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ToolExperimentalMCP

mmcp

by RagavRida

DAG-based multi-model orchestration with RL routing and multi-verifier voting

TypeScript
Updated Jun 3, 2026
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Overview

Orchestrates multiple language models and agents as a directed acyclic graph (DAG) to solve complex tasks. Uses RL-based routing, multi-verifier voting, and an agent mesh so results can be validated and the pipeline can self-improve over time. Provides TypeScript and Python packages for plugging in OpenAI, Anthropic, Gemini, DeepSeek and custom model adapters, enabling Semantic Capability Matching Pattern to align models and tasks.

Key Benefits

As agent systems scale, routing requests and verifying outputs across models becomes a core reliability problem — especially when different models have complementary strengths. MMCP gives teams primitives for routing, voting, and feedback so you can treat ensemble behavior as an observable, improvable artifact. That makes it easier to reason about agent reliability, failure modes, and continuous agent evaluation in multi-model deployments. This aligns with a Multi-Agent System perspective and can be enhanced by Evaluation-Driven Development (EDDOps).

Target Use Cases

Engineering teams building multi-model pipelines who need structured routing, verification, and self-improvement across heterogeneous LLMs. Consider applying the Market-Based Coordination Pattern to optimize resource use and coordination, alongside Evaluation-Driven Development (EDDOps).

Use Cases

  • Route user requests across specialist models and aggregate verified outputs
  • Run ensemble verification pipelines with voting and multi-verifier checks
  • Continuously improve routing policies with reinforcement learning feedback
  • Prototype multi-model agent meshes that combine commercial and custom models
Works With
openaianthropicgeminideepseekpythontypescriptnpm
Topics
agent-coordinationaiai-agentsanthropicclicontext-protocoldagdeepseekgeminillm+10 more
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Keywords
multi-agent orchestrationmulti-agent trustagent-to-agent evaluationmodel-routing