From 2cba31a086edbbdca0dce1bb87e663c9d4381ab2 Mon Sep 17 00:00:00 2001
From: Geoff-Robin <jeffrobin132004@gmail.com>
Date: Sat, 4 Oct 2025 21:26:25 +0530
Subject: [PATCH] Tested and Debugged scraping usage in cognee.add() pipeline

---
 cognee/api/v1/add/add.py                      |  21 +-
 .../loaders/external/webscraper_loader.py     |  10 -
 cognee/tasks/ingestion/ingest_data.py         |  12 +-
 .../ingestion/save_data_item_to_storage.py    |  24 +-
 cognee/tasks/web_scraper/__init__.py          |   3 +-
 cognee/tasks/web_scraper/utils.py             |  65 ++---
 .../tasks/web_scraping/web_scraping_test.py   | 161 ++++++++++++
 notebooks/data/graphrag                       |   1 -
 pyproject.toml                                |   2 +
 uv.lock                                       | 237 ++++++++----------
 10 files changed, 320 insertions(+), 216 deletions(-)
 delete mode 100644 cognee/infrastructure/loaders/external/webscraper_loader.py
 delete mode 160000 notebooks/data/graphrag

diff --git a/cognee/api/v1/add/add.py b/cognee/api/v1/add/add.py
index 5643ecc94..93102b160 100644
--- a/cognee/api/v1/add/add.py
+++ b/cognee/api/v1/add/add.py
@@ -1,4 +1,5 @@
 from uuid import UUID
+import os
 from typing import Union, BinaryIO, List, Optional, Dict, Literal
 
 from cognee.modules.users.models import User
@@ -12,6 +13,11 @@ from cognee.modules.pipelines.layers.reset_dataset_pipeline_run_status import (
 from cognee.modules.engine.operations.setup import setup
 from cognee.tasks.ingestion import ingest_data, resolve_data_directories
 from cognee.tasks.web_scraper.config import TavilyConfig, SoupCrawlerConfig
+from cognee.context_global_variables import (
+    tavily_config as tavily,
+    soup_crawler_config as soup_crawler,
+)
+from urllib.parse import urlparse
 
 
 async def add(
@@ -25,7 +31,6 @@ async def add(
     preferred_loaders: List[str] = None,
     incremental_loading: bool = True,
     extraction_rules: Optional[Dict[str, str]] = None,
-    preferred_tool: Optional[Literal["tavily", "beautifulsoup"]] = "beautifulsoup",
     tavily_config: Optional[TavilyConfig] = None,
     soup_crawler_config: Optional[SoupCrawlerConfig] = None,
 ):
@@ -155,14 +160,20 @@ async def add(
             node_set,
             dataset_id,
             preferred_loaders,
-            extraction_rules,
-            preferred_tool,
-            tavily_config,
-            soup_crawler_config,
         ),
     ]
 
     await setup()
+    if not soup_crawler_config and extraction_rules:
+        soup_crawler_config = SoupCrawlerConfig(extraction_rules=extraction_rules)
+
+    if not tavily_config and os.getenv("TAVILY_API_KEY"):
+        tavily_config = TavilyConfig()
+
+    soup_crawler.set(soup_crawler_config)
+    tavily.set(tavily_config)
+    if urlparse(data).scheme in ["http", "https"]:
+        node_set = ["web_content"] if not node_set else node_set + ["web_content"]
 
     user, authorized_dataset = await resolve_authorized_user_dataset(dataset_id, dataset_name, user)
 
