Files
University-Playwright-Codeg…/artifacts/rwth_aachen_university_scraper.py
yangxiaoyu-crypto fb2aa12f2b Add OpenRouter support and improve JSON parsing robustness
- Add OpenRouter as third LLM provider option in config.py
- Implement _extract_json() to handle markdown-wrapped JSON responses
- Add default values for missing required fields in ScriptPlan
- Handle navigation_strategy as list or string
- Add .env.example with configuration templates
- Add test script and sample generated scrapers for RWTH and KAUST

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-10 13:13:39 +08:00

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Python
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#!/usr/bin/env python
"""
Auto-generated by the Agno codegen agent.
Target university: RWTH Aachen (https://www.rwth-aachen.de/go/id/a/?lidx=1)
Requested caps: depth=3, pages=30
Plan description: Playwright scraper for university master programs and faculty profiles.
Navigation strategy: Start at the university homepage: https://www.rwth-aachen.de/ Navigate to faculty/department pages, e.g. /fakultaeten/, /fachbereiche/ Look for staff/people directory pages within each department Crawl the staff directories to find individual profile pages Some departments may use subdomains like informatik.rwth-aachen.de
Verification checklist:
- Check that collected URLs are for individual people, not directories
- Spot check profile pages to ensure they represent faculty members
- Verify relevant graduate program pages were found
- Confirm noise pages like news, events, jobs were excluded
Playwright snapshot used to guide this plan:
1. RWTH Aachen University | Rheinisch-Westfälische Technische Hochschule | EN (https://www.rwth-aachen.de/go/id/a/?lidx=1)
Snippet: Skip to Content Skip to Main Navigation Skip to Landing Pages for Target Groups Skip to Quick Access Skip to Search Skip to Footer News Information for... Quick Access DE       Search for Search       Copyright: ©   Copyright: ©   Copyright: ©   Copyright: © Studying at RWTH Welc
Anchors: Skip to Content -> https://www.rwth-aachen.de/go/id/a/?lidx=1#main, Skip to Main Navigation -> https://www.rwth-aachen.de/go/id/a/?lidx=1#main-nav-control, Skip to Landing Pages for Target Groups -> https://www.rwth-aachen.de/go/id/a/?lidx=1#persona-control, Skip to Quick Access -> https://www.rwth-aachen.de/go/id/a/?lidx=1#quick-start-control, Skip to Search -> https://www.rwth-aachen.de/go/id/a/?lidx=1#searchbar, Skip to Footer -> https://www.rwth-aachen.de/go/id/a/?lidx=1#footer
2. Prospective Students | RWTH Aachen University | EN (https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~svo/Studieninteressierte/lidx/1/)
Snippet: Skip to Content Skip to Main Navigation Skip to Landing Pages for Target Groups Skip to Quick Access Skip to Search Skip to Footer News Information for... Quick Access DE       Search for Search     Prospective Students Choosing A Course of Study Copyright: © Mario Irrmischer Adv
Anchors: Skip to Content -> https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~svo/Studieninteressierte/lidx/1/#main, Skip to Main Navigation -> https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~svo/Studieninteressierte/lidx/1/#main-nav-control, Skip to Landing Pages for Target Groups -> https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~svo/Studieninteressierte/lidx/1/#persona-control, Skip to Quick Access -> https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~svo/Studieninteressierte/lidx/1/#quick-start-control, Skip to Search -> https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~svo/Studieninteressierte/lidx/1/#searchbar, Skip to Footer -> https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~svo/Studieninteressierte/lidx/1/#footer
3. First-Year Students | RWTH Aachen University | EN (https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~cgjnl/Studienanfaengerinnen-und-anfaenger/lidx/1/)
Snippet: Skip to Content Skip to Main Navigation Skip to Landing Pages for Target Groups Skip to Quick Access Skip to Search Skip to Footer News Information for... Quick Access DE       Search for Search     First-Year Students Preparing for Your Studies Recommended Subject-Specific Res
Anchors: Skip to Content -> https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~cgjnl/Studienanfaengerinnen-und-anfaenger/lidx/1/#main, Skip to Main Navigation -> https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~cgjnl/Studienanfaengerinnen-und-anfaenger/lidx/1/#main-nav-control, Skip to Landing Pages for Target Groups -> https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~cgjnl/Studienanfaengerinnen-und-anfaenger/lidx/1/#persona-control, Skip to Quick Access -> https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~cgjnl/Studienanfaengerinnen-und-anfaenger/lidx/1/#quick-start-control, Skip to Search -> https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~cgjnl/Studienanfaengerinnen-und-anfaenger/lidx/1/#searchbar, Skip to Footer -> https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~cgjnl/Studienanfaengerinnen-und-anfaenger/lidx/1/#footer
4. Students | RWTH Aachen University | EN (https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~tpi/Studierende/lidx/1/)
Snippet: Skip to Content Skip to Main Navigation Skip to Landing Pages for Target Groups Skip to Quick Access Skip to Search Skip to Footer News Information for... Quick Access DE       Search for Search     Students Teaser Copyright: © Martin Braun Classes What lectures do you have next
Anchors: Skip to Content -> https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~tpi/Studierende/lidx/1/#main, Skip to Main Navigation -> https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~tpi/Studierende/lidx/1/#main-nav-control, Skip to Landing Pages for Target Groups -> https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~tpi/Studierende/lidx/1/#persona-control, Skip to Quick Access -> https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~tpi/Studierende/lidx/1/#quick-start-control, Skip to Search -> https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~tpi/Studierende/lidx/1/#searchbar, Skip to Footer -> https://www.rwth-aachen.de/cms/root/Zielgruppenportale/~tpi/Studierende/lidx/1/#footer
Snapshot truncated.
