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288 lines
11 KiB
Markdown
288 lines
11 KiB
Markdown
<p align="center">
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<img
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src="assets/moli-browser-banner.png"
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alt="Moli Browser — Fast, Lightweight, Headless"
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width="1086"
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/>
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</p>
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<h1 align="center">Moli</h1>
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<p align="center">
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<strong>A browser engine built for AI agents.</strong>
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</p>
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<p align="center">
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Real JavaScript, DOM, and browser APIs · One-shot, non-retained layout and CPU rendering ·
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CLI, CDP, WebDriver Classic, and WebDriver BiDi
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</p>
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Moli is a headless browser built from the ground up in Rust for AI agent.
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It runs real page JavaScript on V8, maintains a native DOM and CSS
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state, and handles storage and networking — exposing the page through
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structured data first, and pixels only when you ask for them.
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**DOM and structured page data are on by default; pixels are opt-in.**
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Reading a document, extracting Markdown, walking an accessibility tree, or
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running JavaScript doesn't require keeping a GUI browser's layout, paint, and
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compositor machinery alive. When geometry or pixels do matter, Moli runs a
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fresh layout pass and renders a frame on demand.
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## Why Moli
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Conventional browsers assume any loaded page might need to be displayed,
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animated, or scrolled at any moment, so they keep visual machinery warm at all
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times — even when an automation task just wants a title, a list of links, or
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a JavaScript result.
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Agents typically work in three stages:
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1. **Understand the page** — DOM, text, links, forms, network responses,
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storage, JavaScript state.
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2. **Act on the page** — fill, select, submit, navigate, or execute code via
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DOM-backed controls.
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3. **Look at the page, when needed** — geometry for spatial reasoning, pixels
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for a screenshot.
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Moli only does the visual work a given request actually needs:
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| Agent request | What Moli does |
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| --- | --- |
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| Extract HTML/Markdown, query the DOM, run JS, inspect network/storage | Reads the browser runtime directly — no layout or paint |
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| Read an element's box, hit-test a point, send coordinate input | Runs one layout pass, keeps only the latest geometry snapshot |
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| Capture a screenshot or refresh a screencast | Rebuilds from current DOM/style, renders one fresh frame, discards it |
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This isn't a browser with rendering stripped out — Moli still has a real DOM,
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V8, CSS, layout, text shaping, hit-testing, and software paint. What changes
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is *when* those systems run and how long their state sticks around: DOM state
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is the default; layout and pixels are paid for only on request.
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That cost model matters for high-density crawling, browser-use agents,
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retrieval pipelines, eval environments, and RL workloads — where startup time,
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idle memory, and per-page footprint decide how many sessions a machine can run.
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## On-demand, non-retained rendering
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Moli never keeps a visual world alive "just in case." Native DOM and Stylo
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state are the single source of truth; layout and pixels are built only when
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an operation actually needs them.
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<p align="center">
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<a href="assets/moli_ondemand_rendering_flow.svg">
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<img
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src="assets/moli_ondemand_rendering_flow.svg"
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alt="How Moli handles a request: DOM-first by default, with layout and paint built fresh only on demand"
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width="680"
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/>
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</a>
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</p>
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By default, Moli uses `LayoutPolicy::Mock` and never touches the real layout
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or paint pipeline. `--layout` switches to `LayoutPolicy::OnDemand`, unlocking
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real geometry, hit-testing, coordinate input, screenshots, and screencast —
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but it still isn't a continuously rendering browser.
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A cold geometry request rebuilds layout once and keeps only the latest
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snapshot. Later geometry reads may reuse that snapshot; screenshots and
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screencast frames always rebuild fresh from the current DOM and style. Even
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screencast is a low-frequency repeat of the same one-shot pipeline, not a
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retained 60 FPS compositor.
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The payoff: extraction, DOM inspection, JS execution, and most agent actions
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skip both the CPU cost of rendering unused frames and the memory cost of
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retained layout/paint/compositor state.
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## What works today
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- **Real web runtime** — streaming HTML parsing, native DOM, V8 JavaScript,
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modules/timers/microtasks/events, iframes and workers, CSS cascade,
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Fetch/XHR/WebSocket, cookies, WebCrypto, and profile-scoped storage
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(localStorage, IndexedDB, OPFS).
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- **Extraction-first outputs** — HTML, Markdown, JSON, semantic text trees,
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frame-aware serialization, selector/script/response waits, and network
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tracing, all from the CLI.
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- **Agent-native MCP server** — navigation, Markdown, links, JS evaluation,
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semantic trees, interactive-element discovery, node inspection, form
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actions, keyboard input, hover, and scrolling.
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- **One automation binary** — CDP, WebDriver Classic, and WebDriver BiDi share
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the same kernel and scheduler. No separate ChromeDriver, geckodriver, or
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browser install required.
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- **Real visual surfaces on demand** — with `--layout`: box construction,
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Taffy layout, Parley text layout, layout-backed hit-testing/input, viewport
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screenshots, and low-frequency CPU-rendered DevTools screencast frames.
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- **Operational controls** — profiles, cookies, HTTP cache, proxies, resource
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families, connection limits, timeouts, private-network policy, user-agent
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overrides, structured logging, and network diagnostics.
