The Multi-Agent System Specifications define a modular framework for designing, deploying, and managing intelligent systems composed of multiple specialized AI agents working collaboratively. These specifications establish the foundational architecture required for agent swarms, agentic fleets, and collaborative agent teams, including agent discovery, lifecycle management, task delegation, workflow orchestration, communication protocols, shared memory, knowledge synchronization, and distributed execution. By defining reusable components and interoperability standards, the specifications enable developers and organizations to build complex AI systems where specialized agents can coordinate their capabilities to solve problems more effectively than isolated models.
The specifications provide the infrastructure necessary for reliable, secure, and scalable multi-agent operations across local, cloud, edge, and hybrid environments. They include governance, security controls, identity management, permission systems, observability, execution tracing, policy enforcement, human-in-the-loop oversight, and fault management to ensure autonomous systems remain transparent and controllable. The Multi-Agent System Specifications serve as a foundation for AI applications across industries by enabling the creation of adaptable agent ecosystems where teams of intelligent agents can collaborate, reason, execute tasks, and continuously improve while maintaining accountability and operational integrity.
All specifications are released under the GNU Affero General Public License v3.0 or later (AGPL-3.0+) and may be freely used with the required attribution provisions outlined in Section 7 of the license. Organizations seeking attribution-free commercial deployment may obtain a Specification Branding License, with pricing based on the specification category, deployment scale, and the size of the environment in which it is implemented.
AI Chauffeur
https://roxanneardary.com/aichauffeur/
AI Chauffeur is an open, modular specification that defines standardized architectures for intelligent vehicle learning, predictive analytics, adaptive optimization, and privacy-first artificial intelligence. It enables interoperable, vendor-neutral AI systems with multi-agent orchestration, local-first processing, and extensible machine learning capabilities for next-generation transportation platforms.
AxonBot
https://roxanneardary.com/axonbot/
AxonBot is an open-source, modular robotics and IoT interface that securely connects, controls, and automates user-selected devices across any industry with end-to-end encryption.
CircuitPath
https://www.roxanneardary.com/circuitpath/
CircuitPath employs coordinated diagnostic agents to monitor, analyze, and troubleshoot electrical and electronic systems. Multiple specialized agents collaborate to identify failures, recommend repairs, and optimize system reliability.
CNC Companion
https://www.roxanneardary.com/cnc-companion/
CNC Companion is an open-source multi-agent AI machining tutor that guides apprentice machinists through adaptive lessons, real-time machine assistance, quality inspection, and skill development. It combines specialized AI agents for training, safety, vision analysis, machine operation, and continuous improvement to create an intelligent shop floor learning platform.
CortexCFO
https://roxanneardary.com/cortexcfo/
CortexCFO is an AGPL-3.0+ locally hosted AI CFO platform that uses multi-agents to transforms historical financial data into future strategy through expense forecasting, cash flow prediction, financial risk detection, and private AI-powered business intelligence.
Crystal Ledger
https://www.roxanneardary.com/crystal-ledger/
Crystal Ledger coordinates investigative AI agents to analyze financial records, bankruptcy filings, blockchain transactions, and fraud evidence. Multiple specialized agents collaborate to reconstruct financial activity, identify anomalies, and generate investigative reports.
CurrenSee
https://www.roxanneardary.com/currensee/
CurrenSee is an open-source intelligence platform that maps the corporate ownership, infrastructure, and complete supply chains of U.S. energy resources from extraction and production to transportation and distribution. Designed for transparency and accountability, it combines public data, interactive visualizations, and AI-powered analytics to help researchers, policymakers, developers, journalists, and the public understand who owns America’s energy systems and how they operate.
Econexus
https://roxanneardary.com/econexus/
Econexus is an AI-driven modular incentive economy engine that transforms pay-to-play systems into contribution-based ecosystems where participation and engagement are rewarded. It enables businesses and platforms to create sustainable reward economies through AI analysis, bounties, sponsorships, and revenue sharing.
