HyperLocal Data.
Any Pincode, Anywhere.

from langchain_openai import ChatOpenAI
from langchain_opticparse import OpticParseTool, PhishVisionTool

# 1. Initialize Tools (inherits from BaseTool)
scraper = OpticParseTool()
scanner = PhishVisionTool()

# 2. Bind directly to any Tool-Calling LLM
llm = ChatOpenAI(model="gpt-4o", temperature=0)
llm_with_tools = llm.bind_tools([scraper, scanner])

# 3. Direct Tool Invocation Example
data = scraper.invoke({
    "url": "https://news.ycombinator.com",
    "query": "Extract top 5 stories with points and author"
})
print("Extracted Data:", data)

from llama_index.tools.opticparse import OpticParseToolSpec
from llama_index.core.agent import FunctionCallingAgentWorker

# Initialize tool spec with proxy support
tool_spec = OpticParseToolSpec(api_key="op_live_...")
tools = tool_spec.to_tool_list()

# Equip agent with zero-CSS visual web browsing
agent = FunctionCallingAgentWorker.from_tools(
    tools,
    llm=llm
).as_agent()
response = agent.chat("Scrape trending AI models on HuggingFace")

import { opticParseActionProvider } from "opticparse-agentkit-action";
import { AgentKit } from "@coinbase/agentkit";

// Inject OpticParse Pre-Flight Oracle & ToxicCanvas Guard
const agentKit = await AgentKit.from({
  actionProviders: [
    opticParseActionProvider({
      apiKey: process.env.OPTICPARSE_API_KEY
    })
  ]
});

// Provides preFlightCheck, visual web scraping, and drainer defense