Upload firecrawl_extractor.py
Browse files- agents/firecrawl_extractor.py +446 -0
agents/firecrawl_extractor.py
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|
| 1 |
+
"""
|
| 2 |
+
Agent 1B: Firecrawl CSS Extractor
|
| 3 |
+
Design System Extractor v2
|
| 4 |
+
|
| 5 |
+
Persona: CSS Deep Diver
|
| 6 |
+
|
| 7 |
+
Responsibilities:
|
| 8 |
+
- Fetch and parse all CSS files from a website
|
| 9 |
+
- Extract colors from CSS rules, variables, and values
|
| 10 |
+
- Bypass CORS restrictions by fetching CSS directly
|
| 11 |
+
- Complement Playwright extraction with deeper CSS analysis
|
| 12 |
+
"""
|
| 13 |
+
|
| 14 |
+
import re
|
| 15 |
+
import asyncio
|
| 16 |
+
from typing import Optional, Callable
|
| 17 |
+
from datetime import datetime
|
| 18 |
+
|
| 19 |
+
# Firecrawl for web scraping
|
| 20 |
+
try:
|
| 21 |
+
from firecrawl import FirecrawlApp
|
| 22 |
+
FIRECRAWL_AVAILABLE = True
|
| 23 |
+
except ImportError:
|
| 24 |
+
FIRECRAWL_AVAILABLE = False
|
| 25 |
+
|
| 26 |
+
from core.color_utils import (
|
| 27 |
+
parse_color,
|
| 28 |
+
get_contrast_with_white,
|
| 29 |
+
get_contrast_with_black,
|
| 30 |
+
)
|
| 31 |
+
|
| 32 |
+
|
| 33 |
+
class FirecrawlExtractor:
|
| 34 |
+
"""
|
| 35 |
+
Extracts colors from CSS files using Firecrawl.
|
| 36 |
+
|
| 37 |
+
This complements the Playwright extraction by:
|
| 38 |
+
1. Fetching all linked CSS files
|
| 39 |
+
2. Parsing inline <style> blocks
|
| 40 |
+
3. Extracting CSS variables
|
| 41 |
+
4. Finding all color values in CSS rules
|
| 42 |
+
"""
|
| 43 |
+
|
| 44 |
+
def __init__(self, api_key: Optional[str] = None):
|
| 45 |
+
"""
|
| 46 |
+
Initialize Firecrawl extractor.
|
| 47 |
+
|
| 48 |
+
Args:
|
| 49 |
+
api_key: Firecrawl API key (optional for free tier)
|
| 50 |
+
"""
|
| 51 |
+
self.api_key = api_key
|
| 52 |
+
self.colors: dict[str, dict] = {}
|
| 53 |
+
self.css_variables: dict[str, str] = {}
|
| 54 |
+
self.errors: list[str] = []
|
| 55 |
+
self.warnings: list[str] = []
|
| 56 |
+
self.stats = {
|
| 57 |
+
"css_files_parsed": 0,
|
| 58 |
+
"style_blocks_parsed": 0,
|
| 59 |
+
"colors_found": 0,
|
| 60 |
+
"css_variables_found": 0,
|
| 61 |
+
}
|
| 62 |
+
|
| 63 |
+
# Color regex pattern
|
| 64 |
+
self.color_regex = re.compile(
|
| 65 |
+
r'#[0-9a-fA-F]{3,8}|'
|
| 66 |
+
r'rgb\(\s*\d+\s*,\s*\d+\s*,\s*\d+\s*\)|'
|
| 67 |
+
r'rgba\(\s*\d+\s*,\s*\d+\s*,\s*\d+\s*,\s*[\d.]+\s*\)|'
|
| 68 |
+
r'hsl\(\s*\d+\s*,\s*[\d.]+%?\s*,\s*[\d.]+%?\s*\)|'
|
| 69 |
+
r'hsla\(\s*\d+\s*,\s*[\d.]+%?\s*,\s*[\d.]+%?\s*,\s*[\d.]+\s*\)',
|
| 70 |
+
re.IGNORECASE
|
| 71 |
+
)
|
| 72 |
+
|
| 73 |
+
# CSS variable pattern
|
| 74 |
+
self.css_var_regex = re.compile(
|
| 75 |
+
r'--[\w-]+\s*:\s*([^;]+)',
|
| 76 |
+
re.IGNORECASE
|
| 77 |
+
)
|
| 78 |
+
|
| 79 |
+
def _extract_colors_from_css(self, css_text: str, source: str = "css") -> list[dict]:
|
| 80 |
+
"""Extract all color values from CSS text."""
