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Update app.py
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app.py
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# app.py
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"""
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RAG-Ready Content Scraper — Gradio + MCP (SSE)
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Exposes an MCP SSE endpoint on Hugging Face Spaces at:
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/gradio_api/mcp/sse
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Example MCP configs:
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1) Direct SSE (Cursor, Windsurf, Cline, etc.)
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{
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"mcpServers": {
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"gradio": {
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"url": "https://cultrix-rag-scraper.hf.space/gradio_api/mcp/sse"
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}
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}
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}
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2) Experimental stdio via Node:
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{
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"mcpServers": {
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"gradio": {
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"command": "npx",
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"args": [
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"mcp-remote",
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"https://cultrix-rag-scraper.hf.space/gradio_api/mcp/sse",
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"--transport",
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"sse-only"
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]
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}
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}
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}
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"""
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from __future__ import annotations
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import os
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os.environ["HF_HOME"] = "/tmp/hf_cache"
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os.makedirs(os.environ["HF_HOME"], exist_ok=True)
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import csv
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import json
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import re
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import subprocess
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import tempfile
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from typing import Optional, Tuple, Literal
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# NEW: use Annotated+Doc so MCP can show per-parameter descriptions
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from typing_extensions import Annotated, Doc
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import gradio as gr
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@@ -56,229 +13,121 @@ from rag_scraper.converter import Converter
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from rag_scraper.link_extractor import LinkExtractor, LinkType
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from rag_scraper.utils import URLUtils
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#
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# Helper utilities
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# -----------------------------
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def is_github_repo(url_or_id: str) -> bool:
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"""Return True if the string looks like a GitHub repository reference."""
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if "github.com" in url_or_id:
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return True
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return bool(re.match(r"^[a-zA-Z0-9_.-]+/[a-zA-Z0-9_.-]+$", url_or_id))
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def check_repomix_installed() -> bool:
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"""
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try:
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capture_output=True,
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text=True,
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check=False,
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)
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return result.returncode == 0
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except Exception:
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return False
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progress: gr.Progress = gr.Progress(track_tqdm=True),
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) -> Tuple[str, Optional[str]]:
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"""Run Repomix on a GitHub repository and return combined Markdown."""
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progress(0, desc="Starting Repomix processing...")
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try:
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with tempfile.TemporaryDirectory() as
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"--output", output_file_path,
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"--style", "markdown",
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"--compress",
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]
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process = subprocess.run(
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cmd, capture_output=True, text=True, check=False, encoding="utf-8"
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)
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progress(0.8, desc="Repomix command executed.")
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if process.returncode != 0:
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error_details = (
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f"Return Code: {process.returncode}\n"
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f"Stderr: {process.stderr}\n"
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f"Stdout: {process.stdout}"
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)
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return f"Error running Repomix:\n{error_details}", None
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if os.path.exists(output_file_path):
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with open(output_file_path, "r", encoding="utf-8") as f:
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content = f.read()
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progress(1, desc="Repomix output processed.")
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return content, output_file_path
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error_details = (
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f"Return Code: {process.returncode}\n"
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f"Stderr: {process.stderr}\n"
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f"Stdout: {process.stdout}"
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)
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return (
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f"Error: Repomix did not generate an output file at '{output_file_path}'.\n"
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f"Repomix Output:\n{error_details}",
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None,
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)
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except Exception as e:
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progress(1, desc="Error
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return f"Error processing GitHub repository: {
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def scrape_and_convert_website(
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) -> Tuple[str, str]:
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"""Recursively scrape a website and convert pages to Markdown."""
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progress(0, desc=f"Starting web scrape for {url}...")