diff --git a/cognee/infrastructure/loaders/external/webscraper_loader.py b/cognee/infrastructure/loaders/external/webscraper_loader.py
deleted file mode 100644
index 7ef56a948..000000000
--- a/cognee/infrastructure/loaders/external/webscraper_loader.py
+++ /dev/null
@@ -1,10 +0,0 @@
-from typing import List
-from cognee.infrastructure.loaders.LoaderInterface import LoaderInterface
-from cognee.shared.logging_utils import get_logger
-from cognee.infrastructure.files.storage import get_file_storage, get_storage_config
-from cognee.infrastructure.files.utils.get_file_metadata import get_file_metadata
-
-logger = get_logger(__name__)
-
-class WebScraperLoader(LoaderInterface):
-    pass
\ No newline at end of file
diff --git a/cognee/tasks/ingestion/ingest_data.py b/cognee/tasks/ingestion/ingest_data.py
index a61f5d97b..b86bada19 100644
--- a/cognee/tasks/ingestion/ingest_data.py
+++ b/cognee/tasks/ingestion/ingest_data.py
@@ -29,10 +29,6 @@ async def ingest_data(
     node_set: Optional[List[str]] = None,
     dataset_id: UUID = None,
     preferred_loaders: List[str] = None,
-    extraction_rules: Optional[Dict[str, str]] = None,
-    preferred_tool: Optional[Literal["tavily", "beautifulsoup"]] = "beautifulsoup",
-    tavily_config: Optional[TavilyConfig] = None,
-    soup_crawler_config: Optional[SoupCrawlerConfig] = None,
 ):
     if not user:
         user = await get_default_user()
@@ -83,13 +79,7 @@ async def ingest_data(
 
         for data_item in data:
             # Get file path of data item or create a file it doesn't exist
-            original_file_path = await save_data_item_to_storage(
-                data_item,
-                extraction_rules=extraction_rules,
-                preferred_tool=preferred_tool,
-                tavily_config=tavily_config,
-                soup_crawler_config=soup_crawler_config,
-            )
+            original_file_path = await save_data_item_to_storage(data_item)
 
             # Transform file path to be OS usable
             actual_file_path = get_data_file_path(original_file_path)
diff --git a/cognee/tasks/ingestion/save_data_item_to_storage.py b/cognee/tasks/ingestion/save_data_item_to_storage.py
index 1bf53f57c..d55b697c6 100644
--- a/cognee/tasks/ingestion/save_data_item_to_storage.py
+++ b/cognee/tasks/ingestion/save_data_item_to_storage.py
@@ -7,7 +7,7 @@ from cognee.modules.ingestion.exceptions import IngestionError
 from cognee.modules.ingestion import save_data_to_file
 from cognee.shared.logging_utils import get_logger
 from pydantic_settings import BaseSettings, SettingsConfigDict
-from cognee.tasks.web_scraper import check_valid_arguments_for_web_scraper
+from cognee.context_global_variables import tavily_config, soup_crawler_config
 
 logger = get_logger()
 
@@ -61,28 +61,18 @@ async def save_data_item_to_storage(data_item: Union[BinaryIO, str, Any], **kwar
             try:
                 from cognee.tasks.web_scraper import fetch_page_content
 
-                extraction_rules = kwargs.get("extraction_rules", None)
-                preferred_tool = kwargs.get("preferred_tool", "beautifulsoup")
-                tavily_config = kwargs.get("tavily_config", None)
-                soup_crawler_config = kwargs.get("soup_crawler_config", None)
-                check_valid_arguments_for_web_scraper(
-                    extraction_rules=extraction_rules,
-                    preferred_tool=preferred_tool,
-                    tavily_config=tavily_config,
-                    soup_crawler_config=soup_crawler_config,
-                )
+                tavily = tavily_config.get()
+                soup_crawler = soup_crawler_config.get()
+
                 data = await fetch_page_content(
                     data_item,
-                    extraction_rules=extraction_rules,
-                    preferred_tool=preferred_tool,
-                    tavily_config=tavily_config,
-                    soup_crawler_config=soup_crawler_config,
+                    preferred_tool="beautifulsoup" if soup_crawler else "tavily",
+                    tavily_config=tavily,
+                    soup_crawler_config=soup_crawler,
                 )
                 content = ""
                 for key, value in data.items():
                     content += f"{key}:\n{value}\n\n"
-                else:
-                    content = data[data_item]
                 return await save_data_to_file(content)
             except Exception as e:
                 raise IngestionError(
diff --git a/cognee/tasks/web_scraper/__init__.py b/cognee/tasks/web_scraper/__init__.py
index 7560dee56..a37e17871 100644
--- a/cognee/tasks/web_scraper/__init__.py
+++ b/cognee/tasks/web_scraper/__init__.py
@@ -1,8 +1,7 @@
 from .bs4_crawler import BeautifulSoupCrawler
-from .utils import fetch_page_content, check_valid_arguments_for_web_scraper
+from .utils import fetch_page_content
 
