Self-hosted knowledge graph engine for AI agents
Worth a timeboxed spike before you bet on it.
Small teams building AI-powered chatbots or virtual assistants
Manual memory management or paid AI platforms
High ops burden and potential for knowledge graph complexity
Explore Cognee's documentation and demo examples
The numbers
Maintainers describe it as: “Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.”
cognee, in short
- Should a small team use cognee?
- Pilot it. Worth a timeboxed spike before you bet on it. Small teams building AI-powered chatbots or virtual assistants
- What does cognee actually do?
- Self-hosted knowledge graph engine for AI agents
- What does cognee replace?
- Manual memory management or paid AI platforms
- What is the downside of cognee?
- High ops burden and potential for knowledge graph complexity
- Can cognee be used in a commercial product?
- Its licence is Apache-2.0, which is permissive and generally fine for commercial use. Confirm against the LICENSE file in the repository.
Weighed against
A document-understanding engine that parses messy PDFs and scans properly before answering questions about them.
A memory layer that lets an AI assistant remember facts about a user across separate conversations.
A single application that turns a folder of your documents into a chat assistant, as a desktop app or a hosted install.
The most widely used Python toolkit for chaining model calls, tools and retrieval into an application.