EnerAgent
https://www.roxanneardary.com/eneragent/
EnerAgent is an open-source AI-driven energy management platform that combines real-time monitoring, predictive analytics, optimization engines, and intelligent automation to improve energy efficiency across industrial, commercial, and distributed energy systems. It features multi-agent AI coordination, digital twins, human-AI collaboration, sustainability intelligence, grid optimization, and strategic decision support to empower organizations with smarter, more resilient energy management.
EvolutionOS
https://roxanneardary.com/evolutionos/
A modular, multi-agent economic intelligence platform that evaluates industry viability, models macroeconomic and market conditions, and identifies alternative business opportunities for long-term strategic decision-making.
FieldCell Systems
https://roxanneardary.com/fieldcellsystems/
FieldCell Systems is an open-source engineering platform for designing modular hydrogen energy storage systems through transparent specifications, multi-agent collaboration, and scalable architecture. The project focuses on creating repairable, long-duration energy infrastructure that reduces waste, improves energy independence, and enables communities to build and maintain their own storage solutions.
FluxGrid Infrastructure
https://roxanneardary.com/fluxgridinfrastructure/
FluxGrid Infrastructure is an open-source wireless EV charging platform that transforms parking surfaces into intelligent energy systems, enabling autonomous vehicles to charge without cables through inductive power transfer, thermal stabilization, and smart grid coordination. It combines AI-driven energy management, safety intelligence, fleet optimization, predictive maintenance, and vehicle-to-grid capabilities to create a scalable foundation for autonomous transportation and accessible mobility.
MachinaCore
https://www.roxanneardary.com/machinacore/
MachinaCore is an open-source autonomous engineering intelligence specification that enables software systems to build, test, deploy, and continuously improve through multi-agent collaboration, simulation, knowledge awareness, and self-evolving workflows. Its features include autonomous engineering, configurable intelligence profiles, lineage tracking, digital twins, failure intelligence, compliance systems, and adaptive learning designed to create software that grows over time.
Multi-Agent Conflict Resolution Framework (MACRF)
https://roxanneardary.com/multi-agent-conflict-resolution-framework/
Multi-Agent Conflict Resolution Framework (MACRF) is an open AI specification that provides a modular governance and resolution architecture for enabling autonomous agents to negotiate, arbitrate, and resolve conflicts transparently.
NeuroGrid
https://roxanneardary.com/neurogrid/
A modular, open-source autonomous intelligence protocol for coordinating multi-agent AI swarms with verifiable execution, structured collaboration, and specification-driven integrity.
OpenCluster
https://www.roxanneardary.com/opencluster/
OpenCluster is a modular, federated, open-source infrastructure platform designed for sovereign AI, distributed compute, municipal resilience, and community-owned infrastructure using open hardware principles and AGPL-3.0+ licensed software. Its features include modular compute, storage, networking, AI sovereignty, security, thermal management, emergency infrastructure, federation governance, and sustainable systems designed for long-term upgradeability and resilience.
PolyConnect
https://www.roxanneardary.com/polyconnect/
PolyConnect is an open-source, fully encrypted, stateless unified API platform that enables secure interoperability between AI agents, enterprise applications, and external services through a modular, extensible architecture. It features AI agent orchestration, autonomous workflows, unified schemas, intelligent tool execution, end-to-end encryption, high-performance SDKs, real-time observability, and a plugin-based ecosystem designed for scalable, future-proof integrations.
Power Transparency Network
https://www.roxanneardary.com/power-transparency-network/
Power Transparency Network’s AI Intelligence Layer transforms complex energy, market, ownership, and household data into clear, explainable insights through natural language reporting, policy simulation, and cross-layer dependency analysis. Using coordinated AI agents, it generates transparent intelligence, forecasts long-term system behavior, and identifies structural relationships that influence energy resilience, competition, and consumer impact.
PublicStack AI
https://roxanneardary.com/publicstackai/
PublicStack AI standardizes the discovery and integration of public AI services, APIs, and external intelligent systems. It allows agentic fleets to locate, connect to, and collaborate with external capabilities while maintaining governance and interoperability.
RAGBase
https://www.roxanneardary.com/ragbase/
RAGBase provides shared retrieval, memory, and knowledge services for intelligent applications and autonomous agents. It allows multiple collaborating agents to access synchronized context, long-term memory, vector databases, and knowledge graphs during coordinated workflows.
