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
- Takes
Development
Dependencies:
- Install mcp-client-cli
- Also install the config file, and the mcp servers it needs in
~/.llm/config.json
- Also install the config file, and the mcp servers it needs in
- create a bash file somewhere that activates the venv and executes the
llm
executable
install package
Install dependencies:
Build the server:
For development with auto-rebuild:
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
Debugging
Since MCP servers communicate over stdio, debugging can be challenging. We recommend using the MCP Inspector, which is available as a package script:
The Inspector will provide a URL to access debugging tools in your browser.
You must be authenticated.
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.
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