEV-like model.GitHub · ★ 7 · LMDHQ-0420Agents & browsersA data analyst agent with Jev as the review layerQwen does the work, Jev reviews it, Vercel eve runs the loop.X post · SumanthAgents & browsersjev-job-searchFind software internships and new-grad jobs, fill the application forms, check every answer on the page, and send the ones you approve.GitHub · ★ 5 · qbekaAgents & browsersjev-mobile (xinwang-nwpu)One TypeSafe Jev decision per step over the A11Y tree, executed via ADB.GitHub · ★ 4 · xinwang-nwpuAgents & browsersjev-webcontrolJEV Web Control - 基于JEV模型的网页自动化浏览器插件,适用中文环境,快速体验.GitHub · ★ 2 · moshui963Agents & browsersgrokbot-jev-skillsTen Grok Bot agent skills, adapted from hermes-jev-skills, that hand small decisions — which search results to read, passage filtering and injection…GitHub · ★ 1 · fal3Agents & browsersInspireJevBrowser-automation execution toolkit (Chinese and English docs) where the main agent plans and verifies while TypeSafe Jev picks Playwright actions…GitHub · ★ 1 · q1325833367Agents & browsersMac Voice ControlHands-free macOS control by voice: Deepgram or local Whisper speech-to-text, typed action routing by Jev (typesafe/jev through Command Code's…GitHub · nagesh-bhosleAgents & browsersExplorbotAI Agent for Exploratory Browser Testing.GitHub · ★ 91 · testomatioAgents & browsersjevpipePipe anything into Jev, get typed decisions out.GitHub · ★ 6 · fabianbothAgents & browsersjevtest (Just-Betr)Plain-English end-to-end tests for Android and iOS apps, driven by TypeSafe's Jev.GitHub · ★ 3 · Just-BetrAgents & browsersmobile-jev-ultrafastNatural language lets JEV operate the phone.GitHub · ★ 3 · cnhuyeAgents & browsersjevableYour agent wakes up for what matters.GitHub · ★ 2 · parall-hqAgents & browsersswitchyardmacOS menu-bar app that opens every link in the right Dia/Chrome profile; TypeSafe Jev decides uncovered links and confident answers become local…GitHub · ★ 2 · kevinebaughAgents & browsersnorth-starHermes Agent skill whose north-star gate is judged by Jev (TypeSafe System One): turn an intention into a checkable finish line, generate the run…GitHub · ★ 2 · poponline63Agents & browsersjev-mcp (legostin)MCP server that lets Claude Code, Codex, and other MCP agents drive a real Chrome browser while TypeSafe Jev answers typed element/action questions…GitHub · ★ 1 · legostinAgents & browsersjev-ultrafast-ai-ui-testsJev-ultrafast AI Framework for UI Tests.GitHub · ★ 1 · maksimTrsAgents & browsersjevaA 2B browser-agent decision model.GitHub · ★ 1 · chemanyAgents & browsersRelayWatch computer-use agents work.GitHub · ★ 1 · Kevin-Liu-01Agents & browsersAgent ToolCursor/VS Code extension and a Chrome/Edge/Brave extension that catch Skills and Subagents while you browse and install them into your coding agents.GitHub · den0206Agents & browserssuper-researchA research agent that spends on one expensive model call per pass.GitHub · matwateAgents & browsersmulti-modal-jev-browserBrowser agent (CLI mmjb, Python library and 13-tool MCP server) where a decision model picks each step — Jev via OpenRouter reading the element list,…GitHub · foklepointAgents & browsersSystem One HarnessPython controller that turns a System One decision model into an agent loop: observe an environment, compile a finite action space into typed…GitHub · ★ 162 · HarnessRouterAgents & browsersDsh OpencliDeepSeek Harness plugin that gives agents hands in the user's own logged-in browser: 176 site adapters with 200+ one-shot commands plus generic page…GitHub · ★ 2 · IKEASven69Agents & browsersBrain Speeddial Eeg JevOffline prototype replaying public Shin 2017 EEG sample-by-sample to trigger intents, gate actions with a Jev policy question, and confirm via repeat…GitHub · ★ 1 · AshwaniKottapalliAgents & browsersJev Vphone CLIVirtual-iPhone CLI whose stated goal is handing a booted guest to Jev from a natural-language goal: full VM pipeline plus host control socket with…GitHub · ★ 1 · gpazoAgents & browsersjev-flight-agentBrowser-use demo agent that finds flights from a natural-language goal: TypeSafe Jev chooses each DOM operation/target from an indexed element table;…GitHub · kallurayaankitAgents & browsersJev Form FillChrome extension that matches clipboard/source text to form fields with TypeSafe Jev, lets you review proposals, fill selected fields in page order,…GitHub · takasekAgents & browsersSpeedy JevBrowser extension that asks your saved Jev questions about the selected text or whole page with one click and shows typed answers.GitHub · onlineericAgents & browsersOneJevMultimodal System One decision model for screens, photos, video, and text in one forward pass.GitHub · ★ 165 · OmniJevAgents & browsersDeepreseach LearingLangGraph deep-research agent that plans, searches, reads pages, aggregates evidence, checks gaps, and writes a Markdown report with sources, built…GitHub · ★ 54 · 1612535983Agents & browsersSkilled Agent Harness Spec Driven LoopsAssistant framework that stores specs, memory, and specialist agents as plain markdown files in your repo for Claude Code, Codex, Opencode, and…GitHub · ★ 37 · MichelKerkmeesterAgents & browsersjev-browser-skill (hqman)Standalone Playwright Chromium skill/jb CLI: Jev chooses in-page actions for a scoped browser goal.GitHub · ★ 35 · hqmanAgents & browsersJevDoJev-first DeepSeek Harness agent loop that reuses validated Actions before calling