MemoryPilot
The most advanced AI memory server in the world. Hybrid search, Temporal Knowledge Graph, transformer embeddings, AAAK compression (3x token savings) — pure Rust, single binary, zero dependencies.
MemoryPilot is a state-of-the-art MCP memory server that gives AI coding assistants persistent, searchable memory. It features hybrid search (BM25 + multilingual embeddings), temporal knowledge graph, GraphRAG, AAAK compression, and zero-shot auto-classification. It is 100% local, runs as a single binary, and achieves 99.1% R@5 on the LongMemEval benchmark.
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- LLogan WilsonMay 10, 2026
Hybrid search combines dense and sparse retrieval for better recall.
- PParker WilsonApr 18, 2026
Hybrid search and Temporal Knowledge Graph for advanced AI memory management.
- DDylan AndersonMar 8, 2026
Temporal dimension in the knowledge graph handles time-sensitive information correctly.
- EEmerson JohnsonMar 1, 2026
Good for AI applications where memory quality directly impacts output quality.