# Cognee vs ruvnet/ruflo — Fit & Features

Canonical: https://trutool.co/compare/cognee-vs-ruvnet-ruflo
Author: Snehil (https://trutool.co/authors/snehil)

Compare Cognee and ruvnet/ruflo by use case, features, limitations, and evaluation questions.

## Compare fit, features, and limitations

### Cognee
Prepare connected knowledge and memory for AI applications.
Best fit: Developers building grounded assistants with persistent context and retrieval.
- Knowledge graphs
- Agent memory
- Data ingestion
Before you choose: Test retrieval quality, deletion behavior, access boundaries, and retention. Compare hosting and embedding costs for your data.
Pricing: https://www.cognee.ai/pricing
- [Read Cognee profile](https://trutool.co/tools/cognee): Read Cognee profile

### ruvnet/ruflo
🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, federation, vector RAG integration, and native Claude Code /.
Best fit: People and teams evaluating ai memory & retrieval for a specific workflow.
- Conversational interface
Before you choose: Test a representative task, inspect outputs, and confirm integrations, permissions, data handling, licensing, and current costs.
Pricing: https://github.com/pricing
- [Read ruvnet/ruflo profile](https://trutool.co/tools/ruvnet-ruflo): Read ruvnet/ruflo profile