a frontier model.GitHub · ★ 27 · yinhong-zhouAgents & browsersMetaCogPython inference-time loop that lets a separate judge score one greedy answer and, when uncertain, samples extra thought paths in parallel and…GitHub · ★ 25 · ItIsCuthNotCupAgents & browsersjev-macos-loopNative Apple silicon macOS computer-use agent: local OmniParser CoreML + Vision OCR + Accessibility identify controls; Jev chooses the next guarded…GitHub · ★ 23 · jcpsimmonsAgents & browsersUlkaLocal browser-agent extension where FX plans tasks and Jev picks constrained actions from observed elements, with model calls routed through Vercel…GitHub · ★ 22 · razaansthaAgents & browsersAlgalLanguage and VM for agent programs that wait for approval, survive restarts, and replay portable receipts without recalling the model.GitHub · ★ 21 · hranessAgents & browsersEutryaStandalone terminal agent with TypeSafe Jev in the decision loop: attention modes, candidate rubrics, single-use decision tickets, research lane, and…GitHub · ★ 15 · hellozenstrategist-labAgents & browsersDejevuPython browser agent that reads one lean page view per state and answers with a single JSON action, using any OpenAI-compatible model with no…GitHub · ★ 11 · idovmamaneAgents & browsersjev-browser-bridgeBridge any CDP-speaking browser—cloud, local, or self-hosted, including no-render engines—into Jev browser automation, with verified runs across many…GitHub · ★ 9 · lexmountAgents & browsersWevLocal System One decision models in 1.7B, 4B and 8B sizes that answer choice, yes/no and score questions over the POST /v1/systemone shape, with no…GitHub · ★ 3 · alanhuangyooAgents & browsersJev Browser PilotA Python decision layer for browser and desktop automation: your code observes the surface, builds the candidate list and verifies the result, and…GitHub · ★ 2 · aidil2105Agents & browsersLearn Agent ArchitectureA section-by-section guide to agent harnesses - loop, tool runtime, permissions, hooks, subagents, skills, memory, background work - using Claude…GitHub · ★ 1.1k · hardness1020Agents & browsersCelestoSandboxed virtual machines for agents: each sandbox is a microVM that starts in about 500 ms, keeps files and state between sessions, and runs…GitHub · ★ 1.0k · CelestoAIAgents & browsersSurf CLIChrome-control CLI for AI agents with opt-in surf semantic.* commands: TypeSafe Jev selects the next action from Surf's allowed menu and checks…GitHub · ★ 635 · nicobailonAgents & browsersFluidUseLocal macOS computer-use automation on Apple silicon using on-device laya typed decisions and CUA-S1-FORMS for filling, via the Accessibility API.GitHub · ★ 510 · FluidInferenceAgents & browsersArc CuaA macOS action layer that lets a planner hand a bounded desktop subtask to a fast decision model which runs the UI loop, plus a driver you can run on…GitHub · ★ 318 · shhivvAgents & browsersFast Browser UseAn agent skill that reproduces Jev-style single-step logits over indexed browser controls using local Qwen weights for offline browser use.GitHub · ★ 228 · APUS-AI-LabAgents & browsers332 Lab Jev ChatAndroid and Windows assistant that reads the chat already on your screen through accessibility nodes or OCR, has Jev judge intent, danger level and…GitHub · ★ 169 · Liyucheng1997Agents & browsersAnna-AgentA local-first desktop agent for macOS that carries work from a conversation through to a reviewable result, split into Home, Cowork and Crew.GitHub · ★ 147 · Foxtailsss-AndyAgents & browsersJevryDesktop browser agent: the browser observes state, offers executable actions, and TypeSafe Jev chooses the next step while a separate text/vision…GitHub · ★ 102 · michaelswissaAgents & browsersGhosthandsmacOS agent loop that moves a real USB HID mouse and keyboard under a vision model, with an experimental decision-model lane picking the next…GitHub · ★ 56 · affirmitvAgents & browsersclef-flash running locally on an M5 MaxCloudflare's new decision model can see, and it runs on a laptop.X post · Luis CatacoraAgents & browserssay-hiEducational demo where TypeSafe Jev (jev-1.13.0) types every reply one key at a time by choosing among keyboard options, with cost/keystroke caps and…GitHub · ★ 3 · huemorgan2Agents & browsersFly x JevBrowser demo: MaleCNS fruit-fly connectome robot where TypeSafe Jev picks which descending neuron fires next.GitHub · ★ 7 · pasangimhanaAgents & browsersjev-ultrafast-skill (SherseaHe)Portable Agent Skill instructions and bounded runner for Jev-powered Chrome automation via browser-use/jev-ultrafast.GitHub · ★ 2 · SherseaHeAgents & browsersjevpilot (bloudhood)MCP browser that finishes goals with TypeSafe Jev picking each step (distinct from standardagents/jevpilot driving demo).GitHub · ★ 2 · bloudhoodAgents & browsersMovoCompact Linux desktop computer-use agent built for TypeSafe Jev: observe → typed decide → act → verify.GitHub · ★ 1 · truehannanAgents & browsersjevwrightBrowser E2E tests as user steps: TypeSafe Jev picks UI controls once; recordings replay without the model; code owns pass/fail.GitHub · ★ 13 · Ice-HazymoonAgents & browsersfast-browserOpen-source browser automation for Codex and MCP: Playwright actions with Jev/Laya typed decisions over page state.GitHub · ★ 4 · hamza-sahinAgents & browsersAPUS-OpenJev-v1Decision models for browser agents with a selectable compute depth.Site · APUS AI LabAgents & browsersjevbBrowser and