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Ori Mnemos
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Ori Mnemos

Ori Mnemos ("Ori" for short) is an open-source, local-first persistent-memory infrastructure for AI agents. The name combines "Ori" (consciousness) with "Mnemos" (memory), and the project's motto is "Memory is sovereignty" — you own your memory. It was created by Aayo Awoyemi; the code is released under Apache-2.0, written in TypeScript and distributed as an npm package (ori-memory).

Memory is stored as plain Markdown files on disk, version-controlled with Git — with no database or cloud lock-in. Knowledge forms a graph: Markdown files with [[wiki-links]] act as directed edges. The system splits memory into three zones with distinct decay rates: Identity (self/), Knowledge (notes/) and Operations (ops/).

Retrieval combines four signals (four-signal retrieval fusion): semantic embeddings, BM25 keyword matching, Personalized PageRank and associative "warmth". Forgetting is based on base-level learning equations from ACT-R theory, and structurally critical nodes are protected using Tarjan's algorithm. The Recursive Memory Harness (RMH) performs graph-following retrieval, sub-question decomposition with convergence detection, and graph reshaping through Hebbian learning.

Ori exposes 16 tools over the Model Context Protocol (MCP) and integrates with clients such as Claude Code (full lifecycle integration with hooks), Hermes Agent, OpenCode, Cursor and Codex. On the HotpotQA benchmark the author reports, versus Mem0, 3.1× better recall, 2.1× higher F1 and 9.5× lower latency, running locally on Markdown + SQLite.

CLIPluginSDKFree
Updated 7 Aug 2026Global

Overview

System type
Input
TextDocuments
Output
TextStructured data

Access & Pricing

PUBLIC
Access channels
CLI
Access via command-line interface.
Plugin
Plugin for another application or platform (e.g. Figma, Slack, Notion).
SDK
Developer library for embedding the AI system in other applications.
Availability scope
Global

Open source (Apache-2.0), self-hosted; installed via npm (ori-memory). The MCP server works with clients: Claude Code, Cursor, Windsurf, OpenCode, Codex, Hermes Agent.

Subscription model
Free
Pricing
Updated 7 Aug 2026Official pricing

Free and open source (Apache-2.0 license), self-hosted. No paid plans; distributed as the npm package (ori-memory).

Capabilities

5 capabilities
Reasoning & Planning
Agency & Action
Task Specialization

Ecosystem

Related technologies
Applications
Knowledge workQ&A / Question answering

Security & Enterprise

Local-first architecture ensuring data sovereignty: memory as Markdown files on the user's disk, version-controlled with Git, with no cloud or database dependency. Project motto: "Memory is sovereignty".

Sources

3 sources
Ori Mnemos — strona oficjalna
Official siteFetched: 7 Aug 2026
aayoawoyemi/Ori-Mnemos — GitHub
RepositoryFetched: 7 Aug 2026
Recursive Memory Harness (RMH) — dokumentacja
DocumentationFetched: 7 Aug 2026