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superlocalmemory

Skill Data & Analytics Early

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

109 starsAGPL-3.0 (check with legal)Free
Early Access — Retrieval accuracy drops to 74% in local-only mode versus 87.7% with cloud augmentation; requires sufficient local storage and compute for memory indexing. Early-stage research tool; production deployment maturity not yet established.

Enables fast, accurate contextual recall without cloud dependencies or vendor lock-in, reducing latency, privacy risk, and per-token costs while maintaining enterprise data sovereignty.

Data teams and compliance-driven enterprises requiring local AI memory systems with sub-millisecond retrieval and zero external API calls.

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https://github.com/qualixar/superlocalmemory

By qualixar

How to Get It

Option 1: Claude Desktop App (Code Mode)Click the + button next to the prompt box → PluginsAdd plugin. Search and click Install. Skills work in Claude Code only.
Option 2: Paste into Claude CodeCopy the command below and paste it into your conversation. Claude will install it.
Command
claude plugins install qualixar/superlocalmemory

Tip: Paste this into a Claude Code conversation. Verify command matches your Claude Code version.

CostFree

Trust Signals Auto-scanned

Stars109Contributors4Last updated2026-04-17LicenseAGPL-3.0 (check with legal)Known CVEsNone foundSources: GitHub Advisory Database + OSV.dev · Scanned 2026-04-18 · scanner v1

Community Pulse Emerging

Discussed on Hacker News

2 mentions across 1 sources

Reviewer notes

Auto-scanned review. These are observations, not a security certification.

Auto-assessment from April sweep — baseline scores pending hands-on review.

2026-04-18: Approved in April sweep: Solid adoption but with caveats (license or maintenance cadence) — pilot carefully.

Things to check

  • License (AGPL-3.0) may restrict commercial use. Check with your legal team.

How to evaluate tools before deploying →

Data shown here comes from public APIs and automated scanning. Reviewer notes reflect one person's experience. This is not a security certification or legal recommendation. Always evaluate tools according to your own organization's policies.

Evaluation

Ease of Use
3/5
Versatility
3/5
Reliability
3/5
Security
3/5
Overall score3.00 / 5.00 EarlyEvaluatedApr 2026

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