phone use for AI agents in plain English: the agent says what it wants (jevb act mark "Buy oat milk" as done, jevb check …) and TypeSafe…GitHub · mitya777Agents & browserslaya-browserLaya fine-tuned into the decision head of a browser agent.Site · cklxxAgents & browsersOpenJev (open weights)Typed decisions about text, web pages and screenshots, within 2 points of Jev.Site · OpenJevAgents & browsersTiny-JevA 0.6B System One model: structured state in, typed decisions out.Site · lostargonAgents & browsersMobile Agent (KYRIE66nb)Open-source on-device Android AI agent (Chinese/English) that sees and taps the screen, with an optional dedicated decision backend — TypeSafe Jev or…GitHub · ★ 79 · KYRIE66nbAgents & browsersandroid-jev (FZ2000)MCP server and skill that let an agent drive an Android phone naturally over adb with Jev action choice.GitHub · ★ 1 · FZ2000Agents & browsersjev-browser-sidekick-mcpMCP browser sidekick: you write steps; Jev chooses which control carries each one out.GitHub · TechyAdityaAgents & browsersjev-decide (abdullahaamuda)System One decision layer for browser/desktop automation—page-state judgments via TypeSafe Jev.GitHub · abdullahaamuda-codeAgents & browsersjev-desktopWindows desktop agent that lets Jev pick the next UI action from plain-language goals.GitHub · ehtan-smaltaiAgents & browsersIs Jev actually good at computer use?Steve from Builder.io tests Jev on computer use.YouTube · youtube.com/@builderioAgents & browsersJev Focus GuardChrome Manifest V3 extension that asks TypeSafe Jev whether page elements are ads or distractions, then hides them.GitHub · tx-smithtAgents & browsersQuickE2EPlain-English end-to-end testing library for web apps: you write a goal and inputs, a small decision model picks each browser step — hosted Jev…GitHub · ★ 97 · dmokaAgents & browserswevOpenJev (wev-ai / openjev-ai on PyPI): open, local System One decision models OpenJev-1.7B/4B/8B on Hugging Face that answer the POST /v1/systemone…GitHub · ★ 65 · alanhuangyooAgents & browsersjev-kitEverything you need to run TypeSafe's Jev with Claude Code: a tool-call guard, tier guard, file search, browser agent, review, belay, compaction and…GitHub · ★ 34 · jonathanavis96Agents & browsersFlick (flick-computer-use)Local stdio MCP computer-use server: agents hand Flick a goal, exact inputs, and completion conditions; TypeSafe Jev runs the observe→decide→act loop…GitHub · ★ 13 · bgivenbAgents & browsersIronBee ExpressGoal-driven browser agent: each step is one TypeSafe Jev decision over the page's offered controls plus one IronBee DevTools call that acts and…GitHub · ★ 12 · ironbee-aiAgents & browsersjev-chat-windowsWindows 微信回复助手(非官方修改版):本地离线 OCR 读屏 + 模型起草候选回复 + 一键填入微信输入框,可选自动发送。不 hook、不注入、不读微信数据库。GitHub · ★ 8 · caizili999Agents & browsersjev-sim-useFast iOS Simulator / Android navigator on top of sim-use: TypeSafe Jev picks the next on-screen action each step instead of a full agent turn per tap.GitHub · ★ 8 · Ryu0118Agents & browsersCUA-JEVOpen reference framework for Jev-powered computer use: task adapters propose legal actions; TypeSafe Jev chooses a concrete action and channel; code…GitHub · ★ 5 · ZJU-REALAgents & browsersjevbriefPlaywright briefing layer for TypeSafe Jev: filters page elements with drop reasons, asks one Choice for the next click, and writes a local trace…GitHub · ★ 4 · ParthkomalwadAgents & browsersjev-browser-skill (ChenYCL)Browser and computer-use CLI/MCP for coding agents: TypeSafe Jev supplies calibrated action judgments while code owns the control loop (ego lite /…GitHub · ★ 2 · ChenYCLAgents & browsersjev-browse (danielnc)browser-harness helpers so coding agents hand off website sub-tasks in one call; TypeSafe Jev decides each click/type.GitHub · ★ 2 · danielncAgents & browsersplotveilA quiet spoiler blocker for YouTube comments.GitHub · ★ 1 · DearestAgents & browsersDepthJevEmbodied navigation agent that turns RGB into metric depth and text facts so TypeSafe Jev can choose navigation actions in EmbodiedBench…GitHub · ★ 1 · ZJUCQRAgents & browsersjev-browse (cooper667)Claude Code plugin that runs a plain-English Playwright checklist: TypeSafe Jev on Cloudflare Workers AI (typesafe/jev) picks elements from the…GitHub · ★ 1 · cooper667Agents & browsersCortexA local MCP server that cuts computer use from 23s to 0.8s.X post · CartwrightAgents & browsersGPTBots.ai integrates JevA two-layer AI with Jev on the decisions.X post · yasuhito_morimoAgents & browsersJev is the semantic if in your agent loopThe LLM writes, Jev answers typed questions, your code branches.X post · nicolayAgents & browsersThe decision-making brain for agentsJev framed as an agent’s decision brain.X post · LilysAI_Agents & browsersThe Jev stackOne builder’s agent stack, shared.X post · dealerdefiAgents & browsersAgentRunWorkflow language for the agents you already run: define repeatable steps, let TypeSafe Jev make focused typed checks (@parcha/agentrun-jev), and…GitHub · ★ 234 · Parcha-aiAgents & browsersjev-browser (openqa-cn)Jev chooses the control, Playwright acts.GitHub · ★ 105 · openqa-cnAgents & browserssystem1-agentsJev, Laya and Cua-S1 as the brain for agents.GitHub · ★ 64 · ThinkFlowLabAgents & browserslaya-pilotReplayable Excel test cases from live browser pages.GitHub · ★ 43 · anthonyliAgents & browsersJev agent with top-k logits proposalsA research design for a Jev-native