Generated at: 2025-12-09T15:00:09.586788+00:00
"""
from __future__ import annotations
import argparse
import asyncio
import json
import time
from collections import deque
from dataclasses import asdict, dataclass, field
from datetime import datetime, timezone
from pathlib import Path
from typing import Deque, Iterable, List, Set, Tuple
from urllib.parse import urljoin, urldefrag, urlparse
from playwright.async_api import async_playwright, Page, Response
PROGRAM_KEYWORDS = ['/studium/', '/studiengaenge/', 'master', 'graduate', 'postgraduate', 'm.sc.', 'm.a.']
FACULTY_KEYWORDS = ['/staff/', '/profile/', '/personen/', '/person/', '/aw/personen/', 'prof.', 'dr.', 'professor']
EXCLUSION_KEYWORDS = ['studieninteressierte', 'studienanfaenger', 'zulassung', 'bewerbung', 'studienbeitraege', 'studienfinanzierung', 'aktuelles', 'veranstaltungen', 'karriere', 'stellenangebote', 'alumni', 'anmeldung']
METADATA_FIELDS = ['url', 'title', 'entity_type', 'department', 'email', 'scraped_at']
EXTRA_NOTES = ['Site is primarily in German, so use German keywords', 'Faculty profile URLs contain /personen/ or /person/', 'Graduate program pages use /studium/ and /studiengaenge/']
# URL patterns that indicate individual profile pages
PROFILE_URL_PATTERNS = [
"/people/", "/person/", "/profile/", "/profiles/",
"/faculty/", "/staff/", "/directory/",
"/~", # Unix-style personal pages
"/bio/", "/about/",
]
# URL patterns that indicate listing/directory pages (should be crawled deeper)
DIRECTORY_URL_PATTERNS = [
"/faculty", "/people", "/directory", "/staff",
"/team", "/members", "/researchers",
]
def normalize_url(base: str, href: str) -> str:
"""Normalize URL by resolving relative paths and removing fragments."""
absolute = urljoin(base, href)
cleaned, _ = urldefrag(absolute)
# Remove trailing slash for consistency
return cleaned.rstrip("/")
def matches_any(text: str, keywords: Iterable[str]) -> bool:
"""Check if text contains any of the keywords (case-insensitive)."""
lowered = text.lower()
return any(keyword.lower() in lowered for keyword in keywords)
def is_same_domain(url1: str, url2: str) -> bool:
"""Check if two URLs belong to the same root domain."""
domain1 = urlparse(url1).netloc.replace("www.", "")
domain2 = urlparse(url2).netloc.replace("www.", "")
# Allow subdomains of the same root domain
parts1 = domain1.split(".")
parts2 = domain2.split(".")
if len(parts1) >= 2 and len(parts2) >= 2:
return parts1[-2:] == parts2[-2:]
return domain1 == domain2
def is_profile_url(url: str) -> bool:
"""Check if URL pattern suggests an individual profile page."""
url_lower = url.lower()
return any(pattern in url_lower for pattern in PROFILE_URL_PATTERNS)
def is_directory_url(url: str) -> bool:
"""Check if URL pattern suggests a directory/listing page."""
