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📖 The AI Tool Bible

Graphiti vs Pathway

A side-by-side look at pricing, capabilities, pros, cons, and our editorial scores.

 
Graphiti
RAG
Pathway
RAG
TaglineOpen-source temporal knowledge graph framework for building agent memory that updates in real time.Live data framework for production RAG and streaming ETL pipelines in Python.
CategoryRAGRAG
PricingFreemium· Basic: $10 · Pro: $30 · Enterprise: $100Freemium· Community free (BSL 1.1, 8GB/4 cores); Scale and Enterprise tiers with license key
ModelMulti-modelMulti-model
Editorial score7.2 / 107.3 / 10
Use cases
agent-memorytemporal-knowledge-graphshybrid-retrievallong-running-agentscontext-engineering
live-ragstreaming-etldocument-indexingmultimodal-raganomaly-detection
Pros
  • Real-time incremental graph updates without batch recomputation
  • Temporal model tracks when facts were valid, not just current state
  • Hybrid semantic + keyword + graph search out of the box
  • Open source with an active commercial backer in Zep
  • MCP server lets Claude Desktop and Cursor read agent memory directly
  • Genuinely live indexing - documents update without rebuild jobs
  • Self-hosted under BSL 1.1, no data leaves your infra
  • Rich connector library (Kafka, S3, SharePoint, Postgres, Delta Lake)
  • Same pipeline handles batch and streaming
  • 20+ production-ready templates including multimodal and adaptive RAG
Cons
  • Requires running a graph database like Neo4j
  • LLM calls during ingestion add cost vs plain vector RAG
  • Steeper learning curve than drop-in RAG libraries
  • Steeper learning curve than prompt-chain frameworks
  • BSL is not OSI-approved - commercial restrictions apply at scale
  • Smaller community than LangChain/LlamaIndex
  • Pricing for Scale/Enterprise tiers not transparent
Websitehelp.getzep.compathway.com
Pick Graphiti if
  • Real-time incremental graph updates without batch recomputation
  • Temporal model tracks when facts were valid, not just current state
  • Hybrid semantic + keyword + graph search out of the box
  • Open source with an active commercial backer in Zep
Pick Pathway if
  • Genuinely live indexing - documents update without rebuild jobs
  • Self-hosted under BSL 1.1, no data leaves your infra
  • Rich connector library (Kafka, S3, SharePoint, Postgres, Delta Lake)
  • Same pipeline handles batch and streaming