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Tree Ring Memory Framework

Agenticness12/36·Guided Assistant

Local-first memory lifecycle for AI agents

A Rust-based memory layer for AI agents that stores, recalls, and consolidates memory locally with SQLite/FTS. It is built for developers who want explainable recall, explicit forgetting, and portable agent memory without a required cloud service.

Agenticness = how independently a tool can take action, scored across 9 dimensions. Scored independently by David Kooi, Skylark Creations — see full rubric →

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File Access
Memory
B2B
CLI
Self-Hosted
On-Device / Edge
Model Agnostic
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About

What It Is

Tree Ring Memory Framework is a local-first memory infrastructure layer for AI agents. It is designed to help developers build memory that changes over time instead of accumulating raw transcripts, with support for capture, recall, consolidation, audit, forgetting, and superseding.

What to Know

This is not a chat assistant or a full agent platform; it is a memory subsystem for other agents. The strongest part of the design is that memory operations are explicit and inspectable: recall includes ranking signals, and forgetting, redaction,...

Key Features
Rust-native CLI and crates
Local SQLite/FTS storage
Explainable recall with ring, scope, confidence, and ranking signals
Explicit forgetting, redaction, supersession, and expiry
Deterministic consolidation without requiring an LLM
Use Cases
Adding persistent memory to a custom AI agent stack
Storing and recalling project-scoped lessons for development workflows
Keeping durable decisions, warnings, and preferences separate from raw transcripts
Agenticness: Guided Assistant

Executes tasks you assign, one step at a time, within narrow domains.

High evidence
Last evaluated: Jul 16, 2026

Dimension Breakdown

Action Capability
Autonomy
Adaptation
State & Memory
Safety

Categories

Pricing
  • Free / open source — full functionality available at no cost.
Details
AddedJuly 16, 2026
RefreshedJuly 16, 2026
Agenticness
Quick Facts
DeploymentSelf-hosted
AutonomyCopilot (human-in-loop)
Model supportMulti-model
Team supportIndividual only
Pricing modelFree / open source
Interfacecli
Sources
Last updated July 16, 2026

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