MCP server: One MCP server.

Gateway

@rupinder2MCP server · External

Aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading.

Freeno charge per call

Runs on your machine from its package; the steps are below.

What it does

  1. Reads
  2. Writes
  3. High impact

At most: only reads or looks up information.

What it costs

Free

Odel charges nothing per call. The publisher may charge for its own service.

Runs locally over stdio

This server isn't hosted — your MCP client launches it from a package registry. Use one of the commands below, or drop the config into your client (e.g. Claude Desktop).

PyPImcp-orchestration-gatewayv0.1.1

Run

uvx mcp-orchestration-gateway

MCP client config

{
  "mcpServers": {
    "gateway": {
      "command": "uvx",
      "args": [
        "mcp-orchestration-gateway"
      ]
    }
  }
}
README4 min read

MCP Orchestrator

PyPI Version Python Version License: MIT Tests Contributions Welcome

A central hub that connects to multiple downstream MCP servers, aggregates their tools, and provides unified access with powerful tool search capabilities.

Built around deferred tool loading — search across all your servers without blowing Claude's context window.

Features

  • Config-based Server Registration: Add downstream MCP servers via JSON config file
  • Tool Namespacing: Automatic server_name__tool_name format
  • Tool Search: Unified BM25/regex search with deferred loading support
  • Flexible Authentication: Static saved headers or token forwarding
  • Multiple Transports: stdio or HTTP
  • Tool Definition Caching: Cached definitions, raw result passthrough
  • Storage Backends: In-memory (development) or Redis (production)

Quick Start

Installation

bash
pip install mcp-orchestrator

Running the MCP Server

bash
# Run as stdio MCP server (for Claude Desktop, Cursor, etc.)
mcp-orchestrator

# Or run with Python directly
python -m mcp_orchestrator.main

HTTP Transport:

bash
ORCHESTRATOR_TRANSPORT=http ORCHESTRATOR_PORT=8080 python -m mcp_orchestrator.main

This starts the server on http://localhost:8080/mcp with CORS enabled.

Configuring Servers

Add downstream MCP servers in server_config.json:

json
{
  "servers": [
    {
      "name": "my-server",
      "url": "http://localhost:8080/mcp",
      "transport": "http",
      "auth_type": "static",
      "auth_headers": {
        "Authorization": "Bearer my-token"
      }
    },
    {
      "name": "my-stdio-server",
      "url": "server.py",
      "transport": "stdio",
      "command": "uv",
      "args": ["run", "python", "server.py"]
    }
  ]
}

Searching for Tools

The orchestrator provides unified tool search (BM25 by default, regex optional):

python
# BM25 search (default - natural language)
results = await mcp_client.call_tool("tool_search", {
    "query": "get weather information",
    "max_results": 3
})

# Regex search (set use_regex=true)
results = await mcp_client.call_tool("tool_search", {
    "query": "weather|forecast",
    "use_regex": true,
    "max_results": 3
})

Architecture

┌─────────────────────────────────────────────────────┐
│                  MCP Orchestrator                    │
│                                                      │
│  ┌──────────────────────────────────────────────┐   │
│  │              FastMCP Server                   │   │
│  │  ┌─────────────┐  ┌──────────────────┐   │   │
│  │  │ tool_search │  │ call_remote_tool  │   │   │
│  │  └─────────────┘  └──────────────────┘   │   │
│  └──────────────────────────────────────────────┘   │
│                                                      │
│  ┌──────────┐  ┌──────────┐  ┌──────────────┐      │
│  │  Server  │  │   Tool   │  │   Storage    │      │
│  │ Registry │  │  Search  │  │(Memory/Redis)│      │
│  └──────────┘  └──────────┘  └──────────────┘      │
└─────────────────────────────────────────────────────┘
                           │
        ┌───────────────────┼───────────────────┐
        ▼                   ▼                   ▼
   ┌─────────┐        ┌─────────┐        ┌─────────┐
   │ MCP Svr │        │ MCP Svr │        │ MCP Svr │
   │   #1    │        │   #2    │        │   #N    │
   └─────────┘        └─────────┘        └─────────┘

