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LangChain tools for the Unbrowse CLI — reverse-engineer any website into reusable API skills.

Project description

unbrowse-langchain

LangChain tools for Unbrowse — drop-in replacement for PlayWrightBrowserToolkit and WebBrowserTool that returns structured JSON instead of raw HTML.

Bootstrap Unbrowse first

npx unbrowse setup
unbrowse health

Installation

npx unbrowse setup
pip install unbrowse-langchain

Quick Start

Replace PlayWrightBrowserToolkit

Before (unstructured HTML, slow, needs Chromium):

from langchain_community.agent_toolkits import PlayWrightBrowserToolkit
from langchain_community.tools.playwright.utils import create_sync_playwright_browser

browser = create_sync_playwright_browser()
tools = PlayWrightBrowserToolkit.from_browser(browser).get_tools()

After (structured JSON, cached, no browser needed):

from unbrowse_langchain import create_unbrowse_toolkit

tools = create_unbrowse_toolkit()

With a ReAct Agent

from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent
from unbrowse_langchain import create_unbrowse_toolkit

llm = ChatOpenAI(model="gpt-4o")
tools = create_unbrowse_toolkit()
agent = create_react_agent(llm, tools)

result = agent.invoke({
    "messages": [("user", "Get the top stories from Hacker News")]
})

The agent will call unbrowse_resolve with the URL and intent, getting back structured data like:

[
  {"title": "OpenCode", "link": "https://opencode.ai/", "score": "580 points", "rank": "1"},
  {"title": "Molly Guard", "link": "https://...", "score": "38 points", "rank": "2"}
]

With Anthropic

from langchain_anthropic import ChatAnthropic
from langgraph.prebuilt import create_react_agent
from unbrowse_langchain import create_unbrowse_toolkit

llm = ChatAnthropic(model="claude-sonnet-4-20250514")
tools = create_unbrowse_toolkit()
agent = create_react_agent(llm, tools)

result = agent.invoke({
    "messages": [("user", "Get the trending repos on GitHub")]
})

Individual Tools

from unbrowse_langchain import UnbrowseResolveTool, UnbrowseSearchTool

# Resolve a website into structured data
resolve = UnbrowseResolveTool()
result = resolve.invoke({
    "intent": "get top stories",
    "url": "https://news.ycombinator.com",
})
# Returns: [{"title": "...", "link": "...", "score": "..."}, ...]

# Search the skill marketplace
search = UnbrowseSearchTool()
result = search.invoke({"intent": "weather forecast api"})

Custom Configuration

tools = create_unbrowse_toolkit(
    bin_path="/opt/bin/unbrowse",   # custom binary path
    timeout=60,                     # timeout in seconds (default: 120)
)

How It Replaces the Browser

PlayWrightBrowserToolkit unbrowse-langchain
Output Raw HTML/text, agent must parse Structured JSON with extracted fields
Speed (first) 5-30s per page 5-15s (discovers + caches API)
Speed (cached) Same every time 300ms-1s
Dependencies Chromium, Playwright unbrowse CLI only
Auth support Manual cookie injection unbrowse login --url captures session
Reliability Breaks on DOM changes Uses discovered API endpoints

Available Tools

Tool Description Required args
unbrowse_resolve Reverse-engineer a page into structured data intent, url
unbrowse_search Search the skill marketplace intent
unbrowse_execute Execute a cached skill endpoint skill_id, endpoint_id
unbrowse_login Authenticate with a site url
unbrowse_skills List cached skills --
unbrowse_skill Inspect a skill skill_id
unbrowse_health Health check --

Development

cd integrations/langchain
pip install -e ".[dev]"
pytest tests/   # 14 tests

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