MCP Orchestrator

MCP Orchestrator 🎯

The ONE MCP to rule them all!

MCP Orchestrator solves the "too many tools" problem by providing a single, intelligent interface that helps Claude find the right tool among 100+ options. Instead of overwhelming Claude with all those tools, it provides smart routing guidance.

The Problem It Solves

When you have many MCP servers installed:

Claude gets confused with too many similar tools
It's hard to remember which tool does what
Authentication is scattered across configs
No central place to discover capabilities

The Solution

MCP Orchestrator acts as an intelligent tool finder:

Single Entry Point: Claude only sees 4 orchestrator tools
Smart Discovery: Natural language requests find the right tool
Tool Guidance: Returns which actual tool to use
Central Registry: All MCP capabilities in one place

How It Works

Important: The orchestrator doesn't execute tools itself - it tells Claude which tool to use!

Quick Start

Install MCP Orchestrator:

git clone https://github.com/SamuraiBuddha/mcp-orchestrator.git
cd mcp-orchestrator
pip install -e .

Start LM Studio with Granite embeddings model loaded
Configure Claude Desktop to include the orchestrator alongside your other MCPs:

{
  "mcpServers": {
    "orchestrator": {
      "command": "python",
      "args": ["-m", "mcp_orchestrator"]
    },
    "comfyui": { ... },
    "github": { ... },
    "memory": { ... }
    // Keep all your existing MCPs!
  }
}

Restart Claude Desktop

Now Claude has both the orchestrator AND all your regular tools available!

Core Tools

1. `find_tool(query)`

Discover which MCP and tool to use for a task:

# Ask: "I need to create a logo"
# Returns: 
# **comfyui** → generate_image
#   Confidence: 0.95
#   Description: Generate images using AI

2. `execute(request, params)`

Get routing information for any request:

# Ask: "generate a robot logo"
# Returns:
# To execute this request, use:
# **Tool**: generate_image
# **From MCP**: comfyui
# **Confidence**: 0.92
# 
# Use the actual `generate_image` tool from the MCP tools list to execute this.

3. `list_capabilities(category)`

See what's available:

# Ask: list_capabilities("image")
# Returns all image-related tools across all MCPs

4. `explain_tool(mcp_name, tool_name)`

Get detailed help:

# Ask: explain_tool("github", "create_repository")
# Returns parameters, examples, and best practices

What Makes It Special

🌍 Multilingual Support

Using IBM's Granite embeddings, the orchestrator understands requests in any language:

"Create a logo" 🇺🇸
"Créer un logo" 🇫🇷
"ロゴを作成" 🇯🇵
"创建标志" 🇨🇳

All route to the same tool!

🎯 Intelligent Routing

Uses semantic embeddings to understand intent
Handles paraphrases and variations
Provides confidence scores
Falls back gracefully when unsure

📈 Scales Infinitely

Add new MCPs to the registry and they're immediately discoverable. No need to retrain or reconfigure.

Architecture Benefits

Reduced Cognitive Load: Claude focuses on 4 discovery tools instead of 100+ execution tools
Better Tool Discovery: Find tools by describing what you need
Central Registry: One place to document all capabilities
Usage Analytics: See which tools provide the most value
Easier Debugging: Know exactly which tool will be used

Real-World Example

Without Orchestrator:

Claude sees 100+ tools with confusing names
User: "Which one generates images???"
Claude: Tries to guess from tool names

With Orchestrator:

User: "Generate a Crisis Corps logo"
Orchestrator: "Use generate_image from comfyui MCP"
Claude: Calls the right tool directly

Configuration

The orchestrator is configured via config/registry.json. Each MCP entry includes:

Description and capabilities
Keywords for better matching
Tool definitions with examples

Future Enhancements

Web UI for managing MCP registry
Automatic MCP discovery
Natural language MCP creation
Integration with CORTEX for AI orchestration
Blockchain-based audit trail
Multi-agent coordination

The Vision

Imagine a world where:

Adding a new AI capability is as simple as installing an MCP
Claude automatically knows how to find and use it
No more tool overload or confusion
Perfect tool discovery every time

That's what MCP Orchestrator enables.

Contributing

This orchestrator is designed to grow with your MCP ecosystem. Add new MCPs to the registry and they're immediately discoverable through the unified interface.

License

MIT License - Use freely in your AI infrastructure!

Built with ❤️ for the AI community by someone who got tired of scrolling through 100+ tools

This server cannot be installed

security - not tested

license - permissive license

quality - not tested

How are these scores calculated?

remote-capable server

The server can be hosted and run remotely because it primarily relies on remote services or has no dependency on the local environment.

A unified interface that intelligently routes requests to appropriate MCP servers, solving the problem of managing multiple tools by providing a single entry point with smart routing capabilities.

Related MCP Servers

MetaMCP MCP Server
metatool-ai
A
security
A
license
A
quality
A proxy server that unifies multiple MCP servers, enabling seamless tool, prompt, and resource management via the MetaMCP App.
Last updated -
1,489
119
TypeScript
Apache 2.0
MCP Proxy Server
adamwattis
A
security
A
license
A
quality
A central hub that aggregates multiple MCP resource servers into a single unified interface, enabling users to access tools and capabilities from multiple backend servers through one connection point.
Last updated -
30
TypeScript
MIT License
Unstructured API MCP Serverofficial
Unstructured-IO
A
security
F
license
A
quality
An MCP server implementation that enables interaction with the Unstructured API, providing tools to list, create, update, and manage sources, destinations, and workflows.
Last updated -
39
28
1MCP Server
1mcp-app
-
security
A
license
-
quality
A unified Model Context Protocol server that aggregates multiple MCP servers into one, allowing AI assistants like Claude Desktop, Cursor, and Cherry Studio to connect to a single server instead of managing multiple instances.
Last updated -
214
18
TypeScript
Apache 2.0

View all related MCP servers

MCP Orchestrator