agent system.GitHub · ★ 22 · 6Mikao9Agents & browsersopen-jev-layaBrowser-only Laya demos powered by Transformers.js.GitHub · ★ 10 · killkliAgents & browsersjevelryOpen code for Jev, shown on Hacker News.GitHub · ★ 6 · backant-ioAgents & browsersmacos-computer-use-kitAX-first computer use on macOS with optional Jev semantic guards.GitHub · ★ 4 · Sur-CaiAgents & browsersjev-adblockOpen-source AI ad blocker for Chrome.GitHub · ★ 2 · fazlerocksAgents & browsersjev-phoneDrive a real phone with TypeSafe Jev choosing indexed UI actions while phone-use executes taps/types on iOS Simulator, Android, or a cloud phone.GitHub · ★ 2 · RajmeetAgents & browsersFootworkDual-process browser agent: TypeSafe Jev acts as a fast System 1 chooser over a code-built menu, while browser-use's LLM loop remains System 2; a…GitHub · ★ 1 · Tom-R-MainAgents & browsersWindowsJevToken-efficient Windows automation and durable research MCP server for Codex and Claude Code, powered by TypeSafe Jev.GitHub · ★ 1 · TeylersfAgents & browsersajevt-browserBounded Jev System One browser tool for Pi, OpenCode V2, Amp, and MCP: one ajevt_browser call runs observe → decide → validate → act using Vercel…GitHub · ★ 1 · XYenonAgents & browsersfirefox-jev-mcpMCP server that lets Claude drive Firefox: Claude plans; TypeSafe Jev chooses which page element to act on; Claude resumes when Jev is unsure or the…GitHub · ★ 1 · kitoutou999Agents & browsersjev-browser-mcp (bothuany)MCP browser for coding agents: your model states intent; TypeSafe Jev chooses clicks; a cheap reader model sees the page; only the answer returns—not…GitHub · ★ 1 · bothuanyAgents & browsersjev-demoTypeSafe Jev(System One 决策模型)零依赖网页体验台:浏览器操作 / 意图识别 / Agent 上下文裁剪三大预设场景,发送状态与类型化问题,拿到带校准概率的结构化答案.GitHub · ★ 1 · PenglongHuangAgents & browsersSniffslopA browser extension that classifies text with Jev.GitHub · ★ 1 · a_cAgents & browsers18K stars in a weekjev-ultrafast splits every browser decision into operation, target and value.X post · starmexxxAgents & browsersA shopping conciergeJev decides as you shop.X post · s5ststttAgents & browsersAuto-filling external link infoJev fills in the details for a pasted link.X post · robot_yzAgents & browsersJev books an Uber by itselfAn Android phone controlled by Jev, from app open to payment.X post · heyorvianAgents & browsersJev decides, Grok actsA cleaner agent architecture.X post · shwetabjajAgents & browsersjev-browser-use (AuroraPixel)Jev-powered browser automation for Codex and Claude: persistent Chrome daemon, CLI/MCP/extension, conditional plans, and host handoffs when reading…GitHub · AuroraPixelAgents & browsersjev-domTypeScript research package: TypeSafe Jev operates any web page through its DOM action space (buttons, links, fields)—no WebMCP required.GitHub · eralabs-aiAgents & browsersjev-qa (moonshot-partners)TypeScript CLI for Jev-driven parallel browser QA: acceptance, adversarial, and smoke verification of web changes with structured decision loops…GitHub · moonshot-partnersAgents & browsersJevLangGraph (blacksinisterx)LangGraph agent where TypeSafe Jev—not an LLM—chooses continue/search/use_tool/retry/finish/escalate at every branch (distinct from…GitHub · blacksinisterxAgents & browsersJIS · PARALLELIZE (lovstudio/jis)Self-organising agent swarm: rules do zero-token coordination; TypeSafe Jev judges verify/adopt/dispute when rules cannot; LLMs solve tasks and…GitHub · lovstudioAgents & browsersThe Jev and Claude Code stack, run wideOne prompt lets agents run wide instead of long.X post · cyrilXBTAgents & browsersagent-desktopDesktop control from the accessibility tree, with Jev picking the operation.GitHub · ★ 1.7k · lahfirAgents & browsersJev-cuA computer-use repository built around Jev.GitHub · ★ 599 · Sac-YAgents & browsersSocaiA local browser agent that reads social media by driving your signed-in Chrome across Xiaohongshu, TikTok/Douyin, Instagram, and LinkedIn; a…GitHub · ★ 217 · socai-ioAgents & browserslaya-ultrafastjev-ultrafast, with Laya in place of Jev.GitHub · ★ 179 · ipenywisAgents & browsersJev × WebMCPChrome side panel that uses TypeSafe Jev (System One) to select and populate WebMCP tool calls from keystrokes on the current page.GitHub · ★ 116 · Sarah Drasner / sdrasAgents & browsersJev-as-PolicyOne-click simulation setup with Jev as the control policy.GitHub · ★ 41 · YuanKJingAgents & browsersjev-cuaNative macOS floating bar for continuous voice and text commands.GitHub · ★ 36 · ronadin2002Agents & browserslaya-browser-agentLocal, open-source Jev alternative: browser agent decisions with Laya (System One model) on your own machine.GitHub · ★ 9 · ChenneyZhuangAgents & browsersmidscene-jev-runnerCommunity Playwright/Midscene Test runner that lets TypeSafe Jev (via OpenRouter Decisions) pick browser operations and targets on a caller-owned…GitHub · ★ 7 · KiritoKingAgents & browsersgpui-agentExperimental macOS-first toolkit: observe a GPUI app’s accessibility tree, ask TypeSafe Jev to choose a typed next action/target (and optional text…GitHub · ★ 6 · stolinskiAgents & browsersjev-wingman基于 Jev 的聊天决策辅助,不挑 App(QQ / 微信 / 飞书皆可)· An on-device chat co-pilot that returns typed verdicts instead of prose, built on Jev.GitHub · ★ 4 · 1104480426-hashAgents & browsersego-jev-ultrafastJev drives your Ego Lite browser: one typed-choice request per step.GitHub · ★ 3 · shikaizhong-designAgents & browsersjev-browser-controlLet Claude code, chatgpt codex or control your own Chrome.GitHub · ★ 3 · nexibeoAgents & browsershunch⚡ Browser agent that acts on a hunch: Jev (TypeSafe System One) picks every click in ~150 ms, an LLM is only needed when confidence drops.GitHub · ★ 1 · HAR5HA-7663Agents & browsersJEV Reasoning NavigatorPython middleware/runtime for autonomous LLM agents that separates TypeSafe Jev semantic judgment from operational PolicyEngine decisions, capability…GitHub · ★ 1 · AndreuVMAgents & browsersBrowser control on a cloud machineThe popular browser scenario, run on a cloud box for AI employees.X post · blanplanAgents & browsersWakegateAn experimental TypeScript gate that asks Jev one wake, not-yet, or unrelated Choice before resuming a sleeping agent's LLM, while code handles…GitHub · shitianfangAgents & browsersWeChat automation with Jev and DeepSeekThe accessibility node tree read first, screenshots only as a fallback.X post · Versun PanAgents & browsersTipTourA pointer companion for the Mac, with Jev driving the cursor.GitHub · ★ 662 · Milind SoniAgents & browsersJevHarnessLLM-written Jev harnesses, with reward reflection over the full trajectory.GitHub · ★ 241 · TianyuCodingsAgents & browsersdohnutsDohnuts builds small multimodal models for direct decisions.GitHub · ★ 27 · PsiACEAgents & browsersJevLoopAn agent loop where the decisions cost no LLM call.GitHub · ★ 18 · zjunlpAgents & browsersjev-agent-browserFast, bounded browser agents powered by Jev and agent-browser — typed actions, research, classification, and safe orchestration.GitHub · ★ 11 · forvelaAgents & browsersPlayJev (filed)Typed browser automation: Playwright acts, Jev decides.GitHub · ★ 10 · filedcomAgents & browsersego-jevOne ~0.4 s typed decision per DOM step, instead of an LLM turn.GitHub · ★ 9 · ZephyrDengAgents & browsershearth-jev-rental-searchLocal rental-search agent: drives Chrome across Craigslist, Facebook Marketplace, Redfin, and Zillow from one plain-language request, and returns a…GitHub · ★ 9 · Nancy-ChauhanAgents & browsersjev-minesweeperTypeSafe Jev (System One) にブラウザ上のマインスイーパーを解かせるデモ.GitHub · ★ 8 · comocAgents & browsersjev-usecasesProduction TypeSafe Jev (System One) use-case harnesses with confidence-gated decision logic.GitHub · ★ 8 · kenhuangusAgents & browsersjev-androidKotlin Android UI-agent SDK: builds a dynamic action table from the accessibility tree; TypeSafe Jev (or optional DeepSeek) selects the next…GitHub · ★ 5 · dougsongAgents & browsersego-jev (jiangkoumo)Pluggable ego lite browser decision layer: one TypeSafe Jev System One call per step with fail-closed execution guards.GitHub · ★ 5 · jiangkoumoAgents & browsersjev-browser-skillReference Claude Code / Codex skill: TypeSafe Jev chooses browser operations and targets from a code-built element table (no planner LLM).GitHub · ★ 3 · zurfyxAgents & browsersjev-computer-use-skill (Mrchen116)Codex/agent skill that delegates repetitive computer-use judgments to TypeSafe Jev to save LLM callsGitHub · ★ 2 · Mrchen116Agents & browsersjev-chrome-mcpMCP adapter that runs the jev-browser-use click loop inside Google Chrome for Cursor/Codex (and any local-process MCP client).GitHub · ★ 1 · Pioneer113Agents & browsersjevnavBrowser automation where TypeSafe Jev picks page elements (and, in loop mode, action/goal/context), every decision is traced to JSONL, risky steps…GitHub · ★ 1 · dtduc-gitAgents & browsersA browser step from 2 s to 0.2 sTen model calls became two, and accuracy fell six points.X post · xunaooAgents & browsersA study group week on JevHow it differs, where it fits, how to put it in a harness.X post · sora19aiAgents & browsersJev as an observer of agent runsGood for progress and cost-to-finish, not for guarding anything.X post · zeroxminAgents & browsersJev Engineering as the brain of an agentAn answer to unstable results from free-form prompting.X post · pprownets2023Agents & browsersJev inside a harness, from a study groupNotes from a gakuse.ai session on mechanisms and overseas cases.X post · tateko_aiAgents & browsersjev-cuaA local computer-use fast path for Codex and Waku.GitHub · Eronmonsele AigbilueseAgents & browsersPlanning while Jev picks the next actionA 105-second demo of the async split between the two models.X post · VertrAIAgents & browsersThe next move in Minecraft and in a browserOne short video, two loops, with OpenRouter benchmarks.X post · VertrAIAgents & browsersTrust the ordering, not the confidence numberWhere to place the decision model inside an agent harness.X post · Ranjan KumarAgents & browserstypesafe-computer-use-winWindows port of typesafe-computer-use: deterministic UI Automation + OCR observations, TypeSafe Jev multi-Choice decisions per step, and an optional…GitHub · Vatsa10Agents & browsersjev-useSay it, and your Mac does it, with no vision model.GitHub · ★ 97 · savka777Agents & browsersjev-desktopJev picks the action inside Codex Computer Use.GitHub · ★ 71 · yikangy873Agents & browsersjev-cookbookPractical, tested recipes for TypeSafe's Jev decision model on OpenRouter: support triage, database indexing, file organizing, tagging, taxonomies,…GitHub · ★ 27 · nexibeoAgents & browsersjev-for-chromeChrome extension that drives the tab you already have open with TypeSafe Jev.GitHub · ★ 25 · chy4proAgents & browsersjev-ultrafast-mcpHand the browser work off: