All repositories

RAG & vector DBstopoteretes

cognee

A long-term memory layer for agents: it remembers facts, links them into a graph and retrieves them on demand. The basic flow runs locally, even without an LLM key.

Who it is for

For people building agents that need memory across sessions.

How to start

  1. Install: uv pip install "cognee[gliner]" (needs Python 3.10–3.14).
  2. Remember a fact: cognee-cli remember "Marie Curie was born in Warsaw." -d local_quickstart.
  3. Ask a question: cognee-cli recall "Where was Marie Curie born?" -d local_quickstart.

Steps are taken from the README. Check the current version in the repository before running them.

Stars over the last 30 days

+984Sep 6 — Oct 5
30,37731,361

Author's description

Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory with small models for free

microsoft

markitdown

Growing fastest

A small Microsoft utility that converts PDF, Word, PowerPoint, Excel and other files into Markdown that is easy to hand to a language model.

189Kstars+11K in 30 dPython

firecrawl

firecrawl

Growing fastest

A service that turns any website into clean Markdown or structured data for models. It can search, scrape, crawl a whole site and even click through a page.

189Kstars+12K in 30 dTypeScript

infiniflow

ragflow

A ready-made RAG engine with a UI: it parses documents with templates, chunks them, searches with citations and supports agentic retrieval. Deploys with Docker.

92Kstars+1.8K in 30 dGo

unclecode

crawl4ai

An open-source Python crawler: it visits pages with a real browser and returns clean Markdown for LLMs. Runs locally, in Docker or as a cloud service.

85Kstars+3.2K in 30 dPython

opendatalab

MinerU

Parses complex PDFs, scans and Office files into Markdown or JSON while keeping tables and formulas. Comes with a CLI, a Python SDK and an agent skill.

81Kstars+2K in 30 dPython

docling-project

docling

An IBM library for document parsing: PDF, Office, HTML and images become one unified structure from which Markdown is easy to get. Supports vision models for hard pages.

68Kstars+2.5K in 30 dPython