Ori-Mnemos — MCP Server by aayoawoyemi

by aayoawoyemi · MCP Server · ★ 243

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About Ori-Mnemos

Ori Mnemos Open-source persistent memory infrastructure for AI agents. Ori implements human cognition as mathematical models on a knowledge graph. Activation decay from ACT-R. Spreading activation along wiki-link edges. Hebbian co-occurrence from retrieval patterns. Reinforcement learning on retrieval itself. Recursive graph traversal with sub-question decomposition. The system learns what matters, forgets what doesn't, and optimizes its own retrieval pipeline. Persistent memory across sessions, clients, and machines. Zero-infrastructure retrieval that matches and in several cases strongly outperforms incumbents on benchmarks — and you own every byte of your data. Markdown on disk. Wiki-links as graph edges. Git as version control. No database lock-in, no cloud dependency, no vendor capture. v0.5.0 · npm · Paper · Apache-2.0 Benchmarks HotpotQA — Multi-Hop Retrieval Head-to-head against Mem0, the most widely adopted agent memory system. HotpotQA tests multi-hop reasoning — questions that require connecting information across multiple documents to answer.

agent-memoryai-agentai-agentsai-memoryknowledge-graphllmlocal-firstmarkdownmcpmcp-server

Quick Facts

Stars243
Forks18
LanguageTypeScript
CategoryMCP Server
LicenseApache-2.0
Quality Score53.98/100
Open Issues2
Last Updated2026-04-07
Created2026-02-20
Platformsmcp, node
Est. Tokens~30k

Ori-Mnemos alternative? Top 6 similar tools

Looking for a Ori-Mnemos alternative? If you're comparing Ori-Mnemos with other mcp server tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • omega-memory by omega-memory · ⭐ 110

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  • superlocalmemory by qualixar · ⭐ 136

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  • remnic by joshuaswarren · ⭐ 73

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Frequently Asked Questions

What is Ori-Mnemos?

Ori-Mnemos is Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.. It is categorized as a MCP Server with 243 GitHub stars.

What programming language is Ori-Mnemos written in?

Ori-Mnemos is primarily written in TypeScript. It covers topics such as agent-memory, ai-agent, ai-agents.

How do I install or use Ori-Mnemos?

You can find installation instructions and usage details in the Ori-Mnemos GitHub repository at github.com/aayoawoyemi/Ori-Mnemos. The project has 243 stars and 18 forks, indicating an active community.

What license does Ori-Mnemos use?

Ori-Mnemos is released under the Apache-2.0 license, making it free to use and modify according to the license terms.

What are the best alternatives to Ori-Mnemos?

The top alternatives to Ori-Mnemos on Agent Skills Hub include omega-memory, prism-coder, prism-mcp. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.

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