AgentIndex icon
AgentIndex
MAMA logo
MAMA
★ 15
vs
okf-agent-memory logo
okf-agent-memory
★ 830

MAMA vs okf-agent-memory

MAMA: MAMA OS provides local operating memory for AI agents, enabling them to connect diverse data sources like chats and documents into a searchable memory substrate. It allows agents to understand context, cite evidence, track decision evolution, and operate within defined boundaries to produce better briefings and actions.; 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.

01

TL;DR

MAMA logo
MAMAMemory & Context · ★ 15

Assess Project Risk: An agent can assess project risk by synthesizing information from emails, Slack, PR status, and QA checklists.

Read MAMA full review →
okf-agent-memory logo
okf-agent-memoryMemory & Context · ★ 830

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

Read okf-agent-memory full review →
02

Side-by-Side Comparison

Field
MAMA logoMAMA
okf-agent-memory logookf-agent-memory
Category
Memory & Context
Memory & Context
Stars
★ 15
★ 830
License
MIT
MIT
Install Command
claude auth login && npx @jungjaehoon/mama-os init && mama start
git clone https://github.com/okf-memory/okf-agent-memory.git && cd okf-agent-memory && make build
Updated
6d ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
Local Operating Memory, AI Agents, Knowledge Graph
AI Agents, Persistent Memory, Knowledge Base
03

Features

MAMA logoMAMA
01Enables AI agents to read the board, cite evidence, and operate within explicit boundaries using local operating memory.
02Integrates diverse data sources like chats, documents, decisions, and work logs into a unified local memory substrate.
03Builds a knowledge graph that tracks decision evolution, including relationships like 'supersedes', 'builds on', and 'debates'.
04Features strict and balanced search modes that reject vector-only noise unless confirmed by lexical, entity, raw, or seed evidence.
05Ensures agent security through signed runtime envelopes, scope boundaries, and destination limits enforced before tool calls.
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.
04

Use Cases

MAMA logoMAMA
↳Assess Project Risk: An agent can assess project risk by synthesizing information from emails, Slack, PR status, and QA checklists.
↳Generate Cited Reports: Produce detailed situation reports and briefings for humans, explicitly citing evidence and separating judgment from inference.
↳Automate Workflow Triggers: An agent authors its own triggers from recurring situations, recalling relevant memory and folding everything into owner situation reports.
↳Manage Company Memory Twin: Maintain an append-only company memory twin that agents can inspect, simulate, and cite, preserving raw evidence and its evolution.
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.
05

Best For

MAMA logoMAMA
—
okf-agent-memory logookf-agent-memory
Hidden Gem
FAQ

FAQ

What is the difference between MAMA and okf-agent-memory?
Both MAMA and okf-agent-memory are in the Memory & Context category. MAMA has 15 stars, while okf-agent-memory has 830 stars.
Which is better, MAMA or okf-agent-memory?
The best choice depends on your use case. Choose MAMA if Assess Project Risk: An agent can assess project risk by synthesizing information from emails, Slack, PR status, and QA checklists., and okf-agent-memory if Software Engineering: Managing architecture decisions, code references, and operational constraints..
Is MAMA free or open source?
Yes, MAMA is open source on GitHub (MIT).
Is okf-agent-memory free or open source?
Yes, okf-agent-memory is open source on GitHub (MIT).
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Related

Alternatives to MAMA →Alternatives to okf-agent-memory →MAMA details →okf-agent-memory details →