A module to find links through various search engines
Project description
SERPEngine
SERPEngine Production grade search module to find links through search engines.
- uses google search API
- made for production. You need API keys
- includes various filters including LLM based one. So you can filter the links based on domain, metadata,
Installation
-
Clone the Repository:
pip install serpengine [repo]
-
Usage:
from serpengine import SERPEngine
# Initialize the searcher
serpengine = SERPEngine()
result_data = serpengine.collect(
query="best food in USA",
num_urls=5,
search_sources=["google_search_via_api"],
regex_based_link_validation=False,
allow_links_forwarding_to_files=False,
output_format="json" # or "linksearch"
)
print(result_data)
Getting Google Credentials:
Create or Select a Google Cloud Project: Go to the Google Cloud Console. Create a new project (or select an existing one). Enable the Custom Search API:
In the Cloud Console, navigate to APIs & Services > Library. Search for "Custom Search API". Click on it and then press the "Enable" button. Create Credentials (API Key):
Once the API is enabled, go to APIs & Services > Credentials in the sidebar. Click "Create Credentials" and choose "API key". A dialog will display your new API key. Copy this key.
Getting the Custom Search Engine ID (GOOGLE_CSE_ID) This ID tells the API which search engine configuration to use.
Visit the Google Custom Search Engine (CSE) Site:
Go to Google Custom Search Engine. Create a Custom Search Engine:
Click "Add" or "New Search Engine". In the "Sites to search" field, you can either enter a specific website (if you want to restrict the search) or enter a placeholder like *.com to allow broader searches. Fill in the other required fields (like a name for your search engine) and click "Create". Retrieve Your CSE ID:
Once your search engine is created, go to its Control Panel.
Look for the "Search engine ID" (often labeled as cx). It will be a string of characters.
Copy this ID.
Parameters
query(str): The search query.validation_conditions(Dict, optional): Additional validation rules for filtering links.num_urls(int): Number of links to retrieve.search_sources(List[str]): Search sources to use (e.g.,"google_search_via_api","google_search_via_request_module").allowed_countries(List[str], optional): List of country codes to allow.forbidden_countries(List[str], optional): List of country codes to forbid.allowed_domains(List[str], optional): List of domains to allow.forbidden_domains(List[str], optional): List of domains to block.filter_llm(bool, optional): Whether to use AI-based filtering.output_format(str): Output format, either"json"or"linksearch".
Output
-
JSON Format:
{ "operation_result": { "total_time": 1.234, "errors": [] }, "results": [ { "link": "https://digikey.com/product1", "metadata": "", "title": "" }, ... ] }
-
LinkSearch Objects:
A list of
LinkSearchobjects with attributeslink,metadata, andtitle.
Features
-
Search Modules:
- Simple Google Search Module: Scrapes Google search results directly from the HTML.
- Google Search API Module: Utilizes the Google Custom Search API for fetching search results.
-
Filters:
-
Allowed Domains:
- Description: Restricts search results to specified domains. For example, setting
allowed_domains=["digikey.com"]ensures only links from Digi-Key are collected.
- Description: Restricts search results to specified domains. For example, setting
-
Keyword Match Based Link Validation:
- Description: Ensures that the collected links contain specific keywords. For instance,
keyword_match_based_link_validation=["STM32"]filters out any links that do not include the keyword "STM32".
- Description: Ensures that the collected links contain specific keywords. For instance,
-
Allowed Countries (Optional):
- Description: Filters links based on the top-level domain (TLD) to include only those from specified countries.
-
Forbidden Countries (Optional):
- Description: Excludes links from specified countries based on their TLD.
-
Additional Validation Conditions:
- Description: Allows for custom validation logic to further filter links based on user-defined criteria.
-
-
Output Formats:
- JSON: Provides a structured dictionary containing operation results and the list of collected links.
- LinkSearch Objects: Returns a list of
LinkSearchdataclass instances for flexible manipulation within Python.
-
Error Handling and Logging:
- Captures and logs errors encountered during the search and filtering processes, facilitating easier debugging and maintenance.
-
Extensibility:
- Designed to be easily extendable, allowing integration of additional search sources or more sophisticated filtering mechanisms as needed.
Requirements
Ensure you have the following dependencies installed. They are listed in the requirements.txt file:
requests>=2.25.1
python-dotenv>=0.19.0
beautifulsoup4>=4.9.3
You can install them via:
pip install -r requirements.txt
Configuration
Before using the Link Search Agent, set up your environment variables:
-
Create a
.envFile:GOOGLE_API_KEY=your_google_api_key GOOGLE_CSE_ID=your_custom_search_engine_id
-
Ensure the
.envFile is in the Root Directory or the Directory Where the Script Runs.
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