an MCP server where a decision model drives the page for your agent, so a flow costs one tool call instead of a turn per…GitHub · ★ 18 · jiawei686Agents & browsersaside-jevAside agents decide with TypeSafe Jev (System One: Choice/Score/Noul).GitHub · ★ 8 · himomohiAgents & browserskeys-mcode-continuous-context-browser-decision-enhancement-packValidated enhancement pack for MiniMax Code CLI on arm64 DGX Spark + local GLM-5.3-EXL3: TUI scrollbar + context-meter patches, compaction repair for…GitHub · ★ 8 · drowzeysAgents & browsersjev-use (coco-research)Voice control for macOS where Jev is the fallback, not the router.GitHub · ★ 2 · coco-researchAgents & browsersWinnowKnow before you click. A Chrome extension that reads articles and YouTube videos ahead of you and says read, skim, save, or skip — with a confidence,…GitHub · ★ 2 · ThinkyMinerAgents & browsersCerebellum-2BNon-Autoregressive AI Agent Decision Model.GitHub · ★ 1 · mkecoAgents & browsersinstruct-jevINSTRUCT_JEV - TypeSafe AI Jev / System One instruction corpus (choice/noul/score), compiled by DeckerGUI.GitHub · ★ 1 · ctaxnagomiAgents & browsersjevplaygroundBrowser-only playground for Jev (TypeSafe AI's decision model) via Vercel AI Gateway.GitHub · ★ 1 · terrydsAgents & browsersjev-reachChrome-devtools-mcp plus one tool: Jev walks the browser to the right spot, then your agent makes a single devtools call there.GitHub · rashedInt32Agents & browsersJevEyeBrowser vision probes report calibrated facts (or abstain); TypeSafe Jev never sees pixels—it plans what to look for and judges the text fact sheet.GitHub · AdityakhalkarAgents & browsersJev SocialLocal web UI and CLI that uses TypeSafe Jev (via OpenRouter) to choose read-only Instagram, TikTok, and LinkedIn research operations; socai executes…GitHub · ★ 79 · socai-ioAgents & browsersjev-recruiterA LinkedIn recruiting agent that browses profiles and saves the evidence.GitHub · ★ 49 · skeptrunedevAgents & browsersjotThe first general-purpose System One agent for Jev.GitHub · ★ 19 · runta-devAgents & browsersJevOnlyPure-Jev browser agent: application code enumerates options from the page and goal; TypeSafe Jev only picks—no planner or helper LLM—then Chromium…GitHub · ★ 5 · buluorayAgents & browsersjev-windows-voiceTürkçe ve İngilizce doğal konuşmayla Windows 10/11 bilgisayar kontrolü: OpenAI Realtime, local Whisper, Jev, UI Automation ve Playwright.GitHub · ★ 4 · mstf-svndkAgents & browsersjev-browse (0x7067)Browser automation with Jev (TypeSafe) as decision model.GitHub · ★ 3 · 0x7067Agents & browsersjevarenaJevArena — two Jev agents duel in click-only browser games (Browser Use + TypeSafe Jev).GitHub · ★ 3 · raihankhan-rkAgents & browsersjevcumberCucumber tests from the .feature file alone.GitHub · ★ 2 · RubyBrewsdayAgents & browsersjev-page-verdictChrome extension that asks Jev whether the page you are on is selling something or reporting first-hand experience, and marks Google results with…GitHub · ★ 1 · torumitsutakeAgents & browsersJevaluateConfidence-gated web-app walkthroughs and related eval helpers for TypeSafe Jev: Jev picks the next UI step and stops under an 80% confidence gate;…GitHub · ★ 1 · ElshinQAgents & browsersclassifier.devZero-shot text classification over plain HTTP, a CLI, and MCP: a Cloudflare Worker packs inputs into TypeSafe Jev requests and returns a label with…Site · mrmpsAgents & browsersbrowser-aiA Jev browser agent in pure Go, attached to a real Chrome.GitHub · Ngoc PhanAgents & browsersChrome extension for agentic browsingJev drives browse, click, and interact loops inside your Chrome tab via Vercel AI Gateway.Site · @razaansthaAgents & browsersJev driving real Chrome from Grok BotBots use Jev for the clicks instead of a slow look-and-click loop.X post · Chris AdcockAgents & browsersJev plus Kernel browser useJev scores every link on the page and Kernel clicks while you watch.Site · @stevekrouseAgents & browsersjev-agent-browserTypeScript sidecar that helps agent-browser choose the next safe browser action: Jev sees a compact accessibility snapshot and goal, returns a typed…GitHub · mhingstonAgents & browsersjev-browser, a general browser skillGive it a site and a task, and Jev decides every click.X post · AI Builder ClubAgents & browsersLaunching agents on a canvasOrchestration without waiting for a slow LLM loop.X post · PauliusAgents & browserspi-Jev-browserPi coding-agent extension: Playwright browser tools where TypeSafe Jev chooses each action over a structured DOM observation in a bounded loop (port…GitHub · laihenyiAgents & browsersjev-browser-useA Codex skill: Jev clicks, Codex thinks and checks the result.GitHub · ★ 500 · wy-colineyAgents & browsersVoice BrowserTurn spoken instructions into browser actions.GitHub · ★ 286 · moritzkrembAgents & browsersjev-browserBrowser use where Jev picks one action per step and code owns the loop.GitHub · ★ 265 · jkudishAgents & browsersmacbrowAn experimental voice assistant for macOS that uses Jev to route spoken requests to AppleScript tools or multi-step Chrome tasks.GitHub · ★ 148 · Pratim Bhosale / timpratimAgents & browsersfastbrowseJev picks each action; an LLM plans; every claim cites the page.GitHub · ★ 102 · Agent LabsAgents & browserstypesafe-adblockAn experimental Chrome extension that asks Jev whether heuristically selected page elements are ads, then removes or highlights