Every multi-step tool workflow burns an LLM round-trip per step. The agent calls tool A, waits, sends the full context back to the model, gets a decision to call tool B, calls it, sends everything back again. Each round-trip re-transmits 2K–10K tokens on what is essentially plumbing. For a session with 20 two-step workflows, that's 20 wasted model calls, ~100K wasted tokens, and 20–40 seconds of a
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npx mdskills install mk-in/mcp-chainEliminates LLM round-trips by chaining 2-3 tool calls into pipelines with excellent JSONPath reference support.
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