ai-claim-essence 2025.12.20202921

A new package that lets users input a short statement about AI’s societal impact and instantly receives a clear, structured summary of the core idea. By focusing on extracting the essence of the claim

AI Claim Essence

A Python package that extracts and summarizes the core idea from a user's input about AI's societal impact.

Installation

pip install ai_claim_essence

Usage

from ai_claim_essence import ai_claim_essence

response = ai_claim_essence("AI is revolutionary, but not egalitarian")
print(response)

Parameters

• user_input (str): The user input text to process.
• llm (Optional[BaseChatModel]): The LangChain LLM instance to use. If not provided, the default ChatLLM7 will be used.
• api_key (Optional[str]): The API key for LLM7. If not provided, the environment variable LLM7_API_KEY will be used.

Using Different LLMs

By default, this package uses ChatLLM7 from langchain_llm7. You can safely pass your own LLM instance if you want to use another LLM.

Example with OpenAI

from langchain_openai import ChatOpenAI
from ai_claim_essence import ai_claim_essence

llm = ChatOpenAI()
response = ai_claim_essence("AI is revolutionary, but not egalitarian", llm=llm)
print(response)

Example with Anthropic

from langchain_anthropic import ChatAnthropic
from ai_claim_essence import ai_claim_essence

llm = ChatAnthropic()
response = ai_claim_essence("AI is revolutionary, but not egalitarian", llm=llm)
print(response)

Example with Google

from langchain_google_genai import ChatGoogleGenerativeAI
from ai_claim_essence import ai_claim_essence

llm = ChatGoogleGenerativeAI()
response = ai_claim_essence("AI is revolutionary, but not egalitarian", llm=llm)
print(response)

Rate Limits

The default rate limits for LLM7 free tier are sufficient for most use cases of this package. If you want higher rate limits for LLM7, you can pass your own API key via the environment variable LLM7_API_KEY or directly via the api_key parameter.

from ai_claim_essence import ai_claim_essence

response = ai_claim_essence("AI is revolutionary, but not egalitarian", api_key="your_api_key")
print(response)

You can get a free API key by registering at LLM7.

Issues

If you encounter any issues, please report them on the GitHub issues page.

Author

Eugene Evstafev

• Email: [e-mail]
• GitHub: chigwell
• LinkedIn: Eugene Evstafev

License

This project is licensed under the MIT License - see the LICENSE file for details.