ScriptFlow
https://roxanneardary.com/scriptflow/
ScriptFlow is an open-source, multi-agent AI screenplay specification that transforms diaries, journals, and personal memories into cinematic stories through a modular content drill-down architecture. Powered by The Storytelling Swarm, it uses specialized AI agents to analyze characters, emotions, timelines, themes, and events to create complete screenplays, production assets, and adaptable narrative experiences.
SecureKit
https://www.roxanneardary.com/securekit/
Securekit is a protocol-agnostic AI security kernel that protects what models execute by enforcing zero-trust policies, sandboxed tool execution, and intelligent threat detection across MCP, OpenAI tools, and custom agent frameworks. Its modular architecture provides protocol adapters, intent classification, prompt injection protection, capability controls, audit logging, and policy-driven execution safeguards for secure agentic AI systems.
Semantic Firewall
https://www.roxanneardary.com/semantic-firewall/
Semantic Firewall is a zero-trust privacy layer for AI systems that protects sensitive information by transforming prompts before they reach external large language models. Its features include local data redaction, deterministic tokenization, encrypted mapping storage, prompt minimization, threat protection, and secure AI gateway capabilities that allow models to process intent without exposing raw user data.
SecurePath
https://www.roxanneardary.com/securepath/
SecurePath is an open-source enterprise AI evaluation and governance framework that provides red-teaming, compliance benchmarking, risk scoring, and audit-ready oversight for AI systems. Its features include sandboxed testing, multi-modal evaluation, training data sensitivity analysis, historical compliance tracking, governance dashboards, and regulatory-focused reporting to help organizations build safer and more accountable AI deployments.
SteadyMission
https://roxanneardary.com/steadymission/
SteadyMission is an open-source AI simulation and decision intelligence platform that helps organizations achieve strategic objectives while remaining aligned with their mission, values, and long-term purpose. Using a modular multi-agent architecture, scenario modeling, and transparent mission-aware reasoning, it evaluates proposed strategies before implementation to identify risks, tradeoffs, and mission conflicts.
StoryWeaver
https://www.roxanneardary.com/storyweaver/
StoryWeaver is an open, modular, and federated AI skill library that allows intelligent agents to discover, share, and execute reusable capabilities through a secure and interoperable ecosystem. Its features include local and cloud deployment options, privacy controls, human-in-the-loop consent, age ratings, customizable themes, skill federation, and a flexible architecture for building next-generation AI systems.
ThreadGraph
https://roxanneardary.com/threadgraph/
ThreadGraph is an open-source AGPL-3.0+ modular agent swarm runtime that transforms complex tasks into graph-structured execution workflows using coordinated agents, tools, and memory systems. Built for scalability and transparency, it enables parallel intelligence, dynamic orchestration, and extensible AI systems through a plugin-based architecture.
TraceCommons
https://www.roxanneardary.com/tracecommons/
TraceCommons is an open-source transparency and provenance infrastructure that combines Merkle-based append-only logs, witness verification, and cryptographic timestamp anchoring to create verifiable digital records. Its features include AI provenance tracking, dataset and model lineage, public audit tools, transparency explorers, and distributed verification systems designed to preserve digital integrity in the AI era.
VerifyRights
https://www.roxanneardary.com/verifyrights/
VerifyRights is an AI-driven license verification specification that monitors commercial licensing, authorized usage, corporate relationships, and deployment patterns through verifiable records and intelligent analysis. Its features include AI compliance monitoring, contract interpretation assistance, affiliate detection, risk scoring, evidence summarization, and human-in-the-loop compliance recommendations to help organizations protect licensing rights and maintain transparency.
A Specification Branding License can be purchased for the basket of Multi-Agent System Specs
Multi-Agent System Specifications Basket Pricing:
| Network Size | # of Users | One-Time Price | Duration |
| Small | 1 – 20 | $500,000 | Perpetual License |
| Medium | 21- 1000 | $5,000,000 | Perpetual License |
| Large | 1001 + | Custom Quote | Custom Quote |
