Memory for AI agents built on graph and vector stores, with ingestion from many sources, recall, deletion and code graph search.
Setup
This project documents no single launch command; follow its repository instructions.
Cognee MCP
topoteretesOfficial
Related
More- GGraphiti MCP ServerZepOfficialLets agents build and query temporally aware knowledge graphs, adding interactions and data incrementally and retrieving history.Knowledge & Memory32.1k Repository stars
- BBasic MemoryBasic MachinesOfficialLocal-first AI memory: a semantic knowledge graph of Markdown files that agents read and write across sessions, with optional cloud sync.Knowledge & Memory4.3k Repository stars
- MMCP Memory ServicedoobidooPersistent memory for AI agents with semantic search, knowledge graph and autonomous consolidation; MCP plus REST API.Knowledge & Memory2k Repository stars
- NNocturne MemoryDataojitoriLightweight long-term memory server for MCP agents with graph-like structured, rollbackable and visual memory across sessions and models.Knowledge & Memory1.4k Repository stars
- KMCP Knowledge GraphshanehollomanPersistent memory for Claude through a local knowledge graph with a configurable memory path.Knowledge & Memory886 Repository stars
- MMemoraagentic-boxPersistent collective memory for agents with deduplication, semantic and hybrid search, graph UI and S3/R2 sync.Knowledge & Memory744 Repository stars