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visited_urls = set()
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def
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current_depth: int,
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total_links_estimate: int = 1,
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link_index: int = 0,
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) -> str:
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if current_url in visited_urls or current_depth < 0:
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return ""
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visited_urls.add(current_url)
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try:
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)
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progress(
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progress_val,
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desc=f"Scraping: {current_url} (Depth used: {depth - current_depth})",
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)
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html_content = Scraper.fetch_html(current_url)
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except Exception as e:
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return f"Error fetching {
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markdown_content += Converter.html_to_markdown(
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html=html_content,
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base_url=current_url,
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parser_features="html.parser",
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ignore_links=True,
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)
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page_content = markdown_content + "\n\n"
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if current_depth > 0:
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try:
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links = LinkExtractor.scrape_url(
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]
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num_links = len(valid_links)
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for i, link_url in enumerate(valid_links):
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page_content += recursive_scrape(
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link_url, current_depth - 1, num_links, i
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)
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except Exception as e:
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writer = csv.writer(output)
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writer.writerow(["source", "content"])
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writer.writerow([source_url_or_id, markdown_content])
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output.close()
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return output.name
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def save_output_to_file(
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content: str,
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output_format: str,
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source_url_or_id: str,
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) -> str:
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"""Save processed content in the selected format and return a file path."""
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processed_content = content # default for Markdown/Text
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if output_format == "JSON":
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suffix = ".json"
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elif output_format == "PDF":
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try:
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with tempfile.NamedTemporaryFile(delete=False, suffix=".pdf") as tmp_pdf:
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return pdf_output_path
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except Exception as e:
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# Fallback: persist as Markdown with .pdf.md suffix.
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print(f"PDF conversion failed: {e}. Saving as Markdown instead.")
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suffix = ".pdf.md"
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else:
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suffix = ".md"
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with tempfile.NamedTemporaryFile(
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tmp_file.write(processed_content)
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return tmp_file.name
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# ----------------------------------------------------------
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# Main tool function (exposed to MCP via SSE)
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# ----------------------------------------------------------
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def process_input_updated(
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url_or_id: Annotated[
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str,
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Doc("For webpages, a full URL (e.g., https://example.com). For GitHub, either owner/repo or
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],
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source_type: Annotated[
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Literal["Webpage", "GitHub Repository"],
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Doc('
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],
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depth: Annotated[
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int,
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Doc("Crawl depth for webpages (0–3). 0 = only the main page. Ignored for GitHub
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],
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output_format_selection: Annotated[
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Literal["Markdown", "JSON", "CSV", "Text", "PDF"],
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progress: gr.Progress = gr.Progress(track_tqdm=True),
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) -> Tuple[str, str, Optional[str]]:
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"""
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Scrape a webpage (with depth) or dump a GitHub repo (Repomix), then export as Markdown/JSON/CSV/Text/PDF.
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Returns:
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"""
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progress(0, desc="Initializing
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output_file_path: Optional[str] = None
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if source_type == "GitHub Repository":
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if not check_repomix_installed():
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return error_message, "", None
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raw_content, _ = run_repomix(url_or_id, progress=progress)
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if raw_content.startswith("Error"):
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error_message = raw_content
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raw_content = ""
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elif source_type == "Webpage":
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if
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raw_content = ""
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else:
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return error_message, "", None
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if error_message:
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return error_message, "", None
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try:
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progress(0.9, desc=f"Converting to {output_format_selection}
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raw_content, output_format_selection, url_or_id
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)
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preview_content = raw_content
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if output_format_selection == "JSON":
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elif output_format_selection == "CSV"
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# Show a small preview of the CSV
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try:
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with open(
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except StopIteration:
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with open(
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except Exception as
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elif output_format_selection == "CSV" and not output_file_path:
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preview_content = "[CSV file path not available for preview]"
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elif output_format_selection == "PDF":
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f"[PDF generated. Download to view: "
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f"{os.path.basename(output_file_path) if output_file_path else 'file.pdf'}]"
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)
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progress(1, desc="
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return f"Successfully processed: {url_or_id}",
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except Exception as e:
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return f"Error during
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# -----------------------------
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# Gradio UI
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# -----------------------------
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with gr.Blocks(title="RAG-Ready Content Scraper", theme="CultriX/gradio-theme") as iface:
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gr.Markdown("# RAG-Ready Content Scraper")
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gr.Markdown(
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"Scrape webpage content or GitHub repositories to generate RAG-ready datasets."
