Powered by OpenAIRE graph
Found an issue? Give us feedback
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Other literature type . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Other literature type . 2026
License: CC BY
Data sources: Datacite
ZENODO
Other literature type . 2026
License: CC BY
Data sources: Datacite
versions View all 2 versions
addClaim

MPOP: Multi-LLM Peer Orchestration Protocol Specification v1.0

Authors: Perry, Thomas;

MPOP: Multi-LLM Peer Orchestration Protocol Specification v1.0

Abstract

MPOP (Multi-LLM Peer Orchestration Protocol) defines a standardized framework for enabling multiple Large Language Models to participate in shared conversations as peers. Abstract Unlike traditional single-model interactions, MPOP establishes conventions for context sharing, inter-model addressing, turn arbitration, and human authority preservation. This specification is transport-agnostic and implementation-independent, allowing adoption across web applications, mobile clients, CLI tools, and embedded systems. Key Innovations Context Sharing: All participating models receive the complete conversation history including contributions from other models @Mention Addressing Protocol: Standardized syntax for direct inter-model communication Dynamic Adapter Profiles (DAP): Traffic control mechanism that adjusts participation probabilities without editorial control Four-Layer Architecture: L0 (Adapter) → L1 (Facilitator) → L2 (Governance) → User Layer Dual Operating Modes: Collaborative v2.5 ("What am I missing?") and Adversarial v3.1 ("Prove it.") Relationship to MCP MPOP complements the Model Context Protocol (MCP) which standardizes tool integration. Where MCP defines how models access external tools and data sources, MPOP defines how models communicate with each other. Conformance Levels The specification defines four conformance levels: Basic (Level 1), Standard (Level 2), Full (Level 3), and Extended (Level 4), allowing implementations to claim partial compliance. Document ID: MPOP-2026-01

Protocol specification developed through iterative design and implementation experience with multi-LLM orchestration systems. Informed by production deployment of AI Peer Chat platform.

This is the initial release of the MPOP specification. The protocol draws inspiration from the Model Context Protocol (MCP) and extends the paradigm to model-to-model communication.

Keywords

LLM, Protocol Specification, Cognitive Diversity, Multi-Model Collaboration, Dynamic Adapter Profiles, Claude, Multi-Agent Systems, Model Context Protocol, Large Language Models, ChatGPT, MCP, Peer-to-Peer Communication, AI Orchestration, Gemini

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green