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moli/README.md
2026-08-11 11:46:32 +08:00

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