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)
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with gr.Row():
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with gr.Column(scale=2):
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url_input = gr.Textbox(
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)
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source_type_input = gr.Radio(
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choices=["Webpage", "GitHub Repository"],
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value="Webpage",
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label="Select Source Type",
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)
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depth_input = gr.Slider(
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minimum=0,
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maximum=3,
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step=1,
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value=0,
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label="Scraping Depth (for Webpages)",
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info="0: Only main page. Ignored for GitHub repos.",
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)
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output_format_input = gr.Dropdown(
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choices=["Markdown", "JSON", "CSV", "Text", "PDF"],
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value="Markdown",
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label="Select Output Format",
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)
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submit_button = gr.Button("Process Content", variant="primary")
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with gr.Column(scale=3):
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status_output = gr.Textbox(label="Status", interactive=False)
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preview_output = gr.Code(
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)
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file_download_output = gr.File(
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label="Download Processed File", interactive=False
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)
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gr.Examples(
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examples=[
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["https://gradio.app/docs/js", "Webpage", 1, "Markdown"],
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["gradio-app/gradio", "GitHub Repository", 0, "Text"],
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[
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"https://en.wikipedia.org/wiki/Retrieval-augmented_generation",
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"Webpage",
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0,
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"JSON",
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],
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],
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inputs=[url_input, source_type_input, depth_input, output_format_input],
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outputs=[status_output, preview_output, file_download_output],
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cache_examples=False,
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)
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with gr.Accordion("How it Works & More Info", open=False):
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gr.Markdown(
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"""
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**Webpage Scraping**
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1. Enter a full URL (e.g., `https://example.com`).
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2. Select "Webpage" as the source type.
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3. Set the desired scraping depth.
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4. Choose your output format.
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**GitHub Repository Processing**
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1. Enter a GitHub repository URL or ID (e.g., `username/repo`).
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2. Select "GitHub Repository". (Depth is ignored.)
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3. Choose your output format. Uses **Repomix**.
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**Output Formats**
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Markdown, JSON, CSV, Text, PDF.
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**Notes**
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- PDF generation requires the `markdown-pdf` library.
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- Designed for Docker/Hugging Face Spaces.
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- MCP SSE endpoint is available at: `/gradio_api/mcp/sse`.
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"""
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)
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submit_button.click(
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fn=process_input_updated,
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inputs=[url_input, source_type_input, depth_input, output_format_input],
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)
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if __name__ == "__main__":
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#
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iface.queue().launch(share=True)
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# app.py
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| 2 |
from __future__ import annotations
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| 3 |
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| 4 |
+
import os, csv, json, re, subprocess, tempfile
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from typing import Optional, Tuple, Literal
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| 6 |
from typing_extensions import Annotated, Doc
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| 7 |
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| 8 |
import gradio as gr
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| 13 |
from rag_scraper.link_extractor import LinkExtractor, LinkType
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| 14 |
from rag_scraper.utils import URLUtils
|
| 15 |
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| 16 |
+
# Cache dir for HF Spaces
|
| 17 |
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os.environ["HF_HOME"] = "/tmp/hf_cache"
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| 18 |
+
os.makedirs(os.environ["HF_HOME"], exist_ok=True)
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| 20 |
+
# ---------- helpers ----------
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| 21 |
def check_repomix_installed() -> bool:
|
| 22 |
+
"""Return True if `repomix` is available on PATH."""
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| 23 |
try:
|
| 24 |
+
r = subprocess.run(["repomix", "--version"], capture_output=True, text=True, check=False)
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| 25 |
+
return r.returncode == 0
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| 26 |
except Exception:
|
| 27 |
return False
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| 28 |
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| 29 |
+
def run_repomix(repo_url_or_id: str, progress: gr.Progress = gr.Progress(track_tqdm=True)) -> Tuple[str, Optional[str]]:
|
| 30 |
+
"""Run Repomix on a GitHub repo and return combined Markdown (or an Error string)."""
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| 31 |
+
progress(0, desc="Starting Repomix…")
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| 32 |
try:
|
| 33 |
+
with tempfile.TemporaryDirectory() as td:
|
| 34 |
+
out_path = os.path.join(td, "repomix-output.md")
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| 35 |
+
repo_url = f"https://github.com/{repo_url_or_id}" if ("/" in repo_url_or_id and not repo_url_or_id.startswith("http")) else repo_url_or_id
|
| 36 |
+
cmd = ["repomix", "--remote", repo_url, "--output", out_path, "--style", "markdown", "--compress"]
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| 37 |
+
p = subprocess.run(cmd, capture_output=True, text=True, check=False, encoding="utf-8")
|
| 38 |
+
progress(0.8, desc="Repomix done.")
