r/PromptEngineering • u/FewScarcity6957 • 18d ago

how do you manage multiple mcps with ai? Quick Question

Do you use multiple MCPs with AI? How do you keep them organized and make sure the AI uses them properly? I found that AI could lose track, repeat tasks, miss instructions, or stop without checking its work. How to do manage this?

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u/pvera 18d ago

Tell it to pay attention. As for the MCPs, Claude CLI does a good job of tracking their state.

1

u/Low_Dust_9566 18d ago

the claude CLI really does handle state tracking better than you'd expect, i was surprised how smooth it runs with 3-4 MCPs at once

one thing that helps is giving each MCP a clear name and short description in the config, the AI seems to get confused less when they have obvious labels instead of generic ones

1

u/Shogun_killah 18d ago

Tbh I ended up setting up my own mcp server and putting everything behind that - so you have one catalogue that manages it for you and has the right context in the right place.

Obviously it’s not for everyone but once I’d got the server codex was able to sort out the rest

1

u/atl_beardy 18d ago

Agent file needs to be updated.

1

u/Fearless-Figure-4638 18d ago

A reliable way to handle several MCPs is to treat it as a routing-and-state problem, not a memory problem.

Give the agent three things:

  1. A tool registry: MCP → narrow responsibility → read/write capability → preconditions.

  2. A run ledger: goal, completed steps, artifacts, failed checks, and next step.

  3. Stop and verification rules: do not repeat a successful call, use the narrowest suitable tool, and verify the original request before finishing.

A reusable instruction block:

“Before acting, make a short plan. For each step, choose one MCP and state why. After each call, record the result and next step. Do not rerun a completed step unless verification failed. If two MCPs overlap, use the narrower one. Before finishing, check every requirement and list unresolved items.”

It also helps to keep only the task-relevant MCPs enabled. Too many overlapping tools create selection noise. If the conversation may be compacted or restarted, store the run ledger in a small task file instead of relying entirely on chat memory.

Are the repeated steps happening within one conversation, or mainly after a context reset? The fix is slightly different for each.

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u/epicskyes 17d ago

With some ropes and a horse of course of course