MCP Inception MCP Server

Disclaimer

Ok this is a difficult one. Will take some setting up unfortunately. However, if you manage to make this more straightforward, please send me PR's.

mcp-inception MCP Server

Call another mcp client from your mcp client. Delegate tasks, offload context windows. An agent for your agent!

This is a TypeScript-based MCP server that implements a simple LLM query system.

  • MCP Server and Client in one
  • Made with use of mcp-client-cli
  • Offload context windows
  • Delegate tasks
  • Parallel and map-reduce execution of tasks

Features

Tools

  • execute_mcp_client - Ask a question to a separate LLM, ignore all the intermediate steps it takes when querying it's tools, and return the output.
    • Takes question as required parameters
    • Returns answer, ignoring all the intermediate context
  • execute_parallel_mcp_client - Takes a list of inputs and a main prompt, and executes the prompt in parallel for each string in the input. E.G. get the time of 6 major cities right now - London, Paris, Tokyo, Rio, New York, Sidney.
    • takes main prompt "What is the time in this city?"
    • takes list of inputs, London Paris etc
    • runs the prompt in parallel for each input
    • note: wait for this before using this feature
  • execute_map_reduce_mcp_client - Process multiple items in parallel and then sequentially reduce the results to a single output.
    • Takes mapPrompt with {item} placeholder for individual item processing
    • Takes reducePrompt with {accumulator} and {result} placeholders for combining results
    • Takes list of items to process
    • Optional initialValue for the accumulator
    • Processes items in parallel, then sequentially reduces results
    • Example use case: Analyze multiple documents, then synthesize key insights from all documents into a summary

Development

Dependencies:

  • Install mcp-client-cli
    • Also install the config file, and the mcp servers it needs in ~/.llm/config.json
  • create a bash file somewhere that activates the venv and executes the llm executable
#!/bin/bash source ./venv/bin/activate llm --no-confirmations

install package

Install dependencies:

npm install

Build the server:

npm run build

For development with auto-rebuild:

npm run watch

Installation

To use with Claude Desktop, add the server config:

On MacOS: ~/Library/Application Support/Claude/claude_desktop_config.json On Windows: %APPDATA%/Claude/claude_desktop_config.json

{ "mcpServers": { "mcp-inception": { "command": "node", "args": ["~/Documents/Cline/MCP/mcp-inception/build/index.js"], // build/index.js from this repo "disabled": false, "autoApprove": [], "env": { "MCP_INCEPTION_EXECUTABLE": "./run_llm.sh", // bash file from Development->Dependencies "MCP_INCEPTION_WORKING_DIR": "/mcp-client-cli working dir" } } } }

Debugging

Since MCP servers communicate over stdio, debugging can be challenging. We recommend using the MCP Inspector, which is available as a package script:

npm run inspector

The Inspector will provide a URL to access debugging tools in your browser.

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A
security – no known vulnerabilities
A
license - permissive license
A
quality - confirmed to work

hybrid server

The server is able to function both locally and remotely, depending on the configuration or use case.

A TypeScript-based server that allows calling other MCP clients from your own MCP client, facilitating task delegation and context window offloading for enhanced multi-agent interactions.

  1. mcp-inception MCP Server
    1. Features
    2. Development
    3. Installation

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