|
| 39 |
+
if p.returncode != 0:
|
| 40 |
+
err = f"Return Code: {p.returncode}\nStderr: {p.stderr}\nStdout: {p.stdout}"
|
| 41 |
+
return f"Error running Repomix:\n{err}", None
|
| 42 |
+
if os.path.exists(out_path):
|
| 43 |
+
with open(out_path, "r", encoding="utf-8") as f:
|
| 44 |
+
return f.read(), out_path
|
| 45 |
+
return "Error: Repomix did not produce an output file.", None
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| 46 |
except Exception as e:
|
| 47 |
+
progress(1, desc="Error")
|
| 48 |
+
return f"Error processing GitHub repository: {e}", None
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| 49 |
|
| 50 |
+
def scrape_and_convert_website(url: str, depth: int, progress: gr.Progress = gr.Progress(track_tqdm=True)) -> Tuple[str, str]:
|
| 51 |
+
"""Recursively scrape a website and convert visited pages to Markdown."""
|
| 52 |
+
progress(0, desc=f"Scraping {url}…")
|
| 53 |
+
visited = set()
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| 54 |
|
| 55 |
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def rec(u: str, d: int, n: int = 1, i: int = 0) -> str:
|
| 56 |
+
if u in visited or d < 0:
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|
| 57 |
return ""
|
| 58 |
+
visited.add(u)
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|
| 59 |
try:
|
| 60 |
+
progress(i / n if n > 0 else 0, desc=f"Scraping: {u}")
|
| 61 |
+
html = Scraper.fetch_html(u)
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|
| 62 |
except Exception as e:
|
| 63 |
+
return f"Error fetching {u}: {e}\n"
|
| 64 |
+
md = f"## Extracted from: {u}\n\n" + Converter.html_to_markdown(html=html, base_url=u, parser_features="html.parser", ignore_links=True) + "\n\n"
|
| 65 |
+
if d > 0:
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|
| 66 |
try:
|
| 67 |
+
links = LinkExtractor.scrape_url(u, link_type=LinkType.INTERNAL)
|
| 68 |
+
valid = [l for l in links if URLUtils.is_internal(l, u) and l not in visited]
|
| 69 |
+
for j, nxt in enumerate(valid):
|
| 70 |
+
md += rec(nxt, d - 1, len(valid), j)
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|
| 71 |
except Exception as e:
|
| 72 |
+
md += f"Error extracting links from {u}: {e}\n"
|
| 73 |
+
return md
|
| 74 |
+
|
| 75 |
+
all_md = rec(url, depth)
|
| 76 |
+
with tempfile.NamedTemporaryFile(mode="w+", delete=False, suffix=".md", encoding="utf-8") as tmp:
|
| 77 |
+
tmp.write(all_md)
|
| 78 |
+
return all_md, tmp.name
|
| 79 |
+
|
| 80 |
+
def convert_to_json(markdown_content: str, source: str) -> str:
|
| 81 |
+
"""Wrap Markdown in a tiny JSON schema."""
|
| 82 |
+
return json.dumps({"source": source, "content": markdown_content}, indent=2)
|
| 83 |
+
|
| 84 |
+
def convert_to_csv(markdown_content: str, source: str) -> str:
|
| 85 |
+
"""Write a simple 2-column CSV and return its path."""
|
| 86 |
+
f = tempfile.NamedTemporaryFile(mode="w+", delete=False, newline="", suffix=".csv", encoding="utf-8")
|
| 87 |
+
w = csv.writer(f)
|
| 88 |
+
w.writerow(["source", "content"])
|
| 89 |
+
w.writerow([source, markdown_content])
|
| 90 |
+
f.close()
|
| 91 |
+
return f.name
|
| 92 |
+
|
| 93 |
+
def save_output_to_file(content: str, fmt: str, source: str) -> str:
|
| 94 |
+
"""Persist content in the selected format (Markdown/JSON/CSV/Text/PDF) and return file path."""