Configuration

Environment Variables

VariableDefaultDescription
STORAGE_BACKENDmemoryStorage backend (memory or redis)
REDIS_URLredis://localhost:6379/0Redis connection URL
MCP_ORCHESTRATOR_TOOL_CACHE_TTL300Tool schema cache TTL in seconds
MCP_ORCHESTRATOR_DEFAULT_CONNECTION_MODEstatelessDefault connection mode
MCP_ORCHESTRATOR_CONNECTION_TIMEOUT30.0Connection timeout in seconds
MCP_ORCHESTRATOR_MAX_RETRIES3Maximum retry attempts
ORCHESTRATOR_TRANSPORTstdioMCP transport (stdio or http)
ORCHESTRATOR_PORT8080Port for HTTP transport
ORCHESTRATOR_HOST0.0.0.0Host for HTTP transport
ORCHESTRATOR_LOG_LEVELINFOLogging level
SERVER_CONFIG_PATHserver_config.jsonPath to server configuration file

Claude Desktop Integration

Add to your Claude Desktop config (~/Library/Application Support/Claude/claude_desktop_config.json):

json
{
  "mcpServers": {
    "mcp-orchestrator": {
      "command": "mcp-orchestrator",
      "env": {
        "STORAGE_BACKEND": "memory",
        "ORCHESTRATOR_LOG_LEVEL": "INFO"
      }
    }
  }
}

MCP Tools

Search for tools using BM25 relevance ranking or regex pattern matching.

python
@mcp.tool()
async def tool_search(
    query: str,
    max_results: int = 3,
    use_regex: bool = False,
) -> dict:
    """Search for tools using BM25 or regex.

    By default uses BM25 natural language search. Set use_regex=True
    to search using Python regex patterns instead.
    """

discover_tools

Discover tools from a registered downstream server.

python
@mcp.tool()
async def discover_tools(
    server_name: str,
) -> dict:
    """Discover tools from a registered server and index them for search.

    Returns the list of discovered tools with their schemas.
    """

call_remote_tool

Call a tool directly on a downstream MCP server.

python
@mcp.tool()
async def call_remote_tool(
    tool_name: str,
    arguments: Optional[dict] = None,
    auth_header: Optional[str] = None,
) -> Any:
    """Call a tool on a downstream server.

    Args:
        tool_name: Namespaced tool name (server_name__tool_name)
        arguments: Tool arguments
        auth_header: Optional auth header to override server's configured auth
    """

Tool Search Results

The search tools return results in the format expected by Claude's tool search system:

json
{
  "success": true,
  "tool_references": [
    {
      "type": "tool_reference",
      "tool_name": "server_name__tool_name"
    }
  ],
  "total_matches": 5,
  "query": "weather"
}

Testing

Run the test suite:

bash
uv run pytest

Run with coverage:

bash
uv run pytest --cov=mcp_orchestrator

Project Structure

mcp-orchestrator/
├── src/mcp_orchestrator/
│   ├── __init__.py
│   ├── main.py              # Entry point
│   ├── models.py            # Pydantic models
│   ├── mcp_server.py        # FastMCP server
│   ├── config_loader.py     # Config file loader
│   ├── server/
│   │   └── registry.py      # Server registry
│   ├── tools/
│   │   ├── router.py       # Tool router
│   │   └── search.py       # Tool search service
│   └── storage/
│       ├── base.py          # Storage interface
│       ├── memory.py        # In-memory backend
│       └── redis.py         # Redis backend
├── tests/
│   ├── test_registry.py
│   ├── test_search.py
│   ├── test_storage.py
│   ├── test_models.py
│   └── test_integration.py
├── server_config.json       # Pre-configured downstream servers
├── pyproject.toml
├── README.md
└── .env                    # Environment variables (not committed)

License

MIT License

Contributing

Contributions are welcome! Please see CONTRIBUTING.md for guidelines.

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