url_lower = url.lower()
return any(pattern in url_lower for pattern in DIRECTORY_URL_PATTERNS)
@dataclass
class ScrapedLink:
url: str
title: str
text: str
source_url: str
bucket: str # "program" or "faculty"
is_verified: bool = False
http_status: int = 0
is_profile_page: bool = False
scraped_at: str = field(default_factory=lambda: datetime.now(timezone.utc).isoformat())
@dataclass
class ScrapeSettings:
root_url: str
max_depth: int
max_pages: int
headless: bool
output: Path
verify_links: bool = True
request_delay: float = 1.0 # Polite crawling delay
async def extract_links(page: Page) -> List[Tuple[str, str]]:
"""Extract all anchor links from the page."""
anchors: Iterable[dict] = await page.eval_on_selector_all(
"a",
"""elements => elements
.map(el => ({text: (el.textContent || '').trim(), href: el.href}))
.filter(item => item.text && item.href && item.href.startsWith('http'))""",
)
return [(item["href"], item["text"]) for item in anchors]
async def get_page_title(page: Page) -> str:
"""Get the page title safely."""
try:
return await page.title() or ""
except Exception:
return ""
async def verify_link(context, url: str, timeout: int = 10000) -> Tuple[bool, int, str]:
"""
Verify a link by making a HEAD-like request.
Returns: (is_valid, status_code, page_title)
"""
page = await context.new_page()
try:
response: Response = await page.goto(url, wait_until="domcontentloaded", timeout=timeout)
if response:
status = response.status
title = await get_page_title(page)
is_valid = 200 <= status < 400
return is_valid, status, title
return False, 0, ""
except Exception:
return False, 0, ""
finally:
await page.close()
async def crawl(settings: ScrapeSettings, browser_name: str) -> List[ScrapedLink]:
"""
Crawl the website using BFS, collecting program and faculty links.
Features:
- URL deduplication
- Link verification
- Profile page detection
- Polite crawling with delays
"""
async with async_playwright() as p:
browser_launcher = getattr(p, browser_name)
browser = await browser_launcher.launch(headless=settings.headless)
context = await browser.new_context()
# Priority queue: (priority, url, depth) - lower priority = processed first
# Directory pages get priority 0, others get priority 1
queue: Deque[Tuple[int, str, int]] = deque([(0, settings.root_url, 0)])
visited: Set[str] = set()
found_urls: Set[str] = set() # For deduplication of results
results: List[ScrapedLink] = []
print(f"Starting crawl from: {settings.root_url}")
print(f"Max depth: {settings.max_depth}, Max pages: {settings.max_pages}")
try:
while queue and len(visited) < settings.max_pages:
# Sort queue by priority (directory pages first)
queue = deque(sorted(queue, key=lambda x: x[0]))
priority, url, depth = queue.popleft()
normalized_url = normalize_url(settings.root_url, url)
if normalized_url in visited or depth > settings.max_depth:
continue
# Only crawl same-domain URLs
if not is_same_domain(settings.root_url, normalized_url):
continue
visited.add(normalized_url)
print(f"[{len(visited)}/{settings.max_pages}] Depth {depth}: {normalized_url[:80]}...")
page = await context.new_page()
try:
response = await page.goto(
normalized_url, wait_until="domcontentloaded", timeout=20000
)
if not response or response.status >= 400:
await page.close()
continue
except Exception as e:
print(f" Error: {e}")
await page.close()
continue
page_title = await get_page_title(page)
links = await extract_links(page)
for href, text in links:
normalized_href = normalize_url(normalized_url, href)
# Skip if already found or is excluded
if normalized_href in found_urls:
continue
if matches_any(text, EXCLUSION_KEYWORDS) or matches_any(normalized_href, EXCLUSION_KEYWORDS):
continue
text_lower = text.lower()
href_lower = normalized_href.lower()
is_profile = is_profile_url(normalized_href)
# Check for program links
if matches_any(text_lower, PROGRAM_KEYWORDS) or matches_any(href_lower, PROGRAM_KEYWORDS):
found_urls.add(normalized_href)
results.append(
ScrapedLink(
url=normalized_href,
title="",
text=text[:200],
source_url=normalized_url,
bucket="program",
is_profile_page=False,
)
)
# Check for faculty links
if matches_any(text_lower, FACULTY_KEYWORDS) or matches_any(href_lower, FACULTY_KEYWORDS):
found_urls.add(normalized_href)
results.append(
ScrapedLink(
url=normalized_href,
title="",
text=text[:200],
source_url=normalized_url,
bucket="faculty",
is_profile_page=is_profile,
)
)
# Queue for further crawling
if depth < settings.max_depth and is_same_domain(settings.root_url, normalized_href):
# Prioritize directory pages
link_priority = 0 if is_directory_url(normalized_href) else 1
queue.append((link_priority, normalized_href, depth + 1))
await page.close()
# Polite delay between requests
await asyncio.sleep(settings.request_delay)
finally:
await context.close()
await browser.close()
# Verify links if enabled
if settings.verify_links and results:
print(f"\nVerifying {len(results)} links...")
