Content Summarizer with AI Agents is an open-source Python tool that leverages modular AI agents to automatically fetch, preprocess, and summarize articles or documents. It uses the OpenAI API to segment text into manageable chunks, generate concise overviews, and iteratively refine output through feedback loops. Users can customize summary length, style, and input source via a simple command-line interface.
Content Summarizer with AI Agents is an open-source Python tool that leverages modular AI agents to automatically fetch, preprocess, and summarize articles or documents. It uses the OpenAI API to segment text into manageable chunks, generate concise overviews, and iteratively refine output through feedback loops. Users can customize summary length, style, and input source via a simple command-line interface.
Content Summarizer with AI Agents orchestrates a sequence of specialized AI agents to streamline content summarization workflows. A FetchAgent retrieves text from URLs or local files, while a PreprocessingAgent cleans and segments content. A SummarizationAgent generates concise summaries for each segment using GPT models, and a FeedbackAgent iteratively refines the output for coherence and relevance. The tool supports customization of summary length and tone, handles long documents through chunking, and produces final summaries in plain text or JSON formats. It requires a valid OpenAI API key and runs in a standard Python environment.
Who will use Content Summarizer with AI Agents?
Content marketers looking to condense articles
Journalists needing quick article overviews
Researchers summarizing papers
Bloggers repurposing content
Students distilling reading material
Developers automating documentation
How to use the Content Summarizer with AI Agents?
Step1: Clone the GitHub repository
Step2: Install Python dependencies via pip
Step3: Set your OpenAI API key in environment variables
Step4: Run the CLI with a URL or file path
Step5: Review and customize the generated summary
Platform
mac
windows
linux
Content Summarizer with AI Agents's Core Features & Benefits
The Core Features
URL and file content fetching
Text cleaning and chunking
GPT-powered summarization per chunk
Iterative feedback and refinement
Customizable summary length and style
Plain text or JSON output
The Benefits
Automates long-form content summarization
Improves consistency with agent orchestration
Reduces manual editing effort
Scales to large documents
Fully open-source and customizable
Content Summarizer with AI Agents's Main Use Cases & Applications
Summarizing news articles for newsletters
Condensing blog posts into briefs
Extracting key points from research papers
Generating executive summaries of reports
Automating product review overviews
FAQs of Content Summarizer with AI Agents
How do I install this tool?
What API does it use for summarization?
Can I adjust the summary length?
Does it support local text files?
How does the feedback loop work?
Is there a GUI available?
What Python versions are supported?
Can I use other language models?
How do I contribute?
Are there usage costs?
Content Summarizer with AI Agents Company Information