 __all__ = [
     "BeautifulSoupCrawler",
     "fetch_page_content",
-    "check_valid_arguments_for_web_scraper",
 ]
diff --git a/cognee/tasks/web_scraper/utils.py b/cognee/tasks/web_scraper/utils.py
index 18d54d13a..d6b57d615 100644
--- a/cognee/tasks/web_scraper/utils.py
+++ b/cognee/tasks/web_scraper/utils.py
@@ -8,32 +8,13 @@ import asyncio
 
 logger = get_logger(__name__)
 
-try:
-    from tavily import AsyncTavilyClient
-except ImportError:
-    logger.error(
-        "Failed to import tavily, make sure to install using pip install tavily-python>=0.7.0"
-    )
-
-try:
-    from bs4 import BeautifulSoup
-except ImportError:
-    logger.error(
-        "Failed to import bs4, make sure to install using pip install beautifulsoup4>=4.13.1"
-    )
-
 
 async def fetch_page_content(
     urls: Union[str, List[str]],
     *,
     preferred_tool: Optional[Literal["tavily", "beautifulsoup"]] = "beautifulsoup",
-    extraction_rules: Optional[Dict[str, Any]] = None,
     tavily_config: Optional[TavilyConfig] = None,
     soup_crawler_config: Optional[SoupCrawlerConfig] = None,
-    use_playwright: Optional[bool] = False,
-    playwright_js_wait: Optional[float] = 0.8,
-    join_all_matches: Optional[bool] = False,
-    structured: Optional[bool] = False,
 ) -> Dict[str, Union[str, Dict[str, str]]]:
     """
     Fetch page content using Tavily API if TAVILY_API_KEY is set,
@@ -50,22 +31,30 @@ async def fetch_page_content(
     Returns:
         Dict mapping URL -> extracted string or structured dict
     """
-    if (os.getenv("TAVILY_API_KEY") or tavily_config.api_key) and preferred_tool == "tavily":
+    if preferred_tool == "tavily":
+        if tavily_config.api_key is None:
+            raise ValueError("TAVILY_API_KEY must be set in TavilyConfig to use Tavily")
         return await fetch_with_tavily(urls)
 
-    else:
+    elif preferred_tool == "beautifulsoup":
+        try:
+            from bs4 import BeautifulSoup
+        except ImportError:
+            logger.error(
+                "Failed to import bs4, make sure to install using pip install beautifulsoup4>=4.13.1"
+            )
         crawler = BeautifulSoupCrawler()
-        extraction_rules = extraction_rules or soup_crawler_config.extraction_rules
+        extraction_rules = soup_crawler_config.extraction_rules
         if extraction_rules is None:
             raise ValueError("extraction_rules must be provided when not using Tavily")
         try:
             results = await crawler.fetch_with_bs4(
                 urls,
                 extraction_rules,
-                use_playwright=use_playwright,
-                playwright_js_wait=playwright_js_wait,
-                join_all_matches=join_all_matches,
-                structured=structured,
+                use_playwright=soup_crawler_config.use_playwright,
+                playwright_js_wait=soup_crawler_config.playwright_js_wait,
+                join_all_matches=soup_crawler_config.join_all_matches,
+                structured=soup_crawler_config.structured,
             )
             return results
         except Exception as e:
@@ -73,6 +62,12 @@ async def fetch_page_content(
 
