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MASAIC

MASAIC

Platform for building and operating multi-agent systems.

masaic.platform / agents
MASAIC agent management dashboard
Vision

We are paving the way for an Internet of Agents

MASAIC enables an internet-wide multi-agent ecosystem where agents and tools can be published, discovered, and connected across organizations regardless of the underlying technology stack.

🌐A2A

Agent-to-Agent Protocol

Google's standard protocol for seamless communication between AI agents

πŸ”—MCP

Model Context Protocol

A universal protocol for connecting AI models with tools and data sources

πŸ’»AG-UI

Agent UI Protocol

A CopilotKit-based protocol for interactive AI chat experiences

Agent Management

One platform for all your AI agents

Manage the full lifecycle of every agent in your ecosystem, from creation and versioning to monitoring and multi-tenant deployment.

  • Register and version agents across any language or framework
  • Control visibility per environment for public and internal agents
  • Filter by category and monitor deployment status
  • Route between specialized agents with NLU-based handoffs
platform / agents
Agent management UI showing a list of agents
platform / prompts
Prompts management UI showing a list of prompt templates
Prompt Engineering

Version, test, and publish prompts like code

Build a reusable library of prompt templates with full version history, live testing, and one-click publishing.

  • Create, edit, and version prompt templates
  • Publish or roll back prompt versions instantly
  • Test prompts with real agent context and mock data
  • Manage completion and system prompts separately
Prompt Playground

Validate prompts in a real execution playground

Run prompt templates instantly with live variables, model settings, and contextual inputs to tune outcomes before shipping.

  • Run test prompts against connected models in seconds
  • Inspect generated responses with full context
  • Adjust prompt inputs and iterate quickly
  • Use the same playground workflow across teams
platform / prompts / playground
Prompt playground with live test execution UI
platform / prompts / compare
Prompt diffing UI showing version comparison
Prompt Diffing

Compare prompt versions and review changes clearly

Track exactly what changed between prompt versions before rollout and keep prompt evolution auditable for teams.

  • Compare any two prompt versions side by side
  • Review additions, removals, and changed arguments
  • Audit prompt evolution before publishing
  • Reduce regressions in production prompt updates
Automated Testing

AI-native test automation and persona testing

Define test cases across channels and run them automatically against your agents with evaluator agents and personas.

  • Create test cases across web, IVR, app, and messaging channels
  • Run complete test suites with a single click
  • Evaluate outcomes with AI evaluator agents
  • Simulate realistic behavior with AI personas
platform / tests
Test cases UI with automated test runs
platform / knowledge base
Knowledge base UI for managing RAG sources
Knowledge Base

Manage your RAG knowledge sources in one workspace

Upload files, add URLs, create documents, and organize folders to power retrieval-augmented responses for your agents.

  • Centralized source management with search and filters
  • Upload files and URLs directly into your knowledge base
  • Track storage usage and maintain a clean source structure
  • Configure RAG behavior from the same operational view
Deployments

Promote agent versions across environments safely

Move versions from draft to development, staging, beta, and production with clear visibility into dependencies and deployment state.

  • Environment-based deployment board with drag-and-drop flows
  • Version lifecycle visibility from draft to production
  • Dependency insights for prompts, skills, tools, and linked agents
  • History and status tracking for controlled releases
platform / deployments
Deployments board showing agent versions by environment
platform / automation
Automation tasks UI with scheduled operations
Automation

Schedule operational tasks and run them automatically

Define scheduled automation tasks to execute recurring platform operations with persona-driven execution and centralized tracking.

  • Create and schedule recurring automation tasks
  • Manage task status, schedule, timezone, and next run
  • Operate automations from a dedicated task control view
  • Scale routine operations without manual intervention
Workflows

Observe workflow runs and execution health in real time

Track workflow instances by status, category, and version to understand how automations and deployments execute over time.

  • Filter workflow instances by name, ID, and app version
  • Monitor execution status and success rates at a glance
  • Audit workflow history with timestamped run records
  • Debug operations quickly with centralized workflow visibility
platform / workflows
Workflows table with execution history and statuses
platform / mcp
MCP servers and tools management UI
MCP Servers & Tools

Connect anything via Model Context Protocol

Plug in any tool, API, or data source through MCP servers and monitor connections, health checks, tool counts, and skill mappings in one place.

  • Connect remote and local MCP servers in seconds
  • Monitor health and sync status in real time
  • Map skills to tools through a shared registry
  • Discover community servers from a central registry
Skills

Composable skills power your agents

Define reusable agent skills with versioned configurations and example libraries to extend agent capabilities without redeploying.

  • Create and version agent skills independently
  • Attach multiple skills to a single agent
  • Include example conversations per skill
  • Publish skills to every environment at once
platform / skills
Skills management UI
platform / chat
Agent chat workspace with conversation panel
Agent Chat

Chat directly with agents in a dedicated workspace

Use the chat workspace to interact with your configured agents and evaluate behavior in real time before deployment.

  • Chat with selected agents in real time
  • Observe responses under realistic prompts
  • Test conversation behavior before releasing updates
  • Keep agent evaluation in one central workspace
Platform Assistant

Control the platform through an in-app chat assistant

Open the built-in assistant popup from anywhere in MASAIC to execute workflows and platform operations without leaving your current view.

  • Always-available assistant popup in the management UI
  • Issue platform commands directly from chat
  • Reduce context switching while operating MASAIC
  • Combine manual workflows with assistant-driven actions
platform / assistant popup
In-app chat assistant popup controlling the platform
Architecture

From single agent to multi-agent systems

Start with a single specialized agent. As your needs grow, MASAIC lets you evolve to a hierarchical multi-agent topology with intelligent NLU-based routing without re-architecting your system.

πŸ€–

Single-Agent System

One agent, many tools

One agent handles incoming queries and uses tools and MCP servers to accomplish different tasks autonomously.

User Query
customer-service-agent
FAQ Tool
Order API
MCP Server
πŸ•ΈοΈ

Multi-Agent System

Agent Runtime plus specialized agents

MASAIC Agent Runtime selects the right agent, tools, and skills per request and orchestrates execution through explicit state transitions for more observable, deterministic operations.

User Query
MASAIC Agent Runtime
FAQ Agent
Billing Agent
Sales Agent
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Internet of Agents

Start building enterprise multi-agent systems today.