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How to Build an MCP Routing Layer for Multi-Server Agents

Agents with 3+ MCP servers need a routing layer that picks the right server per query. Pattern, code, and pitfalls in 2026.

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Agents that attach 3+ MCP servers (Scavio + Browserbase + custom databases) need a routing layer. Without one, the agent calls the wrong tool half the time. This tutorial walks the pattern.

Prerequisites

  • Claude Code or any MCP-aware agent
  • 2+ MCP servers attached

Walkthrough

Step 1: List attached MCP servers and their tools

Each server contributes named tools.

Text
# Scavio MCP: search, reddit_search, youtube_search, amazon_search, walmart_search, extract.
# Browserbase MCP: navigate, click, fill_form.
# Custom DB MCP: query_internal_db.

Step 2: Write a routing prompt

Tell the agent when to use which.

Text
# Routing prompt fragment:
# 'For public-web SERP and indexed-target reads: use Scavio MCP.
#  For auth-gated dashboards / JS-only SPAs: use Browserbase.
#  For internal company data: use the DB MCP.'

Step 3: Set tool priority via naming

Clearer names route better.

Text
# Avoid generic 'fetch' or 'get_data'.
# Prefer 'scavio_search', 'browserbase_navigate', 'company_db_query'.

Step 4: Test with ambiguous prompts

Use prompts that could route either way.

Text
# Test: 'Get the latest news about X from our internal records.'
# Watch which tool the agent picks; tune the prompt if wrong.

Step 5: Add fallback policy

When tools return empty.

Text
# 'If Scavio returns no results, try Browserbase navigate to the source page.'

Python Example

Python
# No code per se — the deliverable is the routing prompt and naming convention.

JavaScript Example

JavaScript
// Same — skill file is the artifact.

Expected Output

JSON
Agent picks the right MCP server per query 90%+ of the time, up from ~50% without routing logic.

Related Tutorials

  • How to Add Real-Time Search to Claude via MCP
  • How to Build a Claude Code + Playwright Hybrid Agent

Frequently Asked Questions

Most developers complete this tutorial in 15 to 30 minutes. You will need a Scavio API key (free tier works) and a working Python or JavaScript environment.

Claude Code or any MCP-aware agent. 2+ MCP servers attached. A Scavio API key gives you 50 free credits on signup.

Yes. The free tier includes 50 credits on signup, which is more than enough to complete this tutorial and prototype a working solution.

Scavio has a native LangChain package (langchain-scavio), an MCP server, and a plain REST API that works with any HTTP client. This tutorial uses the raw REST API, but you can adapt to your framework of choice.

Related Resources

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Best MCP Search Tools for Claude Code in 2026

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Best Search MCP Servers for Claude Code in 2026

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Use Case

MCP Search Gateway for Multi-Agent Systems

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Glossary

AI Agent Tool Routing

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Glossary

MCP Agent Routing Layer

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Use Case

MCP Custom Search Server

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Start Building

Agents with 3+ MCP servers need a routing layer that picks the right server per query. Pattern, code, and pitfalls in 2026.

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