 
 async def fetch_with_tavily(urls: Union[str, List[str]]) -> Dict[str, str]:
+    try:
+        from tavily import AsyncTavilyClient
+    except ImportError:
+        logger.error(
+            "Failed to import tavily, make sure to install using pip install tavily-python>=0.7.0"
+        )
     client = AsyncTavilyClient()
     results = await client.extract(urls)
     for failed_result in results.get("failed_results", []):
@@ -81,21 +76,3 @@ async def fetch_with_tavily(urls: Union[str, List[str]]) -> Dict[str, str]:
     for results in results.get("results", []):
         return_results[results["url"]] = results["raw_content"]
     return return_results
-
-
-def check_valid_arguments_for_web_scraper(
-    extraction_rules, preferred_tool, tavily_config, soup_crawler_config
-):
-    if preferred_tool == "tavily":
-        if not (os.getenv("TAVILY_API_KEY") or (tavily_config and tavily_config.api_key)):
-            raise ValueError(
-                "TAVILY_API_KEY must be set in environment variables or tavily_config.api_key must be provided when preferred_tool is 'tavily'"
-            )
-    else:
-        print(preferred_tool)
-        print(soup_crawler_config)
-        print(soup_crawler_config and soup_crawler_config.extraction_rules)
-        if not (extraction_rules or (soup_crawler_config and soup_crawler_config.extraction_rules)):
-            raise ValueError(
-                "extraction_rules must be provided when preferred_tool is 'beautifulsoup'"
-            )
diff --git a/cognee/tests/tasks/web_scraping/web_scraping_test.py b/cognee/tests/tasks/web_scraping/web_scraping_test.py
index e69de29bb..4f47bf7d2 100644
--- a/cognee/tests/tasks/web_scraping/web_scraping_test.py
+++ b/cognee/tests/tasks/web_scraping/web_scraping_test.py
@@ -0,0 +1,161 @@
+import asyncio
+import cognee
+from cognee.tasks.web_scraper.config import SoupCrawlerConfig
+
+
+async def test_web_scraping_using_bs4():
+    # 0. Prune only data (not full system prune)
+    await cognee.prune.prune_data()
+
+    # 1. Setup test URL and extraction rules
+    url = "https://quotes.toscrape.com/"
+    rules = {
+        "quotes": {"selector": ".quote span.text", "all": True},
+        "authors": {"selector": ".quote small", "all": True},
+    }
+
+    soup_config = SoupCrawlerConfig(
+        concurrency=5,
+        crawl_delay=0.5,
+        timeout=15.0,
+        max_retries=2,
+        retry_delay_factor=0.5,
+        extraction_rules=rules,
+        use_playwright=False,
+        structured=True,
+    )
+
+    # 2. Add / ingest the page
+    await cognee.add(
+        data=url,
+        soup_crawler_config=soup_config,
+        incremental_loading=False,
+    )
+
+    # 3. Cognify
+    await cognee.cognify()
+
+    # 4. Search for a known quote
+    results = await cognee.search(
+        "Who said 'The world as we have created it is a process of our thinking. It cannot be changed without changing our thinking'?",
+        query_type=cognee.SearchType.GRAPH_COMPLETION,
+    )
+    assert "Albert Einstein" in results[0], (
+        "Test failed! Albert Einstein not found in scraped data."
+    )
+    print("Test passed! Found Albert Einstein in scraped data.")
+    print(results)
+    print("Web scraping test using bs4 completed.")
+
+
+async def test_web_scraping_using_bs4_and_incremental_loading():
+    # 0. Prune only data (not full system prune)
+    await cognee.prune.prune_data()
+
+    # 1. Setup test URL and extraction rules
+    url = "https://books.toscrape.com/"
+    rules = {"titles": "article.product_pod h3 a", "prices": "article.product_pod p.price_color"}
+
+    soup_config = SoupCrawlerConfig(
+        concurrency=1,
+        crawl_delay=0.1,
+        timeout=10.0,
+        max_retries=1,
+        retry_delay_factor=0.5,
+        extraction_rules=rules,
+        use_playwright=False,
+        structured=True,
+    )
+
+    # 2. Add / ingest the page
+    await cognee.add(
+        data=url,
+        soup_crawler_config=soup_config,
+        incremental_loading=True,
+    )
+
+    # 3. Cognify
+    await cognee.cognify()
+
+    # 4. Search for a known book
+    results = await cognee.search(
