Intel Findings/Cognee + Graphiti Memory Evaluation

Cognee + Graphiti Memory Evaluation

ADOPT
2026-03-07|28 sources
Agent MemoryKnowledge GraphArchitecture

28+ sources across GitHub repos, docs, pricing, comparison articles. Cognee = document pipeline. Graphiti = interaction memory. Together they replace Zep Cloud at zero infrastructure cost.

Key Findings

01

Cognee (13K stars, Apache 2.0, $7.5M seed): Document-to-knowledge-graph pipeline (Extract, Cognify, Load)

02

Graphiti (23K stars, Apache 2.0, by Zep): Conversation/interaction-to-knowledge-graph with bi-temporal tracking

03

KEY: These solve DIFFERENT problems. Cognee = document processing. Graphiti = interaction memory.

04

Graphiti IS the engine behind Zep Cloud, open-sourced — full replacement for self-hosted

05

Graphiti supports Kuzu (embedded graph DB, no server, pip install kuzu) — eliminates Neo4j dependency

06

Kuzu: 'DuckDB of graph databases' — 18x faster ingestion than Neo4j, Cypher query language, works on Windows

07

FalkorDB Lite also works embedded but Linux/macOS only (no Windows support)

08

Mem0 graph memory paywalled at $249/mo Pro — basic vector memory only on $19 Starter

09

Both Cognee and Graphiti have official MCP servers for Claude Code

10

Recommendation: Replace Zep Cloud with self-hosted Graphiti + Kuzu. Keep Mem0 Starter. Skip Cognee for now.

Action Recommendations

Replace Zep Cloud with self-hosted Graphiti + Kuzu

Keep Mem0 Starter ($19/mo) for vector memory

Skip Cognee for now (document pipeline not needed yet)

Use group_id in Graphiti for per-agent isolation

Monitor Graphiti v1.0 release for API changes

Watch List (from this report)

Graphiti + Kuzu stability — Kuzu backend newer than Neo4j support

FalkorDB Lite Windows support — currently Linux/macOS only

Mem0 Starter graph memory — if graph drops to Starter tier, migration less urgent

Graphiti v1.0 release — currently v0.28.x, major version may change APIs

Zep Cloud free tier changes — if reduced, Graphiti migration becomes urgent

Source

~/.claude/agents/souls/COGNEE-GRAPHITI-EVALUATION.md