|
| 81 |
+
colors = []
|
| 82 |
+
|
| 83 |
+
# Find all color values
|
| 84 |
+
matches = self.color_regex.findall(css_text)
|
| 85 |
+
for match in matches:
|
| 86 |
+
colors.append({
|
| 87 |
+
"value": match.strip(),
|
| 88 |
+
"source": source,
|
| 89 |
+
"context": "firecrawl-css",
|
| 90 |
+
})
|
| 91 |
+
|
| 92 |
+
return colors
|
| 93 |
+
|
| 94 |
+
def _extract_css_variables(self, css_text: str) -> dict[str, str]:
|
| 95 |
+
"""Extract CSS variables from CSS text."""
|
| 96 |
+
variables = {}
|
| 97 |
+
|
| 98 |
+
matches = self.css_var_regex.findall(css_text)
|
| 99 |
+
for match in matches:
|
| 100 |
+
# Get variable name and value
|
| 101 |
+
var_match = re.search(r'(--[\w-]+)\s*:\s*([^;]+)', css_text)
|
| 102 |
+
if var_match:
|
| 103 |
+
var_name = var_match.group(1)
|
| 104 |
+
var_value = var_match.group(2).strip()
|
| 105 |
+
variables[var_name] = var_value
|
| 106 |
+
|
| 107 |
+
# More precise extraction
|
| 108 |
+
for match in re.finditer(r'(--[\w-]+)\s*:\s*([^;]+);', css_text):
|
| 109 |
+
var_name = match.group(1)
|
| 110 |
+
var_value = match.group(2).strip()
|
| 111 |
+
variables[var_name] = var_value
|
| 112 |
+
|
| 113 |
+
return variables
|
| 114 |
+
|
| 115 |
+
def _process_color(self, color_value: str) -> Optional[str]:
|
| 116 |
+
"""Process and normalize a color value to hex."""
|
| 117 |
+
parsed = parse_color(color_value)
|
| 118 |
+
if parsed:
|
| 119 |
+
return parsed.hex
|
| 120 |
+
return None
|
| 121 |
+
|
| 122 |
+
def _aggregate_color(self, color_data: dict):
|
| 123 |
+
"""Aggregate a color into the collection."""
|
| 124 |
+
hex_value = self._process_color(color_data.get("value", ""))
|
| 125 |
+
if not hex_value:
|
| 126 |
+
return
|
| 127 |
+
|
| 128 |
+
if hex_value not in self.colors:
|
| 129 |
+
contrast_white = get_contrast_with_white(hex_value)
|
| 130 |
+
contrast_black = get_contrast_with_black(hex_value)
|
| 131 |
+
|
| 132 |
+
self.colors[hex_value] = {
|
| 133 |
+
"value": hex_value,
|
| 134 |
+
"frequency": 0,
|
| 135 |
+
"contexts": [],
|
| 136 |
+
"sources": [],
|
| 137 |
+
"contrast_white": round(contrast_white, 2),
|
| 138 |
+
"contrast_black": round(contrast_black, 2),
|
| 139 |
+
}
|
| 140 |
+
|
| 141 |
+
# Update frequency and context
|
| 142 |
+
self.colors[hex_value]["frequency"] += 1
|
| 143 |
+
|
| 144 |
+
context = color_data.get("context", "")
|
| 145 |
+
if context and context not in self.colors[hex_value]["contexts"]:
|
| 146 |
+
self.colors[hex_value]["contexts"].append(context)
|
| 147 |
+
|
| 148 |
+
source = color_data.get("source", "")
|
| 149 |
+
if source and source not in self.colors[hex_value]["sources"]:
|
| 150 |
+
self.colors[hex_value]["sources"].append(source)
|
| 151 |
+
|
| 152 |
+
async def extract_with_firecrawl(
|
| 153 |
+
self,
|
| 154 |
+
url: str,
|
| 155 |
+
log_callback: Optional[Callable[[str], None]] = None
|
| 156 |
+
) -> dict:
|
| 157 |
+
"""
|
| 158 |
+
Extract colors using Firecrawl API.
