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Create main.py
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main.py
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from fastapi import FastAPI
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from typing import List, Dict
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import pandas as pd
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import requests
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from bs4 import BeautifulSoup
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app = FastAPI()
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# Global variable to store the dataset
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kali_tools_df = None
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def scrape_kali_tools(base_url: str = "https://www.kali.org/tools/") -> pd.DataFrame:
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"""
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Scrapes the Kali Linux tools documentation page and returns a structured dataset.
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Parameters:
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- base_url: The URL of the Kali Linux tools documentation.
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Returns:
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- Pandas DataFrame containing tool names, descriptions, and links.
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"""
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response = requests.get(base_url)
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response.raise_for_status()
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soup = BeautifulSoup(response.text, "html.parser")
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# Extract tool names and descriptions
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tools = []
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for tool in soup.select(".tools--index__item"):
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name = tool.select_one(".tools--index__title").get_text(strip=True)
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description = tool.select_one(".tools--index__description").get_text(strip=True)
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link = tool.find("a", href=True)["href"]
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tools.append({"name": name, "description": description, "link": link})
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# Convert to DataFrame
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return pd.DataFrame(tools)
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@app.get("/scrape_kali_tools/")
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def scrape_kali_tools_endpoint():
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"""
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Scrapes the Kali Linux tools documentation and stores it in memory.
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Returns:
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- Message indicating the dataset has been created.
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"""
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global kali_tools_df
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kali_tools_df = scrape_kali_tools()
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return {"message": f"Scraped {len(kali_tools_df)} tools from Kali Linux documentation."}
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@app.get("/get_kali_tools/")
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def get_kali_tools(start: int = 0, limit: int = 10) -> List[Dict]:
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"""
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Fetches a chunk of the Kali tools dataset.
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Parameters:
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- start: Starting index of the tools to fetch.
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- limit: Number of tools to return.
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Returns:
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- A list of tools with their names, descriptions, and links.
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"""
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if kali_tools_df is None:
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return {"error": "Dataset not yet scraped. Call /scrape_kali_tools first."}
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return kali_tools_df.iloc[start:start + limit].to_dict(orient="records")
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@app.get("/search_kali_tools/")
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def search_kali_tools(keyword: str) -> List[Dict]:
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"""
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Searches the Kali tools dataset for a specific keyword.
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Parameters:
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- keyword: Keyword to search in tool names or descriptions.
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Returns:
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- A list of tools matching the keyword.
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"""
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if kali_tools_df is None:
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return {"error": "Dataset not yet scraped. Call /scrape_kali_tools first."}
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results = kali_tools_df[
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kali_tools_df["name"].str.contains(keyword, case=False) |
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kali_tools_df["description"].str.contains(keyword, case=False)
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]
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return results.to_dict(orient="records")
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