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superlocalmemory
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superlocalmemory

Active·★ 255·AGPL-3.0·Updated 2026-10-22

SuperLocalMemory V3 is a local-first AI agent memory system that uses mathematical techniques (differential geometry, algebraic topology, stochastic analysis) to replace cloud LLM dependency. It offers three operating modes, achieves high benchmark scores, and is EU AI Act compliant.

superlocalmemory sits in the RAG / Knowledge Base category, so it is usually better judged by workflow fit, deployment style, and team needs than by isolated features alone. Based on the available metadata, it leans most clearly toward 5-channel hybrid retrieval (Semantic, BM25, Entity Graph, Temporal, Hopfield). A representative use case is IDE integration (Claude Code, Cursor, Windsurf). The listed license is AGPL-3.0. GitHub stars are currently 254. Relevant tags include agent-memory, agent-reliability.

This write-up is based on the project's README and public repository data. We have not hand-tested the tool.

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#agent-memory#agent-reliability#ai-agents#claude-code#cursor#knowledge-graph#llm-memory#local-first
$ Install
$ npm install -g superlocalmemory
↗ Visit site★ GitHub
01

Features

015-channel hybrid retrieval (Semantic, BM25, Entity Graph, Temporal, Hopfield)
02Auto-learned soft prompts and adaptive memory lifecycle
03Skill evolution with performance tracking
04Tiered storage (active/warm/cold/archived)
05Trust & Security (Bayesian trust scoring, ABAC, audit trail)
02

Why choose it

+5-channel hybrid retrieval (Semantic, BM25, Entity Graph, Temporal, Hopfield)
+Auto-learned soft prompts and adaptive memory lifecycle
+IDE integration (Claude Code, Cursor, Windsurf)
+Supports 6 platforms or runtime environments.
03

Trade-offs

!The final decision should still be made through side-by-side comparison with similar tools.
04

Compatibility

MCP
MCP Native
Verified via docs
CLI
CLI Native
Verified via docs
Claude Code
Claude Code
Verified via docs
Cursor
Cursor
Verified via docs
Windsurf
Windsurf
Verified via docs
VS Code
VS Code
Verified via docs
05

Quick start

1
$ npm install -g superlocalmemory
06

Use cases

↳IDE integration (Claude Code, Cursor, Windsurf)
↳CI/CD pipelines
↳Agent frameworks (OpenClaw, Codex, Goose)
07

Alternatives

⚡Top VS:
VSTrueMemory★382→VSyantrikdb-server★176→VSpensyve★97→

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On this page
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See all alternatives →
07
Alternatives
qualixar /
superlocalmemory
↗

World's first local-only AI memory to break 74% retrieval and 60% zero-LLM on LoCoMo. No cloud, no APIs, no data leaves your machine. Additionally, mode C (LLM/Cloud) - 87.7% LoCoMo. Research-backed. arXiv: 2603.14588

255AGPL-3.0
Last commit1d ago
StatusActive
CategoryRAG / Knowledge Base
Links
Documentation↗Discussion↗Issues↗Releases↗
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