|
| 159 |
+
|
| 160 |
+
Args:
|
| 161 |
+
url: Website URL to analyze
|
| 162 |
+
log_callback: Optional callback for logging progress
|
| 163 |
+
|
| 164 |
+
Returns:
|
| 165 |
+
Dict with extracted colors and stats
|
| 166 |
+
"""
|
| 167 |
+
|
| 168 |
+
def log(msg: str):
|
| 169 |
+
if log_callback:
|
| 170 |
+
log_callback(msg)
|
| 171 |
+
|
| 172 |
+
if not FIRECRAWL_AVAILABLE:
|
| 173 |
+
log("β οΈ Firecrawl not available, skipping...")
|
| 174 |
+
return {"colors": {}, "css_variables": {}, "stats": self.stats}
|
| 175 |
+
|
| 176 |
+
log("")
|
| 177 |
+
log("=" * 60)
|
| 178 |
+
log("π₯ FIRECRAWL CSS EXTRACTION")
|
| 179 |
+
log("=" * 60)
|
| 180 |
+
log("")
|
| 181 |
+
|
| 182 |
+
try:
|
| 183 |
+
# Initialize Firecrawl
|
| 184 |
+
if self.api_key:
|
| 185 |
+
app = FirecrawlApp(api_key=self.api_key)
|
| 186 |
+
else:
|
| 187 |
+
# Try without API key (limited functionality)
|
| 188 |
+
log(" β οΈ No Firecrawl API key - using fallback method")
|
| 189 |
+
return await self._fallback_css_extraction(url, log_callback)
|
| 190 |
+
|
| 191 |
+
log(f" π Scraping: {url}")
|
| 192 |
+
|
| 193 |
+
# Scrape the page
|
| 194 |
+
result = app.scrape_url(
|
| 195 |
+
url,
|
| 196 |
+
params={
|
| 197 |
+
'formats': ['html'],
|
| 198 |
+
'includeTags': ['style', 'link'],
|
| 199 |
+
}
|
| 200 |
+
)
|
| 201 |
+
|
| 202 |
+
if not result:
|
| 203 |
+
log(" β Firecrawl returned no results")
|
| 204 |
+
return {"colors": {}, "css_variables": {}, "stats": self.stats}
|
| 205 |
+
|
| 206 |
+
html_content = result.get('html', '') or result.get('content', '')
|
| 207 |
+
|
| 208 |
+
log(f" β
Page scraped ({len(html_content)} chars)")
|
| 209 |
+
|
| 210 |
+
# Extract <style> blocks
|
| 211 |
+
log(" π Parsing <style> blocks...")
|
| 212 |
+
style_blocks = re.findall(r'<style[^>]*>(.*?)</style>', html_content, re.DOTALL | re.IGNORECASE)
|
| 213 |
+
|
| 214 |
+
for i, block in enumerate(style_blocks):
|
| 215 |
+
colors = self._extract_colors_from_css(block, f"style-block-{i}")
|
| 216 |
+
for color in colors:
|
| 217 |
+
self._aggregate_color(color)
|
| 218 |
+
|
| 219 |
+
variables = self._extract_css_variables(block)
|
| 220 |
+
self.css_variables.update(variables)
|
| 221 |
+
self.stats["style_blocks_parsed"] += 1
|
| 222 |
+
|
| 223 |
+
log(f" Found {len(style_blocks)} style blocks")
|
| 224 |
+
|
| 225 |
+
# Extract CSS file URLs
|
| 226 |
+
log(" π Finding linked CSS files...")
