cognee
Last Updated on: Feb 20, 2026
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What is cognee?
Cognee is an AI memory engine and knowledge graph platform that transforms raw data into a living, self-improving knowledge base for AI agents, surpassing traditional RAG by adding ontologies, personalization, and continuous learning. It ingests 38+ data types like PDFs, docs, audio, and images, builds custom ontologies, and integrates with 29+ vector/graph databases, LLMs, and agent frameworks for domain-smart copilots that adapt from feedback. Used in production by banks, edtech, and policy teams, it unifies scattered data for precise, cited answers and multi-step reasoning.
Who can use cognee & how?
  • AI Developers: Build adaptive agents with memory beyond RAG.
  • Data Engineers: Create knowledge graphs from diverse data sources.
  • Product Teams: Personalize copilots for customer support.
  • Researchers: Handle complex, multi-modal datasets accurately.
  • Enterprises: Scale production AI with ontology mapping.

How to Use Cognee?
  • Install SDK: Quickstart with pip install and config for LLMs/databases.
  • Ingest Data: Load PDFs, audio, images via 38+ supported types.
  • Build Graph: Auto-create ontologies, vectors for memory engine.
  • Query Agents: Integrate with frameworks for reasoning/retrieval.
What's so unique or special about cognee?
  • Living Knowledge Graph: Self-improves with feedback and new data.
  • Multi-Modal Ingestion: 38+ types including audio/images.
  • Ontology Mapper: Adds semantic understanding to RAG.
  • BYO Integrations: 29+ databases, multiple LLMs/frameworks.
  • Production Proven: Used by Tier 1 banks, edtech with 100% accuracy gains.
Things We Like
  • Replaces messy RAG with structured memory.
  • Rapid POCs and production deployment.
  • Flexible integrations for any stack.
  • Real testimonials from CTOs/CEOs.
Things We Don't Like
  • Developer-focused; steeper for non-coders.
  • Setup requires config for providers.
  • SDK-based; no low-code UI yet.
  • Enterprise scale may need support.
Photos & Videos
Screenshot 1
Pricing
Freemium

Basic

$ 0.00

License to use Cognee open source
Cognee tasks and pipelines
Custom schema and ontology generation
Integrated evaluations
More than 28 data sources supported

Developer

$ 35.00

For individual developers working with Cognee
1,000 documents or 1 GB of data included
Everything in Free, plus...
1 user
Fully hosted on AWS, GCP, and Azure
Comprehensive API endpoints
Automated scaling and parallel processing
Automatic updates
10,000 API calls included

Cloud(Team)

$ 200.00

For small teams working with Cognee
Everything in Developer, plus...
10 users
Multi-tenant architecture
Ability to group memories per user and domain
Dedicated Slack channel
10,000 API calls included
Top-up packs available

On-Prem(Enterprise)

Custom

For companies that need dedicated infrastructure, full data control, and hands-on support
Everything in Cloud, plus...
On-prem or private cloud deployment
Security, data isolation, and optimal latency
Dedicated architecture review
Premium Support Plan / SLA
Access to AI FDE Engineers
Roadmap prioritization
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Rating Distribution

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0.0
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Popular Mention

FAQs

Cognee is an AI memory engine building adaptive knowledge graphs for agents.
Adds ontologies, self-improvement, creates new knowledge unlike basic RAG.
38+ including PDFs, docs, xlsx, mp3, png.
29+ vector/graph DBs, LLMs, +12 agent frameworks.
Yes, used by banks, edtech for accurate answers.

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