matches.GitHub · ★ 75 · realZachiAgents & browsershermes-jevTyped System One decisions, ranking, verification, and an opt-in Hermes tool gate using TypeSafe Jev.GitHub · ★ 24 · keeltraceAgents & browsersAugustusAn agent skill for designing systems around Jev’s judgments.GitHub · ★ 10 · 24601Agents & browsersAskJevTalk to Claude, and Jev moves your real browser on any site.GitHub · ★ 9 · ranjan2829Agents & browsersjev-raBrowser use for coding agents, with Jev deciding each step in ~300 ms.GitHub · ★ 5 · brnyxxAgents & browsersjev-frontend-qaEvidence-driven frontend QA built on Jev Ultrafast and Browser Harness, with a synthetic todo demo.GitHub · ★ 5 · Nainish-RaiAgents & browsersjev-shield (vmendes90)Privacy-first Chrome extension that semantically blocks native ads, sponsored feed cards, and video ads using TypeSafe Jev.GitHub · ★ 5 · vmendes90Agents & browsersA 706K-parameter form fillerA 706,000-parameter model fills a whole form for a fraction of a cent, presented as the specialist case for System One models on narrow tasks.X post · be_arshAgents & browsersA computer assistant that listensLocal Whisper hears everything; Jev decides which action to take, in real time.X post · Marc KöhlbruggeAgents & browsersA second-hand shopping agentReads about 26 listings a minute and decides on each in 406 ms.X post · Alan DaitchAgents & browsersAn always-on assistant with no wake wordJev tells a command for the computer from ordinary talk.X post · Max BladeAgents & browsersEnd-to-end tests run by agentsAn open-source framework for agent-run e2e tests on web and mobile.X post · OskarAgents & browsersjev-browser in ClineA marketplace plugin that gives Jev a browser inside Cline.X post · ClineAgents & browsersjev-job-hunterA job crawler that finds the Careers page and scores each role against your profile.X post · KaiAgents & browsersjev-reflexClaude thinks, Jev reacts: browser tasks at about 100 ms a decision.GitHub · MirkoSonioAgents & browserssolari-reflexA speed layer for computer use: one Jev decision per step.GitHub · Hitakshi AroraAgents & browsersVoice-controlled computer use on a MacThe app opens before you finish the sentence.X post · Andy GaoAgents & browsersWebsite to AppPaste a URL and Jev decides how to rebuild the site as a native mobile app.X post · Daniel ChAgents & browserseveVercel’s open agent framework, with Jev as its default evaluate model.GitHub · ★ 5.4k · vercelAgents & browsersTypeSafe agent skillsThe official skill for building with Jev, installable with one command.GitHub · ★ 2.1k · typesafe-aiAgents & browsersmobile-jevA mobile agent on a real Android phone, with Jev making each decision.GitHub · ★ 391 · droidrunAgents & browsersunclutterA browser extension where Jev decides which parts of a page are clutter.GitHub · ★ 264 · kitzeAgents & browsersjev-browser (Ying-Kai-Liao)Browser automation where an LLM plans and Jev decides.GitHub · ★ 86 · Ying-Kai-LiaoAgents & browsersLokiSelf-improving agent harness with an optional TypeSafe Jev companion for typed Choice, Score, and Noul judgments.GitHub · ★ 26 · wundercorpAgents & browsersjev-egoTypeScript browser agent for ego lite: Jev Ultrafast indexed actions, TypeSafe Jev decisions, persistent observe/act CLI.GitHub · ★ 17 · romaluevAgents & browsersjev-mobileAndroid control loops with Jev and Mobile MCP.GitHub · ★ 6 · FriedjofAgents & browserscomputer_useMacOS computer use driven by Jev (TypeSafe System One) as the decision maker.GitHub · ★ 6 · paulsmithAgents & browsersottoOpen-source native computer use for macOS and Windows: TypeSafe Jev, local OCR, and selective planning.GitHub · ★ 5 · NobleSpartan6Agents & browsersbsidebeen playing with Jev as the decision engine for an Aside browser no chat LLM in the loop, just typed actions inside `aside repl` raced it against…GitHub · ★ 5 · pumpkinbeanAgents & browsersjev-browser (vinilana)Hybrid browser harness: an LLM turns goals into verifiable subgoals, Jev chooses each action and DOM field, Playwright acts.GitHub · ★ 5 · vinilanaAgents & browsersJev BrowseRun a browser with Jev choosing each step.GitHub · ★ 4 · kyrylosyzonenkoAgents & browsersjev-builder-loopGrok skill: Jev as a judgment sensor in a builder-agent loop (priors × probabilities → next act).GitHub · ★ 3 · rainbowpuffpuffAgents & browsersturboJev-powered semantic browser use.GitHub · ★ 3 · sightmapAgents & browsersjev-playwright-mcpJev-augmented Playwright MCP proxy — page-state triage, prompt-injection shielding, goal-based snapshot pruning, risky-action gating.GitHub · ★ 2 · krw82Agents & browsersbrowser-use-olympicsBrowser Use Olympics by Almond: one prompt, five events, one clock.GitHub · ★ 1 · eriestraAgents & browsersharnessjudgeJudge agent steps — ok / retry / escalate / stop via TypeSafe Jev.GitHub · ★ 1 · ndolinschiAgents & browserspi-agent-foremanSend Pi agents back to work when they stop before the job is done.GitHub · ★ 1 · alexshpuntAgents & browserssloppy-jevs-extensionOpen-source Chrome extension that filters AI-generated prose and ads with Jev.GitHub · ★ 1 · neddesAgents & browsersjev-browser (KesavanKing)Local browser automation UI that uses TypeSafe Jev to choose bounded page actions and a text model only for field values.GitHub · ★ 1 · KesavanKingAgents & browsersjev-browser (MahmoudAdelbghany)Jev-powered browser MCP for LLM agents — ~300ms decisions, no LLM tokens in the