|
| 227 |
+
css_urls = re.findall(r'href=["\']([^"\']*\.css[^"\']*)["\']', html_content, re.IGNORECASE)
|
| 228 |
+
|
| 229 |
+
log(f" Found {len(css_urls)} CSS files")
|
| 230 |
+
|
| 231 |
+
# Fetch and parse each CSS file
|
| 232 |
+
for css_url in css_urls[:15]: # Limit to 15 files
|
| 233 |
+
try:
|
| 234 |
+
# Make URL absolute
|
| 235 |
+
if css_url.startswith('//'):
|
| 236 |
+
css_url = 'https:' + css_url
|
| 237 |
+
elif css_url.startswith('/'):
|
| 238 |
+
from urllib.parse import urlparse
|
| 239 |
+
parsed = urlparse(url)
|
| 240 |
+
css_url = f"{parsed.scheme}://{parsed.netloc}{css_url}"
|
| 241 |
+
elif not css_url.startswith('http'):
|
| 242 |
+
from urllib.parse import urljoin
|
| 243 |
+
css_url = urljoin(url, css_url)
|
| 244 |
+
|
| 245 |
+
log(f" π Fetching: {css_url[:60]}...")
|
| 246 |
+
|
| 247 |
+
# Fetch CSS file
|
| 248 |
+
css_result = app.scrape_url(css_url, params={'formats': ['rawHtml']})
|
| 249 |
+
css_content = css_result.get('rawHtml', '') or css_result.get('content', '')
|
| 250 |
+
|
| 251 |
+
if css_content:
|
| 252 |
+
colors = self._extract_colors_from_css(css_content, css_url.split('/')[-1])
|
| 253 |
+
for color in colors:
|
| 254 |
+
self._aggregate_color(color)
|
| 255 |
+
|
| 256 |
+
variables = self._extract_css_variables(css_content)
|
| 257 |
+
self.css_variables.update(variables)
|
| 258 |
+
self.stats["css_files_parsed"] += 1
|
| 259 |
+
|
| 260 |
+
log(f" β
Parsed ({len(colors)} colors)")
|
| 261 |
+
|
| 262 |
+
except Exception as e:
|
| 263 |
+
log(f" β οΈ Failed: {str(e)[:50]}")
|
| 264 |
+
self.warnings.append(f"Failed to fetch {css_url}: {str(e)}")
|
| 265 |
+
|
| 266 |
+
# Process CSS variables that contain colors
|
| 267 |
+
log(" π¨ Processing CSS variables...")
|
| 268 |
+
for var_name, var_value in self.css_variables.items():
|
| 269 |
+
if self.color_regex.match(var_value.strip()):
|
| 270 |
+
self._aggregate_color({
|
| 271 |
+
"value": var_value.strip(),
|
| 272 |
+
"source": f"css-var:{var_name}",
|
| 273 |
+
"context": "css-variable",
|
| 274 |
+
})
|
| 275 |
+
self.stats["css_variables_found"] += 1
|
| 276 |
+
|
| 277 |
+
self.stats["colors_found"] = len(self.colors)
|
| 278 |
+
|
| 279 |
+
# Log summary
|
| 280 |
+
log("")
|
| 281 |
+
log("π FIRECRAWL RESULTS:")
|
| 282 |
+
log(f" CSS files parsed: {self.stats['css_files_parsed']}")
|
| 283 |
+
log(f" Style blocks parsed: {self.stats['style_blocks_parsed']}")
|
| 284 |
+
log(f" CSS variables found: {self.stats['css_variables_found']}")
|
| 285 |
+
log(f" Unique colors found: {self.stats['colors_found']}")
|
| 286 |
+
log("")
|
| 287 |
+
|
| 288 |
+
# Show top colors found
|
| 289 |
+
if self.colors:
|
| 290 |
+
sorted_colors = sorted(self.colors.items(), key=lambda x: -x[1]['frequency'])[:10]
|
| 291 |
+
log(" π¨ Top colors found:")
|
| 292 |
+
for hex_val, data in sorted_colors:
|
| 293 |
+
log(f" {hex_val} (used {data['frequency']}x)")
|
| 294 |
+
|
| 295 |
+
return {
|
| 296 |
+
"colors": self.colors,
|
| 297 |
+
"css_variables": self.css_variables,
|
| 298 |
+
"stats": self.stats,
|
| 299 |
+
}
|
| 300 |
+
|
| 301 |
+
except Exception as e:
|
| 302 |
+
log(f" β Firecrawl error: {str(e)}")
|
| 303 |
+
self.errors.append(f"Firecrawl error: {str(e)}")
|
| 304 |
+
return await self._fallback_css_extraction(url, log_callback)
|
| 305 |
+
|
| 306 |
+
async def _fallback_css_extraction(
|
| 307 |
+
self,
|
| 308 |
+
url: str,
|
| 309 |
+
log_callback: Optional[Callable[[str], None]] = None
|
| 310 |
+
) -> dict:
|
| 311 |
+
"""
|
| 312 |
+
Fallback CSS extraction using httpx (no Firecrawl API key needed).