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<p align="center">
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<a href="assets/moli-devtools-rust-lang.png">
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<img
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src="assets/moli-devtools-rust-lang.png"
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alt="Chrome DevTools connected to Moli while inspecting and rendering rust-lang.org"
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width="1200"
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/>
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</a>
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</p>
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<p align="center">
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<sub>Chrome DevTools connected to Moli: rendered page, live DOM, CSS, and geometry from the same browser runtime.</sub>
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</p>
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## Quick start
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Build from the workspace root:
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```bash
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cargo build --release -p moli
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```
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### Extract a page
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Render as Markdown, using Moli's default completion strategy:
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```bash
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./target/release/moli fetch \
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--dump markdown \
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--wait-until done \
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https://example.com
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```
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Or return a compact, model-friendly semantic tree:
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```bash
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./target/release/moli fetch \
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--dump semantic_tree_text \
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--wait-selector body \
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https://example.com
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```
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Run `fetch --help` for the full list of output formats, lifecycle/response
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waits, profiles, proxy controls, resource policies, and tracing options.
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### Start the automation server
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```bash
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# Basic automation server for DOM-first workloads
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./target/release/moli serve
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# Enable real geometry, coordinate input, and screenshot/screencast surfaces
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./target/release/moli serve --layout
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# Also fetch optional image, font, audio, video, media, and text-track resources
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./target/release/moli serve --layout --resource
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```
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One endpoint serves CDP, WebDriver Classic, and WebDriver BiDi. Playwright can
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connect directly over CDP:
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```js
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import { chromium } from "playwright";
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const browser = await chromium.connectOverCDP("http://127.0.0.1:9222");
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const context = browser.contexts()[0];
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const page = context.pages()[0] ?? await context.newPage();
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await page.goto("https://example.com");
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console.log(await page.locator("body").innerText());
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await browser.close();
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```
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## Cost controls
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Moli keeps expensive browser work explicit rather than silently enabling it:
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| Mode or option | Behavior |
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| --- | --- |
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| Default | `LayoutPolicy::Mock` — deterministic compatibility geometry, no real layout or paint |
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| `--layout` | `LayoutPolicy::OnDemand` — real layout, geometry, hit-testing, coordinate input, screenshots, screencast |
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| `--resource` | Fetch all optional visual/media resource families |
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| `--image`, `--font`, `--audio`, `--video`, `--media`, `--text-track` | Enable one specific optional resource family |
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| `--profile-dir`, `--http-cache-dir`, `--cookie-file` | Opt into whatever persistence the workload needs |
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Layout is sampled, not continuously retained: a cold geometry request builds
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one full pass from the current DOM/style and keeps only the latest
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`LayoutPassOutput`. Ordinary geometry reads may reuse that snapshot after
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later mutations; screenshots and screencast always rebuild fresh.
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## Architecture
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Moli is a browser kernel, not a Chromium wrapper — one Rust runtime with one
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set of ownership and lifecycle rules, built on:
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- `libcurl` — network transport and multi-request runtime
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- `html5ever` — HTML parsing
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- `rusty_v8` / V8 — JavaScript execution
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- Servo/Stylo — selectors, cascade, computed style
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- Taffy + Parley — box and text layout
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- AnyRender/Vello CPU, `usvg`, and the Rust image ecosystem — software rendering
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Native DOM and Stylo integration are the only document/style owners. Every
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real refresh rebuilds layout from that source of truth, projects the result
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into DOM-neutral immutable data, then discards the pass-local layout and paint
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state. There's no incremental layout tree, damage graph, retained display
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list, GPU compositor, or persistent window.
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## Evidence
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Two recorded snapshots illustrate Moli's intended operating point, against
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real sites, real automation clients, focused Chromium/WPT behavior, and a
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large nextest regression suite.
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### Mixed public-web crawl
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192 public URLs across major Chinese and international sites. A page only
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counted as successful if it produced useful post-JavaScript content — an
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HTTP 200, challenge page, login wall, empty response, or app shell didn't
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count.
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| Engine | Useful pages | Success rate | Median time | Median RSS |
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| --- | ---: | ---: | ---: | ---: |
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| **Moli** | **103** | **53.6%** | **1.43 s** | **73 MiB** |
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| Chrome Headless | 101 | 52.6% | 1.43 s | 773 MiB |
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| Lightpanda | 85 | 44.3% | 0.97 s | 40 MiB |
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| Obscura | 57 | 29.7% | 1.30 s | 39 MiB |
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### Sampled internal agent episode
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| Metric | Moli | Chromium |
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| --- | ---: | ---: |
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| CDP ready | 34.85 ms | 169.37 ms |
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| Episode active p50 | 33.40 ms | 57.13 ms |
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| Peak PSS | 102.46 MiB | 348.82 MiB |
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| Peak processes / threads | 1 / 24 | 11 / 123 |
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Against the current WPT selection guarding Moli's agent-browser scope, one
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full run recorded **1.612 million passing tests**.
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## Project scope
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Moli is in active development — a practical agent browser, not a drop-in
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replacement for every Chrome feature.
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Current intentional boundaries:
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- No GUI browser, persistent window, GPU compositor, or retained multi-frame
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paint architecture.
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- No promise of Chrome pixel parity or high-fidelity Canvas/WebGL/media
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playback.
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- Selected CDP, WebDriver Classic, and WebDriver BiDi coverage, not full
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protocol parity.
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- Current-viewport software screenshots under `--layout` — no PDF generation
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and not every Chrome screenshot mode.
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- Resource loading, geometry freshness, and visual cost stay explicit policy
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choices rather than always-on behavior.
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Unsupported protocol paths fail explicitly — Moli never pretends a browser
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action, event, network observation, or visual result occurred when it didn't.
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Maintainers can publish a tagged binary release from GitHub Actions by following
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the [release guide](RELEASING.md).
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## License
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Unless a file or directory carries a different notice, Moli is licensed under
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either the [Apache License 2.0](LICENSE-APACHE) or the
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[MIT License](LICENSE-MIT), at your option. Separately licensed third-party
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components and fixtures retain their own licenses and notices.
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