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ToolProduction ReadyA2AMCP

UnifAI

by redhat-community-ai-tools

Production multi-agent orchestration with RAG, A2A/MCP support, and visual blueprints

Python
Updated Aug 12, 2026
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Overview

Orchestrates production-grade multi-agent workflows from a pluggable catalog of Agents, LLMs, tools, and retrievers. Executes locally via LangGraph or distributed with Temporal and includes a built-in RAG pipeline for enterprise knowledge retrieval. Supports MCP protocol (Model Context Protocol) and provides a visual drag-and-drop blueprint builder for designing and deploying agent pipelines.

The Value Proposition

As agents delegate work and interact autonomously, tracking who did what and how reliable each agent is becomes essential. UnifAI centralizes orchestration, retrieval, and protocol-level communication so teams can evaluate agent behavior at runtime and capture interaction logs for reputation signals. That visibility makes continuous agent evaluation and agent-to-agent trust assessments practical in production systems. See how Agent Registry Pattern supports structured agent discovery and governance, and consider adopting Evaluation-Driven Development (EDDOps) to formalize evaluation throughout the lifecycle.

Ideal For

Teams building production multi-agent systems that need distributed execution, retriever-backed RAG, and agent interaction logging for trust and evaluation. Leverage the Supervisor Pattern to design robust orchestration blueprints that scale with complexity.

Real-World Examples

  • Compose retriever-augmented agent workflows for enterprise knowledge tasks
  • Run distributed agent pipelines with Temporal and capture interaction logs for reputation analysis
  • Design and iterate agent topologies using the visual drag-and-drop blueprint builder
Works With
langgraphtemporalqdrantflaskkubernetesreactopenai
Topics
a2a-protocolagent-orchestrationai-agentsflaskkuberneteslanggraphllmmcpmulti-agent-systemsqdrant+4 more
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Keywords
multi-agent trusta2a evaluationagent-to-agent evaluationmulti-agent orchestration