multi-tool-pipeline

Tool chaining executes MCP tools sequentially, passing outputs from one tool as inputs to the next. This Skill provides a reusable template that implements asynchronous invocations with sequential awaits, error handling, and structured result aggregation—eliminating the need to duplicate tool-calling logic across separate scripts.

Build a pipeline that chains tool calls across MCP servers in deterministic order. This Skill offers a reference implementation showing how to execute server1__tool1, then server2__tool2 with prior outputs, complete with progress reporting and combined result handling for reproducible workflows.

Yes. This Skill provides a clean reference implementation designed for copy-and-adapt use. The template pattern supports multiple pipelines without duplicating logic, making it straightforward to build new tool chains by modifying server and tool names while keeping the orchestration structure intact.

The Skill assumes familiarity with MCP tool naming conventions (server__toolname format) and asynchronous scripting. The template handles sequencing and error handling, but you should understand how to invoke individual tools and interpret their outputs before composing them into a pipeline.

This template includes error handling for tool invocations. When a tool fails, the pipeline halts at that step unless you modify the error logic. The structured output reports which tools succeeded and which failed, giving you visibility into where the pipeline broke.