Summarizer Python Packages

sumy

Module for automatic summarization of text documents and HTML pages.

wdoc

Summarize and query from a lot of heterogeneous documents. Any LLM provider, any filetype, advanced RAG, advanced summaries, scriptable, etc

doctoolsllm

(Now winston_doc) A perfect AI powered RAG for document query and summary. Supports ~all LLM and ~all filetypes (url, pdf, epub, youtube (incl playlist), audio, anki, md, docx, pptx, oe any combination!)

lexrank

LexRank algorithm for text summarization

kagi-session2api-mcp

Free Kagi Search MCP server — access search and summarizer via session tokens, no API key needed. Works with Claude Desktop, Cursor, Windsurf, Hermes and any MCP client.

uglypy

Retrieve, aggregate, filter, evaluate, rewrite and serve RSS feeds using Large Language Models for fun, research and learning purposes

unofficial-claude2-api

Unofficial Claude API supporting direct HTTP chat creation/deletion/retrieval, messages with multiple file attachments and auto session gathering using Firefox with geckodriver.

linguakit

Python wrapper for Linguakit's Perl implementation

surferr

AI-Powered Website & Webpage Summarizer

unofficial-claude-api

Unofficial Claude API supporting direct HTTP chat creation/deletion/retrieval, messages with multiple file attachments and auto session gathering using Firefox with geckodriver.

potara

Multi-document summarization tool relying on ILP and sentence fusion

gensim-sum-ext

Python library to extend Gensim's summarizer capabilities

quintus

Document Embedding and Inference

sports-news-collector

Provide sports news information leveraging Pororo.

standsum

An extractive text summarizer using Cosine Methods in NLTK