browser = await browser_launcher.launch(headless=True)
context = await browser.new_context()
verified_results = []
for i, link in enumerate(results):
if link.url in [r.url for r in verified_results]:
continue # Skip duplicates
print(f" [{i+1}/{len(results)}] Verifying: {link.url[:60]}...")
is_valid, status, title = await verify_link(context, link.url)
link.is_verified = True
link.http_status = status
link.title = title or link.text
if is_valid:
verified_results.append(link)
else:
print(f" Invalid (HTTP {status})")
await asyncio.sleep(0.5) # Delay between verifications
await context.close()
await browser.close()
results = verified_results
return results
def deduplicate_results(results: List[ScrapedLink]) -> List[ScrapedLink]:
"""Remove duplicate URLs, keeping the first occurrence."""
seen: Set[str] = set()
unique = []
for link in results:
if link.url not in seen:
seen.add(link.url)
unique.append(link)
return unique
def serialize(results: List[ScrapedLink], target: Path, root_url: str) -> None:
"""Save results to JSON file with statistics."""
results = deduplicate_results(results)
program_links = [link for link in results if link.bucket == "program"]
faculty_links = [link for link in results if link.bucket == "faculty"]
profile_pages = [link for link in faculty_links if link.is_profile_page]
payload = {
"root_url": root_url,
"generated_at": datetime.now(timezone.utc).isoformat(),
"statistics": {
"total_links": len(results),
"program_links": len(program_links),
"faculty_links": len(faculty_links),
"profile_pages": len(profile_pages),
"verified_links": len([r for r in results if r.is_verified and r.http_status == 200]),
},
"program_links": [asdict(link) for link in program_links],
"faculty_links": [asdict(link) for link in faculty_links],
"notes": EXTRA_NOTES,
"metadata_fields": METADATA_FIELDS,
}
target.parent.mkdir(parents=True, exist_ok=True)
target.write_text(json.dumps(payload, indent=2, ensure_ascii=False), encoding="utf-8")
print(f"\nResults saved to: {target}")
print(f" Total links: {len(results)}")
print(f" Program links: {len(program_links)}")
print(f" Faculty links: {len(faculty_links)}")
print(f" Profile pages: {len(profile_pages)}")
def parse_args() -> argparse.Namespace:
parser = argparse.ArgumentParser(
description="Playwright scraper generated by the Agno agent for https://www.rwth-aachen.de/go/id/a/?lidx=1."
)
parser.add_argument(
"--root-url",
default="https://www.rwth-aachen.de/go/id/a/?lidx=1",
help="Seed url to start crawling from.",
)
parser.add_argument(
"--max-depth",
type=int,
default=3,
help="Maximum crawl depth.",
)
parser.add_argument(
"--max-pages",
type=int,
default=30,
help="Maximum number of pages to visit.",
)
parser.add_argument(
"--output",
type=Path,
default=Path("university-scraper_results.json"),
help="Where to save the JSON output.",
)
parser.add_argument(
"--headless",
action="store_true",
default=True,
help="Run browser in headless mode (default: True).",
)
parser.add_argument(
"--no-headless",
action="store_false",
dest="headless",
help="Run browser with visible window.",
)
parser.add_argument(
"--browser",
choices=["chromium", "firefox", "webkit"],
default="chromium",
help="Browser engine to launch via Playwright.",
)
parser.add_argument(
"--no-verify",
action="store_true",
default=False,
help="Skip link verification step.",
)
parser.add_argument(
"--delay",
type=float,
default=1.0,
help="Delay between requests in seconds (polite crawling).",
)
return parser.parse_args()
async def main_async() -> None:
args = parse_args()
settings = ScrapeSettings(
root_url=args.root_url,
max_depth=args.max_depth,
max_pages=args.max_pages,
headless=args.headless,
output=args.output,
verify_links=not args.no_verify,
request_delay=args.delay,
)
links = await crawl(settings, browser_name=args.browser)
serialize(links, settings.output, settings.root_url)
def main() -> None:
asyncio.run(main_async())
if __name__ == "__main__":
main()