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ZENODO
Dataset . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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Supplementary Materials for: LLM-Based Multi-Agent Orchestration: A Survey of Frameworks, Communication Protocols, and Emerging Patterns

Authors: Zhu, Yiwen; Toffoletto, Frank;

Supplementary Materials for: LLM-Based Multi-Agent Orchestration: A Survey of Frameworks, Communication Protocols, and Emerging Patterns

Abstract

Supplementary materials for the survey paper LLM-Based Multi-Agent Orchestration: A Survey of Frameworks, Communication Protocols, and Emerging Patterns by Y. Zhu and F. Toffoletto, to appear in Future Internet (MDPI, 2026), Special Issue "Generative AI: Systems, Technologies and Applications". Contents: prisma_screening.csv — per-stage PRISMA-style screening log (identification → screening → eligibility → included). prisma_databases.csv — the six databases and exact query strings searched during the literature review. references_rating.csv — per-reference evidence-tier rating for all 80 bibliography entries (peer-reviewed / preprint / standards / vendor-reported / industry-survey / regulatory). orchestration_decision_tree.json — machine-readable serialization of the Section 4.5 decision framework for orchestration-pattern selection. orchestration_decision_tree.md — prose walkthrough with ASCII and Mermaid renderings of the decision tree (Figure 7 of the paper). README.md — bundle overview and evidence-tier mapping. DATA_AVAILABILITY_STATEMENT.md — the exact Data Availability Statement that appears in the paper. LICENSE — full CC-BY-4.0 license text.

Generated for the MDPI Future Internet submission. No new empirical data; this bundle aggregates screening logs, reference-level evidence-tier ratings, and the machine-readable decision framework derived from Section 4.5 of the paper.

Related Organizations
Keywords

CrewAI, Model Context Protocol, LangGraph, communication protocols, agent orchestration, large language models, survey, multi-agent systems, Agent-to-Agent, AutoGen

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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