|
| 95 |
+
if fmt == "JSON":
|
| 96 |
+
data = convert_to_json(content, source)
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|
| 97 |
suffix = ".json"
|
| 98 |
+
elif fmt == "CSV":
|
| 99 |
+
return convert_to_csv(content, source)
|
| 100 |
+
elif fmt == "Text":
|
| 101 |
+
data, suffix = content, ".txt"
|
| 102 |
+
elif fmt == "PDF":
|
|
|
|
| 103 |
try:
|
| 104 |
with tempfile.NamedTemporaryFile(delete=False, suffix=".pdf") as tmp_pdf:
|
| 105 |
+
path = tmp_pdf.name
|
| 106 |
+
markdown_pdf.MarkdownPdf(toc_level=2).convert_from_string(content, path)
|
| 107 |
+
return path
|
|
|
|
| 108 |
except Exception as e:
|
|
|
|
| 109 |
print(f"PDF conversion failed: {e}. Saving as Markdown instead.")
|
| 110 |
+
data, suffix = content, ".pdf.md"
|
| 111 |
else:
|
| 112 |
+
data, suffix = content, ".md"
|
| 113 |
|
| 114 |
+
with tempfile.NamedTemporaryFile(mode="w+", delete=False, suffix=suffix, encoding="utf-8") as tmp:
|
| 115 |
+
tmp.write(data)
|
| 116 |
+
return tmp.name
|
|
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|
|
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|
|
| 117 |
|
| 118 |
+
# ---------- MCP-exposed tool ----------
|
| 119 |
def process_input_updated(
|
| 120 |
url_or_id: Annotated[
|
| 121 |
str,
|
| 122 |
+
Doc("For webpages, a full URL (e.g., https://example.com). For GitHub, either owner/repo or the full GitHub URL."),
|
| 123 |
],
|
| 124 |
source_type: Annotated[
|
| 125 |
Literal["Webpage", "GitHub Repository"],
|
| 126 |
+
Doc('Choose the source: "Webpage" to crawl HTML, or "GitHub Repository" to run Repomix.'),
|
| 127 |
],
|
| 128 |
depth: Annotated[
|
| 129 |
int,
|
| 130 |
+
Doc("Crawl depth for webpages (0–3). 0 = only the main page. Ignored for GitHub."),
|
| 131 |
],
|
| 132 |
output_format_selection: Annotated[
|
| 133 |
Literal["Markdown", "JSON", "CSV", "Text", "PDF"],
|
|
|
|
| 136 |
progress: gr.Progress = gr.Progress(track_tqdm=True),
|
| 137 |
) -> Tuple[str, str, Optional[str]]:
|
| 138 |
"""
|
| 139 |
+
Scrape a webpage (with configurable depth) or dump a GitHub repo (Repomix), then export as Markdown/JSON/CSV/Text/PDF.
|
| 140 |
|
| 141 |
Returns:
|
| 142 |
+
(status, preview, file_path)
|
| 143 |
"""
|
| 144 |
+
progress(0, desc="Initializing…")
|
| 145 |
+
raw, err = "", ""
|
| 146 |
+
out_path: Optional[str] = None
|
|
|
|
| 147 |
|
| 148 |
if source_type == "GitHub Repository":
|
| 149 |
if not check_repomix_installed():
|
| 150 |
+
return "Repomix is not installed or not accessible.", "", None
|
| 151 |
+
raw, _ = run_repomix(url_or_id, progress=progress)
|
| 152 |
+
if raw.startswith("Error"):
|
| 153 |
+
return raw, "", None
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 154 |
elif source_type == "Webpage":
|
| 155 |
+
raw, _ = scrape_and_convert_website(url_or_id, depth, progress=progress)
|
| 156 |
+
if raw.startswith("Error"):
|
| 157 |
+
return raw, "", None
|
|
|
|
| 158 |
else:
|
| 159 |
+
return "Invalid source type selected.", "", None
|
|
|
|
|
|
|
|
|
|
|
|
|
| 160 |
|
| 161 |
try:
|
| 162 |
+
progress(0.9, desc=f"Converting to {output_format_selection}…")
|
| 163 |
+
out_path = save_output_to_file(raw, output_format_selection, url_or_id)
|
|
|
|
|
|
|
| 164 |
|
| 165 |
+
preview = raw
|
|
|
|
| 166 |
if output_format_selection == "JSON":
|
| 167 |
+
preview = convert_to_json(raw, url_or_id)
|
| 168 |
+
elif output_format_selection == "CSV":
|
|
|
|
| 169 |
try:
|
| 170 |
+
with open(out_path, "r", encoding="utf-8") as f:
|
| 171 |
+
first_lines = [next(f) for _ in range(5)]
|
| 172 |
+
preview = "".join(first_lines) or "[CSV content is empty or very short]"
|
| 173 |
except StopIteration:
|
| 174 |
+
with open(out_path, "r", encoding="utf-8") as f:
|
| 175 |
+
preview = f.read() or "[CSV content is empty]"
|
| 176 |
+
except Exception as e:
|
| 177 |
+
preview = f"[Error reading CSV for preview: {e}]"
|
|
|
|
|
|
|
| 178 |
elif output_format_selection == "PDF":
|
| 179 |
+
from os.path import basename
|
| 180 |
+
preview = f"[PDF generated. Download to view: {basename(out_path) if out_path else 'file.pdf'}]"
|
|
|
|
|
|
|
|
|
|
| 181 |
|
| 182 |
+
progress(1, desc="Done.")
