{"repo":"aayoawoyemi/Ori-Mnemos","free":true,"listed":false,"github":"https://github.com/aayoawoyemi/Ori-Mnemos","clone":"git clone https://github.com/aayoawoyemi/Ori-Mnemos.git","description":"Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.","language":"TypeScript","stars":319,"topics":["agent-memory","ai-agent","ai-memory","knowledge-graph","llm","markdown","mcp","mcp-server","model-context-protocol","persistent-memory"],"license":"Apache-2.0","category":"mcp-servers","readme_excerpt":"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. v0.6.0 · 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. Metric Ori Mnemos Mem0 Δ -------- :----------: :----: :-: Recall@5 90% 29% 3.1× F1 Score 0.68 0.33 2.1× Latency (avg) 120ms 1,140ms 9.5× faster Infrastructure Markdown + SQLite Redis + Qdrant + cloud — Ori retrieves the right information 3× more often, scores 2× higher on answer quality, and does it 9.5× faster — on markdown files with a SQLite index. No cloud services. No API keys. Full evaluation code in bench/ . LoCoMo","default_branch":null,"files":null,"tree":[],"storefront":"/r/aayoawoyemi","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/aayoawoyemi/Ori-Mnemos/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}