+        "What is the price of 'A Light in the Attic' book?",
+        query_type=cognee.SearchType.GRAPH_COMPLETION,
+    )
+    assert "51.77" in results[0], "Test failed! 'A Light in the Attic' not found in scraped data."
+    print("Test passed! Found 'A Light in the Attic' in scraped data.")
+    print(results)
+    print("Web scraping test using bs4 with incremental loading completed.")
+
+
+async def test_web_scraping_using_tavily():
+    # 0. Prune only data (not full system prune)
+    await cognee.prune.prune_data()
+
+    # 1. Setup test URL and extraction rules
+    url = "https://quotes.toscrape.com/"
+
+    # 2. Add / ingest the page
+    await cognee.add(
+        data=url,
+        incremental_loading=False,
+    )
+
+    # 3. Cognify
+    await cognee.cognify()
+
+    # 4. Search for a known quote
+    results = await cognee.search(
+        "Who said 'The world as we have created it is a process of our thinking. It cannot be changed without changing our thinking'?",
+        query_type=cognee.SearchType.GRAPH_COMPLETION,
+    )
+    assert "Albert Einstein" in results[0], (
+        "Test failed! Albert Einstein not found in scraped data."
+    )
+    print("Test passed! Found Albert Einstein in scraped data.")
+    print(results)
+    print("Web scraping test using tavily completed.")
+
+
+async def test_web_scraping_using_tavily_and_incremental_loading():
+    # 0. Prune only data (not full system prune)
+    await cognee.prune.prune_data()
+
+    # 1. Setup test URL and extraction rules
+    url = "https://quotes.toscrape.com/"
+
+    # 2. Add / ingest the page
+    await cognee.add(
+        data=url,
+        incremental_loading=True,
+    )
+
+    # 3. Cognify
+    await cognee.cognify()
+
+    # 4. Search for a known quote
+    results = await cognee.search(
+        "Who said 'The world as we have created it is a process of our thinking. It cannot be changed without changing our thinking'?",
+        query_type=cognee.SearchType.GRAPH_COMPLETION,
+    )
+    assert "Albert Einstein" in results[0], (
+        "Test failed! Albert Einstein not found in scraped data."
+    )
+    print("Test passed! Found Albert Einstein in scraped data.")
+    print(results)
+    print("Web scraping test using tavily with incremental loading completed.")
+
+
+async def main():
+    print("starting web scraping test using bs4 with incremental loading...")
+    await test_web_scraping_using_bs4_and_incremental_loading()
+    print("starting web scraping test using bs4 without incremental loading...")
+    await test_web_scraping_using_bs4()
+    print("starting web scraping test using tavily with incremental loading...")
+    await test_web_scraping_using_tavily_and_incremental_loading()
+    print("starting web scraping test using tavily without incremental loading...")
+    await test_web_scraping_using_tavily()
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/notebooks/data/graphrag b/notebooks/data/graphrag
deleted file mode 160000
index 130b84db9..000000000
--- a/notebooks/data/graphrag
+++ /dev/null
@@ -1 +0,0 @@
-Subproject commit 130b84db9270734756d16918e5c86034777140fc
diff --git a/pyproject.toml b/pyproject.toml
index e50c38f25..d4d7939e4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -77,6 +77,8 @@ scraping = [
     "tavily-python>=0.7.0",
     "beautifulsoup4>=4.13.1",
     "playwright>=1.9.0",
+    "lxml>=4.9.3,<5.0.0",
+    "protego>=0.1",
 ]
 neo4j = ["neo4j>=5.28.0,<6"]
 neptune = ["langchain_aws>=0.2.22"]
diff --git a/uv.lock b/uv.lock
index 709b502c8..a06bebdd9 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.10, <=3.13"
 resolution-markers = [
     "python_full_version >= '3.13' and platform_python_implementation != 'PyPy' and sys_platform != 'emscripten'",
@@ -915,9 +915,6 @@ evals = [
     { name = "gdown" },
     { name = "plotly" },
 ]
-falkordb = [
-    { name = "falkordb" },
-]
 gemini = [
     { name = "google-generativeai" },
 ]
@@ -969,6 +966,13 @@ postgres-binary = [
 posthog = [
     { name = "posthog" },
 ]
+scraping = [
+    { name = "beautifulsoup4" },
+    { name = "lxml" },
+    { name = "playwright" },
+    { name = "protego" },
+    { name = "tavily-python" },
+]
 