|
| 183 |
+
return f"Successfully processed: {url_or_id}", preview, out_path
|
| 184 |
|
| 185 |
except Exception as e:
|
| 186 |
+
return f"Error during conversion: {e}", raw, None
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 187 |
|
| 188 |
+
# ---------- UI ----------
|
| 189 |
with gr.Blocks(title="RAG-Ready Content Scraper", theme="CultriX/gradio-theme") as iface:
|
| 190 |
gr.Markdown("# RAG-Ready Content Scraper")
|
| 191 |
+
gr.Markdown("Scrape webpage content or GitHub repositories to generate RAG-ready datasets.")
|
|
|
|
|
|
|
| 192 |
|
| 193 |
with gr.Row():
|
| 194 |
with gr.Column(scale=2):
|
| 195 |
+
url_input = gr.Textbox(label="Enter URL or GitHub Repository ID", placeholder="https://example.com or owner/repo")
|
| 196 |
+
source_type_input = gr.Radio(choices=["Webpage", "GitHub Repository"], value="Webpage", label="Select Source Type")
|
| 197 |
+
depth_input = gr.Slider(minimum=0, maximum=3, step=1, value=0, label="Scraping Depth (for Webpages)", info="0 = only main page. Ignored for GitHub.")
|
| 198 |
+
output_format_input = gr.Dropdown(choices=["Markdown", "JSON", "CSV", "Text", "PDF"], value="Markdown", label="Select Output Format")
|
|
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|
| 199 |
submit_button = gr.Button("Process Content", variant="primary")
|
|
|
|
| 200 |
with gr.Column(scale=3):
|
| 201 |
status_output = gr.Textbox(label="Status", interactive=False)
|
| 202 |
+
preview_output = gr.Code(label="Preview Content", language="markdown", interactive=False)
|
| 203 |
+
file_download_output = gr.File(label="Download Processed File", interactive=False)
|
|
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|
|
|
|
|
|
|
|
| 204 |
|
| 205 |
gr.Examples(
|
| 206 |
examples=[
|
| 207 |
["https://gradio.app/docs/js", "Webpage", 1, "Markdown"],
|
| 208 |
["gradio-app/gradio", "GitHub Repository", 0, "Text"],
|
| 209 |
+
["https://en.wikipedia.org/wiki/Retrieval-augmented_generation", "Webpage", 0, "JSON"],
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 210 |
],
|
| 211 |
inputs=[url_input, source_type_input, depth_input, output_format_input],
|
| 212 |
outputs=[status_output, preview_output, file_download_output],
|
|
|
|
| 214 |
cache_examples=False,
|
| 215 |
)
|
| 216 |
|
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|
|
| 217 |
submit_button.click(
|
| 218 |
fn=process_input_updated,
|
| 219 |
inputs=[url_input, source_type_input, depth_input, output_format_input],
|
|
|
|
| 221 |
)
|
| 222 |
|
| 223 |
if __name__ == "__main__":
|
| 224 |
+
# IMPORTANT: enable MCP on launch so Spaces exposes /gradio_api/mcp/sse
|
| 225 |
+
iface.queue().launch(share=True, mcp_server=True)
|