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MCP toolset + website capability learner for the browser. Agent autonomously explores websites and builds understanding manuals.


Showcase (Pi Demo)

Capability Learning

Install a skill. As the agent interacts with a website, it automatically discovers APIs and binds them with browser workflows into reusable capabilities.

Agent Explore

Learning output is saved in website-manuals/:

website-manuals/<site>/
  README.md              # Root index
  pages/                 # Page interaction models
  navigation/            # Navigation paths
  workflows/
    README.md            # Workflow index
    flows/               # Workflow JSON files
    scripts/             # PAB automation scripts (.pab files)
  apis/
    README.md            # API index (browse first)
    endpoints/           # API JSON files

Guided Teaching

(Using Bilibili as demo site)

Stuck on complex interactions? Record or mark elements manually to help the agent learn.

Mark Element

Record Workflow

Manual Reuse

Based on the exploration manual, the agent can quickly understand websites and complete tasks faster.

Two no-LLM modes are also supported:

  • .pab scripts for automation tasks -- capabilities match the agent's MCP tools

  • Python/other scripts for specialized data collection tasks

Demos

Build various workflows, simple demo showcase.

Automation Operations

Agent: Qidian Novel Saver

Search a novel, save the first 5 chapters.



Python Script Generation

Generate various scripts based on the exploration manual.

For example, a novel scraper script:

I used Pilot to analyze the novel website structure, chapter API, generated scraping scripts, built Docker images, deployed 9 containers on NAS, and crawled over 4000 novels in 2 days.

PaImage


Related MCP server: Cloudflare Playwright MCP

Install

# Build
cd server && npm install && npm run build
cd extension && npm install && npm run build

# Load extension
# chrome://extensions/ -> Developer mode -> Load unpacked -> extension/dist/

# Start server
cd server && node dist/index.js

MCP Configuration

Example - fill args with the actual path to server/dist/index.js:

{
  "mcpServers": {
    "browser-mcp": {
      "command": "node",
      "args": ["/path/to/server/dist/index.js"]
    }
  }
}

Skills

Check scripts/Skill for available skills.

Quick Start with Examples

Refer to agent-examples/ for ready-to-use agent workspace examples. Run your agent in one of those directories and it will automatically load the MCP config, skills, and project prompts. (Remember to update the MCP path to your actual setup.)


Architecture

AI Agent (Claude Code / Pi / Codex)
    |
    | 1) MCP stdio protocol (JSON-RPC)
    | stdin / stdout
    v
MCP Server (Node.js)          protocol translator
    |
    | 2) WebSocket :9456
    v
Chrome Extension
    |
    | 3) Chrome API
    |
    v
Browser

Features

  • 62 MCP tools -- tab management, content extraction, DOM operations, network interception, file saving, workflow recording, script automation, SQL injection detection, JS reverse

  • PAB scripting -- Python-like DSL for browser automation with if/for/fn support. Run from popup, no LLM needed

  • Element picker -- click any element on the page and tell the agent what it is

  • Workflow recording -- demonstrate operations to the agent, it learns and reuses

  • Network API toolkit -- monitor, search, inspect, replay with overrides, export code, and analyze site API structure

  • Token-efficient saving -- save page content directly to disk, bypassing the LLM

  • Shadow DOM + contenteditable

Tools

Category

Tool

What it does

Page

browser_get_markdown

Convert page to clean Markdown via Readability + Turndown

browser_get_text

Get plain text of the page (lighter than get_html)

browser_get_html

Get raw HTML of the page (heavy, last resort)

browser_find

Find element by visible text, aria-label, or role

browser_current_page

Get current tab URL and title

browser_inspect_page

See page structure (headings, sections, buttons)

browser_query

Query elements by CSS selector (penetrates Shadow DOM)

browser_evaluate

Execute JS in page context

browser_extract_article

Extract article metadata (title, author, date, body)

browser_extract_table

Extract HTML table as JSON array

browser_extract_links

Extract all links from the page

browser_extract_images

Extract image info (src, alt, size)

Actions

browser_click

Click an element (composed:true for Shadow DOM)

browser_type

Type text into input or contenteditable

browser_scroll

Scroll the page

browser_wait

Wait for a given number of milliseconds

browser_wait_for_element

Wait for an element to appear

Saving

browser_save_content

Auto-detect main content and save to file (zero LLM tokens)

browser_save_xpath

Extract by XPath and save to file

Network

browser_start_network_monitor

Start intercepting requests

browser_stop_network_monitor

Stop monitoring (cache preserved for replay)

browser_network_clear_cache

Clear cached requests without stopping monitoring

browser_network_search

Search cached requests by keyword, method, status

browser_network_detail

Get full details of a cached request (headers, body, timing)

browser_network_wait

Wait for a matching request after an action (replaces fixed delay)

browser_network_replay

Replay with overrides (query/headers/body) + extract JSON path

browser_network_export

Export request as curl / fetch / Python / HAR

browser_network_analyze

Analyze API structure of a site from cached requests

browser_network_override

Set response override rules (body, status, headers)

Tabs

browser_list_tabs

List all open tabs

browser_open / close / activate

Tab management

Recording

workflow_list_recordings

View recordings from popup

workflow_get_recording

Get recording details

workflow_list_elements

View marked elements

workflow_get_element

Get marked element details

workflow_list

List processed workflows in website-manuals

workflow_add_element

Save a user-marked element to pages/

workflow_generate

Save a processed workflow to website-manuals

workflow_generate_script

Generate an MCP automation script

workflow_execute_script

Execute an MCP automation script

Data

browser_cookies

Read cookies (requires permission)

browser_local_storage

Read LocalStorage (requires permission)

browser_screenshot

Take screenshot (requires permission)

browser_permissions_list / grant / revoke

Permission management

Security

sql_injection_list_findings

List security findings (with status)

sql_injection_get_finding

Get details of a single finding

sql_injection_scan

Actively scan for SQL injection (browser-context replay)

sql_injection_stop

Stop scanning

sql_injection_update_finding

Advance finding status (confirm/fix/false positive)

sql_injection_generate_script

Generate a security-check.pab re-check script

sql_injection_request

Custom SQL payload probe + auto verdict/extract

JS Reverse

js_extract

Collect page JS files

js_analyze

AST analysis: endpoints/functions/crypto/signatures

js_find_function

Locate a function (name/calls/crypto/callers)

js_trace_request

Associate request params with JS generator functions

js_capability_query

Query learned capability models

js_reverse

Full reverse + save js/ + capabilities/ report


License

MIT

A
license - permissive license
-
quality - not tested
B
maintenance

Maintenance

Maintainers
Response time
Release cycle
Releases (12mo)
Commit activity

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

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