|
| 313 |
+
"""
|
| 314 |
+
|
| 315 |
+
def log(msg: str):
|
| 316 |
+
if log_callback:
|
| 317 |
+
log_callback(msg)
|
| 318 |
+
|
| 319 |
+
log("")
|
| 320 |
+
log("π Using fallback CSS extraction (httpx)...")
|
| 321 |
+
|
| 322 |
+
try:
|
| 323 |
+
import httpx
|
| 324 |
+
|
| 325 |
+
async with httpx.AsyncClient(timeout=30.0, follow_redirects=True) as client:
|
| 326 |
+
# Fetch main page
|
| 327 |
+
log(f" π Fetching: {url}")
|
| 328 |
+
response = await client.get(url)
|
| 329 |
+
html_content = response.text
|
| 330 |
+
|
| 331 |
+
log(f" β
Page fetched ({len(html_content)} chars)")
|
| 332 |
+
|
| 333 |
+
# Extract <style> blocks
|
| 334 |
+
log(" π Parsing <style> blocks...")
|
| 335 |
+
style_blocks = re.findall(r'<style[^>]*>(.*?)</style>', html_content, re.DOTALL | re.IGNORECASE)
|
| 336 |
+
|
| 337 |
+
for i, block in enumerate(style_blocks):
|
| 338 |
+
colors = self._extract_colors_from_css(block, f"style-block-{i}")
|
| 339 |
+
for color in colors:
|
| 340 |
+
self._aggregate_color(color)
|
| 341 |
+
|
| 342 |
+
variables = self._extract_css_variables(block)
|
| 343 |
+
self.css_variables.update(variables)
|
| 344 |
+
self.stats["style_blocks_parsed"] += 1
|
| 345 |
+
|
| 346 |
+
log(f" Found {len(style_blocks)} style blocks")
|
| 347 |
+
|
| 348 |
+
# Extract CSS file URLs
|
| 349 |
+
log(" π Finding linked CSS files...")
|
| 350 |
+
css_urls = re.findall(r'href=["\']([^"\']*\.css[^"\']*)["\']', html_content, re.IGNORECASE)
|
| 351 |
+
|
| 352 |
+
log(f" Found {len(css_urls)} CSS files")
|
| 353 |
+
|
| 354 |
+
# Fetch and parse each CSS file
|
| 355 |
+
for css_url in css_urls[:15]:
|
| 356 |
+
try:
|
| 357 |
+
# Make URL absolute
|
| 358 |
+
if css_url.startswith('//'):
|
| 359 |
+
css_url = 'https:' + css_url
|
| 360 |
+
elif css_url.startswith('/'):
|
| 361 |
+
from urllib.parse import urlparse
|
| 362 |
+
parsed = urlparse(url)
|
| 363 |
+
css_url = f"{parsed.scheme}://{parsed.netloc}{css_url}"
|
| 364 |
+
elif not css_url.startswith('http'):
|
| 365 |
+
from urllib.parse import urljoin
|
| 366 |
+
css_url = urljoin(url, css_url)
|
| 367 |
+
|
| 368 |
+
log(f" π Fetching: {css_url[:60]}...")