 [package.metadata]
 requires-dist = [
@@ -980,13 +984,13 @@ requires-dist = [
     { name = "asyncpg", marker = "extra == 'postgres'", specifier = ">=0.30.0,<1.0.0" },
     { name = "asyncpg", marker = "extra == 'postgres-binary'", specifier = ">=0.30.0,<1.0.0" },
     { name = "baml-py", specifier = ">=0.201.0,<0.202.0" },
+    { name = "beautifulsoup4", marker = "extra == 'scraping'", specifier = ">=4.13.1" },
     { name = "chromadb", marker = "extra == 'chromadb'", specifier = ">=0.6,<0.7" },
     { name = "coverage", marker = "extra == 'dev'", specifier = ">=7.3.2,<8" },
     { name = "debugpy", marker = "extra == 'debug'", specifier = ">=1.8.9,<2.0.0" },
     { name = "deepeval", marker = "extra == 'deepeval'", specifier = ">=3.0.1,<4" },
     { name = "deptry", marker = "extra == 'dev'", specifier = ">=0.20.0,<0.21" },
     { name = "dlt", extras = ["sqlalchemy"], specifier = ">=1.9.0,<2" },
-    { name = "falkordb", marker = "extra == 'falkordb'", specifier = ">=1.0.9,<2.0.0" },
     { name = "fastapi", specifier = ">=0.115.7,<1.0.0" },
     { name = "fastapi-users", extras = ["sqlalchemy"], specifier = ">=14.0.1,<15.0.0" },
     { name = "fastembed", marker = "python_full_version < '3.13' and extra == 'codegraph'", specifier = "<=0.6.0" },
@@ -1008,6 +1012,7 @@ requires-dist = [
     { name = "limits", specifier = ">=4.4.1,<5" },
     { name = "litellm", specifier = ">=1.71.0,<2.0.0" },
     { name = "llama-index-core", marker = "extra == 'llama-index'", specifier = ">=0.12.11,<0.13" },
+    { name = "lxml", marker = "extra == 'scraping'", specifier = ">=4.9.3,<5.0.0" },
     { name = "matplotlib", specifier = ">=3.8.3,<4" },
     { name = "mistral-common", marker = "extra == 'mistral'", specifier = ">=1.5.2,<2" },
     { name = "mkdocs-material", marker = "extra == 'dev'", specifier = ">=9.5.42,<10" },
@@ -1027,9 +1032,11 @@ requires-dist = [
     { name = "pandas", specifier = ">=2.2.2,<3.0.0" },
     { name = "pgvector", marker = "extra == 'postgres'", specifier = ">=0.3.5,<0.4" },
     { name = "pgvector", marker = "extra == 'postgres-binary'", specifier = ">=0.3.5,<0.4" },
+    { name = "playwright", marker = "extra == 'scraping'", specifier = ">=1.9.0" },
     { name = "plotly", marker = "extra == 'evals'", specifier = ">=6.0.0,<7" },
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