loop.GitHub · ★ 1 · MahmoudAdelbghanyAgents & browsersJevTestBounded exploratory browser testing with Jev, deterministic assertions, and replayable evidence.GitHub · ★ 1 · CorieWAgents & browsersCua jev-useAn open 706k-parameter model that fills a form in one 50 ms pass.GitHub · CuaAgents & browsersAIAvatarKit turn-end gateVoice-dialog turn-end detection using Jev scores after speech.X post · うえぞうAgents & browsersComputer use without screenshotsOn-device segmentation and OCR turn the screen into text for Jev.X post · Milind SAgents & browsersWiki-link clicker demoPage-level demo where Jev picks which candidate link to click toward a goal.X postAgents & browsersAgentic browsing in ChromeA Chrome extension where agents browse and click for you, with Jev deciding.X post · RaZaanAgents & browsersExploring Jev for AI-Driven Mobile QAGive Jev a screen snapshot and a task, and it chooses the next action for agent-driven mobile QA.Guide · CallstackAgents & browsersHeadless Chromium agentJev drives headless Chromium so agents can browse quickly.X post · Mormon NegroAgents & browsersOne-click invoice finderFinds the billing page on any website and lists every invoice.X post · Farouq AldoriAgents & browsersJev UltrafastChoose browser actions from the current page.GitHub · ★ 20k · browser-useAgents & browsersComputer UseTranslate screen text into mouse actions.GitHub · ★ 955 · awlevinAgents & browsersComputer use built on JevAaron Levin: 155x cheaper than Opus 5, about 20x faster, and it generalizes across operating systems.X post · aaronAgents & browsersStagehand + Jev browser useBrowser tasks for about a tenth of a cent each.X post · Kyle JeongAgents & browsersOpenCode browser use powered by JevPreview of fast browser use with Jev and OpenCode's browser CLI.X post · daxAgents & browserstinycomputerRust Jev-based harness for desktop accessibility and browser automation (primitives, flows, and bounded tasks).GitHub · ★ 6 · tinyhumansaiAgents & browsersTemporal Agent HarnessTemporal-native durable multi-agent harness whose optional jev extra provides agent.jev_evaluator, a Jev-backed auto mode for tool approvals.GitHub · ★ 94 · temporal-communityAgents & browsersleviath.devHey folks! Working on Leviath, providing structure for agents (think old-school GBA VRAM layouts for the context window for example).Site · GEMISISAgents & browserswaitlessHi all, I built a small POC using TypeSafe’s Choice primitive for Waitless, a Selenium UI-stabilization library.GitHub · DhirajAgents & browsersspeaking-piano-griffin.griffinbgardening.chatgpt.siteI built a virtual piano your agents can use to speak via webmcpSite · Griffin BrownAgents & browsersJev and Browser Use, fully testedAICodeKing tests support routing, refund detection, prompt-injection resistance and browser automation.YouTube · youtube.com/@AICodeKingAgents & browsersJev in the rtrvr.ai browser agentRetriever AI tests Jev on real browser tasks: where it worked, where it struggled, and how they will use it next to larger models.YouTube · youtube.com/@retriever-aiAgents & browsersjev-demofastOne sentence in, a narrated product demo video out: TypeSafe Jev drives your real product in a browser, guided by an optional index built from your…Site · q3learnersAgents & browsersjurlcurl that reads the page for you: jurl -q "question" <url> fetches a page (with a headless browser when it needs JavaScript), and TypeSafe Jev picks…Site · rayoplateadoAgents & browsersNoaChrome extension for browser automation in your own logged-in Chrome: Claude Code plans each task and TypeSafe Jev picks what to click and type step…Site · m0dEAgents & browsersplainWrite browser, desktop and mobile end-to-end tests in plain English YAML: Playwright, xa11y or Appium perform the actions while Jev reads the…Site · gabe4codingAgents & browsersQAJevTest a website, game or app the way a person uses it: write a plain-language goal and Jev (TypeSafe or OpenRouter) clicks through a real Chrome, iOS…Site · HanamoriLabsAgents & browsersSpotlight (Buried Signals)OSINT investigation orchestrator for journalists working with AI agents, with opt-in decision checks via OpenRouter (default typesafe/jev-1.13) that…Site · buriedsignalsAgents & browsersweb-scout-aiAgentic Python web-research pipeline that opens and extracts the sources it finds and returns a cited answer with an audit trail; semantic…Site · RSO9192Agents & browsersremyhax.xyzx86 Linux VM via WASM with Agentic LLM with native tool calling via WebGPU, all client side.Site · remyAgents & browsersyoagentRust agent loop (7 LLM protocols, tools, MCP) with a decision feature: DecisionModel::jev() Noul/Choice/Score answers, an opt-in tool gate, and an…Site · yologdevAgents & browsersCua Jev demoSee Jev select actions for a browser form.X post

Questions

Why is Jev fast for browser agents?

Each step is one bounded choice rather than a generated plan, so a step takes a fraction of an LLM call and cannot invent an action that is not on the page.

Other use cases

Coding & code review 450Routing & model choice 348Context & memory 117Search & RAG 108Data & extraction 98Documents & research 45Safety & guardrails 229Support & inbox 81Marketing, sales & social 120Trading & finance 77Games & real time 256Creative & generative UI 69Home, robots & devices 31Everyday apps 176SDKs & integrations 625Benchmarks & research 682Guides & docs 342