cruxible
★ 17
vs
MAMA
★ 15
cruxible vs MAMA
cruxible: Cruxible is a governed state engine designed for AI agents, transforming YAML ontologies into typed knowledge graphs with enforced write rules. It provides a robust, auditable system for managing an agent's 'hard state', ensuring data integrity and consistency without relying on LLM internal reasoning.; 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.
01
TL;DR
cruxibleMemory & Context · ★ 17
AI Agent Operational Management: Managing and tracking AI agent work items, review requests, decisions, and dependencies.
MAMAMemory & Context · ★ 15
Assess Project Risk: An agent can assess project risk by synthesizing information from emails, Slack, PR status, and QA checklists.
02
Side-by-Side Comparison
Field
cruxibleMAMACategory
Memory & Context
Memory & Context
Stars
★ 17
★ 15
License
Apache-2.0
MIT
Install Command
pip install cruxible
claude auth login && npx @jungjaehoon/mama-os init && mama start
Updated
2d ago
6d ago
Open Source
Yes
Yes
Tags
AI Agents, Knowledge Graph, Data Governance
Local Operating Memory, AI Agents, Knowledge Graph
03
Features
cruxible01Enforced Write Rules & Governance: Ensures data integrity and consistency for AI agents through configurable write policies, review groups, and attribute-based access control.
02Typed Knowledge Graph from YAML Ontology: Defines entity types, relationships, and queries using a versioned YAML ontology, which can be drafted by agents and refined by humans.
03Deterministic & Receipted Queries: Provides reliable, auditable query answers with receipts, ensuring every agent gets the same answer for the same state.
04Local & Portable State Management: Operates as a Python daemon with CLI/MCP server, storing state in a portable SQLite file, enabling isolated deployment and ownership.
05Integration with External Actions (Gates): Allows external actions (like git pushes) to be gated, meaning they are refused until the governed state agrees.
MAMA01Enables 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.
04
Use Cases
cruxible↳AI Agent Operational Management: Managing and tracking AI agent work items, review requests, decisions, and dependencies.
↳Supply Chain Incident Impact Analysis: Modeling suppliers, components, and products to determine the blast radius of incidents.
↳Vulnerability Triage & Remediation: Governing the process of triaging known-exploited vulnerabilities, assessing asset exposure, and tracking remediation efforts.
↳Project and Release State Governance: Overseeing roadmap items, milestones, agent system versions, and release processes.
↳Evidence-Gated Knowledge Curation: Replacing unstructured RAG/markdown with structured, evidence-verified claims and relationships for critical domain knowledge.
MAMA↳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.
FAQ
FAQ
What is the difference between cruxible and MAMA?
Both cruxible and MAMA are in the Memory & Context category. cruxible has 17 stars, while MAMA has 15 stars.
Which is better, cruxible or MAMA?
The best choice depends on your use case. Choose cruxible if AI Agent Operational Management: Managing and tracking AI agent work items, review requests, decisions, and dependencies., and MAMA if Assess Project Risk: An agent can assess project risk by synthesizing information from emails, Slack, PR status, and QA checklists..
Is cruxible free or open source?
Yes, cruxible is open source on GitHub (Apache-2.0).
Is MAMA free or open source?
Yes, MAMA is open source on GitHub (MIT).
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