Associative Memory Python Packages

ontodag

Associative memory and categories based on a directed acyclic graph data structure

creating-intelligence

A computational foundation for AGI, based on hyperdimensional computing and framed in set theory.

hypercube-hopfield

Modern Hopfield associative memory on a hypercube graph. Sparse local-attention retrieval with exponential capacity. C++23 and Python SDKs.

holographic-vsa

High-performance Holographic Memory System (HMS) for Node.js, powered by Rust. This library implements Vector Symbolic Architectures (VSA) using Binary Spatter Code (BSC) to enable semantic search, analogical reasoning, and associative memory at scale.

sillage

Your language model forgets everything. Sillage gives it a 4 MB memory that persists across sessions, no gradients, no fine-tuning, no growing index. Beats an unbounded kNN-LM at 1/13 the storage (perplexity 31 → 17). CPU-only, fully reproducible, four preprints with Zenodo DOIs.

hipercampo

Living, local-first memory for Claude built on hypervectors (VSA) — surprise-gated writing, sleep consolidation, active forgetting, and compositional role queries. MCP server, CPU-only, no embeddings required.

mcp-super-memory

The associative memory layer for LLM agents — recall by association, not just similarity.

intentmind

Graph-based long-term memory for AI agents. Features associative recall, memory decay, and traceable context retrieval.

mhn-ai-agent-memory

AI agent memory using Modern Hopfield Networks — no LLM calls, no database, one matrix multiply. MCP server for Cursor, Claude Code, and other AI coding agents.

holovec

Holographic vectors you can compute with. Bind structure, bundle sets, unbind components cross NumPy, PyTorch, and JAX.

la-caja

Associative memory for LLM agents - multi-membership graph, event-sourced with deterministic replay, consolidation & context priming. Recall 19x in paired benchmarks.

copresence

Associative memory for event streams — link moments by co-presence (what was there), not just similarity (what it resembles)