|
| 369 |
+
|
| 370 |
+
css_response = await client.get(css_url)
|
| 371 |
+
css_content = css_response.text
|
| 372 |
+
|
| 373 |
+
if css_content:
|
| 374 |
+
colors = self._extract_colors_from_css(css_content, css_url.split('/')[-1])
|
| 375 |
+
for color in colors:
|
| 376 |
+
self._aggregate_color(color)
|
| 377 |
+
|
| 378 |
+
variables = self._extract_css_variables(css_content)
|
| 379 |
+
self.css_variables.update(variables)
|
| 380 |
+
self.stats["css_files_parsed"] += 1
|
| 381 |
+
|
| 382 |
+
log(f" β
Parsed ({len(colors)} colors)")
|
| 383 |
+
|
| 384 |
+
except Exception as e:
|
| 385 |
+
log(f" β οΏ½οΏ½ Failed: {str(e)[:50]}")
|
| 386 |
+
self.warnings.append(f"Failed to fetch {css_url}: {str(e)}")
|
| 387 |
+
|
| 388 |
+
# Process CSS variables
|
| 389 |
+
log(" π¨ Processing CSS variables...")
|
| 390 |
+
for var_name, var_value in self.css_variables.items():
|
| 391 |
+
if self.color_regex.match(var_value.strip()):
|
| 392 |
+
self._aggregate_color({
|
| 393 |
+
"value": var_value.strip(),
|
| 394 |
+
"source": f"css-var:{var_name}",
|
| 395 |
+
"context": "css-variable",
|
| 396 |
+
})
|
| 397 |
+
self.stats["css_variables_found"] += 1
|
| 398 |
+
|
| 399 |
+
self.stats["colors_found"] = len(self.colors)
|
| 400 |
+
|
| 401 |
+
# Log summary
|
| 402 |
+
log("")
|
| 403 |
+
log("π FALLBACK EXTRACTION RESULTS:")
|
| 404 |
+
log(f" CSS files parsed: {self.stats['css_files_parsed']}")
|
| 405 |
+
log(f" Style blocks parsed: {self.stats['style_blocks_parsed']}")
|
| 406 |
+
log(f" CSS variables found: {self.stats['css_variables_found']}")
|
| 407 |
+
log(f" Unique colors found: {self.stats['colors_found']}")
|
| 408 |
+
log("")
|
| 409 |
+
|
| 410 |
+
# Show top colors
|
| 411 |
+
if self.colors:
|
| 412 |
+
sorted_colors = sorted(self.colors.items(), key=lambda x: -x[1]['frequency'])[:10]
|
| 413 |
+
log(" π¨ Top colors found:")
|
| 414 |
+
for hex_val, data in sorted_colors:
|
| 415 |
+
log(f" {hex_val} (used {data['frequency']}x)")
|
| 416 |
+
|
| 417 |
+
return {
|
| 418 |
+
"colors": self.colors,
|
| 419 |
+
"css_variables": self.css_variables,
|
| 420 |
+
"stats": self.stats,
|
| 421 |
+
}
|
| 422 |
+
|
| 423 |
+
except Exception as e:
|
| 424 |
+
log(f" β Fallback extraction failed: {str(e)}")
|
| 425 |
+
self.errors.append(f"Fallback extraction failed: {str(e)}")
|
| 426 |
+
return {"colors": {}, "css_variables": {}, "stats": self.stats}
|
| 427 |
+
|
| 428 |
+
|
| 429 |
+
async def extract_css_colors(
|
| 430 |
+
url: str,
|
| 431 |
+
api_key: Optional[str] = None,
|
| 432 |
+
log_callback: Optional[Callable[[str], None]] = None
|
| 433 |
+
) -> dict:
|
| 434 |
+
"""
|
| 435 |
+
Convenience function to extract CSS colors.
|
| 436 |
+
|
| 437 |
+
Args:
|
| 438 |
+
url: Website URL
|
| 439 |
+
api_key: Optional Firecrawl API key
|
| 440 |
+
log_callback: Optional logging callback
|
| 441 |
+
|
| 442 |
+
Returns:
|
| 443 |
+
Dict with colors, css_variables, and stats
|
| 444 |
+
"""
|
| 445 |
+
extractor = FirecrawlExtractor(api_key=api_key)
|
| 446 |
+
return await extractor.extract_with_firecrawl(url, log_callback)
|