okf-agent-memory logo
okf-agent-memory
★ 827
vs
NornicDB logo
NornicDB
★ 917

okf-agent-memory vs NornicDB

okf-agent-memory: OKF Agent Memory provides a domain-neutral, Git-native persistent project memory for AI agents, leveraging the Dual-Memory Agent Architecture to prevent context bloat and memory rot. It uses an ultra-compact behavioral codex and a queryable OKF v0.2 knowledge bundle, with blazing-fast, zero-cost local retrieval.; NornicDB: NornicDB is a high-performance graph database designed for AI agents and knowledge systems. It is Neo4j-compatible, offering intelligent features like automatic relationship discovery, memory decay, and native GPU-accelerated vector search.

01

TL;DR

okf-agent-memory logo
okf-agent-memoryMemory & Context · ★ 827

Software Engineering: Managing architecture decisions, code references, and operational constraints.

NornicDB logo
NornicDBVoice / Speech · ★ 917

AI Agent Memory

02

Side-by-Side Comparison

Field
okf-agent-memory logookf-agent-memory
NornicDB logoNornicDB
Category
Memory & Context
Voice / Speech
Stars
★ 827
★ 917
License
MIT
NOASSERTION
Install Command
git clone https://github.com/okf-memory/okf-agent-memory.git && cd okf-agent-memory && make build
docker run -d --name nornicdb -p 7474:7474 -p 7687:7687 -v nornicdb-data:/data timothyswt/nornicdb-arm64-metal-bge:latest
Updated
1d ago
Today
Open Source
Yes
Yes
Tags
AI Agents, Persistent Memory, Knowledge Base
Graph Database, AI Agents, Knowledge Graph
03

Features

okf-agent-memory logookf-agent-memory
01Dual-Memory Cognitive Architecture (DMAA) to eliminate prompt bloat.
02Blazing fast performance with in-memory BM25 search (<300µs) and graph validation (~4ms).
03100% Git-native, zero vendor lock-in, and zero API costs for memory retrieval.
04Built on Google's Open Knowledge Format (OKF) v0.2 for standardized agent knowledge.
05Solves context bloat and memory rot through progressive disclosure and Search-Before-Write principle.
NornicDB logoNornicDB
01Neo4j Compatible
02Intelligent Memory with Decay Tiers
03Automatic Relationship Discovery
04GPU-accelerated Native Vector Search
05Heimdall AI Assistant
04

Use Cases

okf-agent-memory logookf-agent-memory
↳Software Engineering: Managing architecture decisions, code references, and operational constraints.
↳Scientific Research & Literature Reviews: Organizing and querying research findings and insights.
↳Coaching & Operations: Storing client session history, ethical guidelines, and runbooks.
↳Multi-Agent Collaboration: Providing a shared, auditable knowledge base for autonomous agents.
NornicDB logoNornicDB
↳AI Agent Memory
↳Knowledge Graphs
↳
↳RAG Systems
↳Session Context Management
↳Research Tools
05

Best For

okf-agent-memory logookf-agent-memory
Hidden Gem
NornicDB logoNornicDB
—
FAQ

FAQ

What is the difference between okf-agent-memory and NornicDB?
Both okf-agent-memory and NornicDB are in the Memory & Context category. okf-agent-memory has 827 stars, while NornicDB has 917 stars.
Which is better, okf-agent-memory or NornicDB?
The best choice depends on your use case. Choose okf-agent-memory if Software Engineering: Managing architecture decisions, code references, and operational constraints., and NornicDB if AI Agent Memory.
Is okf-agent-memory free or open source?
Yes, okf-agent-memory is open source on GitHub (MIT).
Is NornicDB free or open source?
Yes, NornicDB is open source on GitHub (NOASSERTION).
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