Varun Pratap Bhardwaj
memory· Part of Qualixar

SuperLocalMemoryLocal-first Memory for AI Agents

Store context once and recall it across AI agent sessions through MCP or CLI. SuperLocalMemory keeps core memory on infrastructure you control, with workspace isolation, explicit operating modes and auditable retrieval.

The Problem

Carry context across agent sessions

Project decisions and release requirements should not need to be rediscovered in every session. Store attributable context in a workspace, recall the relevant facts, and inspect their provenance. Optional external providers and integrations remain explicit choices.

Store → recall
Inspectable local memory
How It Works

Key Capabilities

01

Reliability Spine

Generation-fenced admission, a policy registry, verifiable memory transactions, per-projection apply/verify/compensate/erase ownership, and hash-checkable completion manifests.

02

Evidence-Led Retrieval

Dense, BM25 lexical, temporal, associative, and spreading-activation candidate producers fuse into a single retrieval path when their declared dependencies are healthy.

03

Scoped Memory and Governance

Personal, named-profile, shared, and global scopes with role-aware access, provenance, retention, export, verified erasure, and an auditable control plane.

04

Three Operating Modes

Mode A keeps the core local, Mode B adds a local model, and Mode C deliberately uses an external provider. Network behavior is explicit rather than hidden in the memory path.

05

CLI, MCP, Dashboard, and Adapters

Operate the same memory system from the command line, Model Context Protocol tools, the dashboard, and framework adapters for agent workflows.

06

Learning, Cache, and Compression

Feedback-driven learning, reusable retrieval/cache paths, and context compression help agents carry forward useful context without surrendering local control.

Evidence
4
Public arXiv preprints
1 fact
Synthetic CLI proof
A / B / C
Operating modes
5
Candidate producers
CLI + MCP
Agent surfaces
SQLite
Canonical store

On 1 October 2026, the isolated CLI proof stored and recalled one synthetic release-checklist fact in mode A. This is a behavior check, not a retrieval benchmark. Published paper figures keep their original version, dataset and model scope.

From the Qualixar Suite