What it is
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. Review the offic GitHub popularity snapshot captured on 2026-07-16: 27,943 stars and 2,761 forks.
Teams can evaluate cognee within its category while keeping the implementation, license, and repository signals visible. Confirm the official documentation against your exact workflow before treating it as a production dependency.
- Built with
Python
Who it’s for — and when to skip it
AI product teams
Evaluate it when you need an inspectable building block for model, agent, retrieval, or inference workflows.
Skip if a fully managed black-box service is a hard requirement.
Platform engineers
Use the repository and stack signals to assess how it fits your existing data and deployment boundaries.
Skip if your team cannot own upgrades, observability, or capacity planning.
Prototype-focused developers
Consider it when an open implementation helps you validate an idea without committing to a proprietary API.
Skip if the project does not document the models, hardware, or data constraints you need.
Strengths and trade-offs
Why teams consider it
agent-memory
agent-skills
ai
Source code and Apache-2.0 license are visible before adoption
Repository activity is available as a current maintenance signal
What to validate
Self-hosting transfers upgrades, backups, monitoring, and incident response to your team
GitHub popularity is not a security, quality, or product-fit guarantee
The Apache-2.0 license still needs review against your distribution and commercial model
Support quality, migration effort, and production hardening vary by project
Pricing
Free and open source
No commercial plan is documented in this catalog entry. Self-hosting or third-party infrastructure may still incur operating costs.
Open source
$0Project license- Source available under the listed license
- No catalog-documented paid edition
- Infrastructure costs depend on how you run it
Capabilities and stack fit
Catalog metadata supports discovery, not installation. Verify supported versions, dependencies, deployment topology, and production requirements in the official repository.
Guides for cognee
Use the learning library to find a guide by technology, category, or difficulty.
Browse guidesRelated articles
Approved community reviews
We do not display synthetic testimonials or ratings without sufficient moderated data.
Before you adopt it
- 01
Read the license and confirm it fits your intended use and distribution model.
- 02
Review recent commits, open issues, releases, and the maintainer response pattern.
- 03
Run a small proof of concept with representative data, users, and integrations.
- 04
Plan backups, upgrades, secrets, monitoring, and rollback before self-hosting.
- 05
Document an export or migration path before storing critical data.
