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Update MCP Optimizer tutorial to use K8s/vMCP path
Replace the deprecated Python-based standalone optimizer tutorial with a Kubernetes-first walkthrough using VirtualMCPServer and EmbeddingServer CRDs. Update cross-references in the vMCP optimizer guide accordingly. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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docs/toolhive/guides-vmcp/optimizer.mdx

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@@ -10,9 +10,9 @@ number of tools exposed to clients can grow quickly. The optimizer addresses
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this by filtering tools per request, reducing token usage and improving tool
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selection accuracy.
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For the desktop/CLI approach using the MCP Optimizer container, see the
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For a step-by-step tutorial that walks through the full setup, see the
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[MCP Optimizer tutorial](../tutorials/mcp-optimizer.mdx). This guide covers the
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Kubernetes operator approach using VirtualMCPServer and EmbeddingServer CRDs.
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configuration details for the VirtualMCPServer and EmbeddingServer CRDs.
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## Benefits
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## Related information
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- [MCP Optimizer tutorial](../tutorials/mcp-optimizer.mdx) - desktop/CLI setup
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- [MCP Optimizer tutorial](../tutorials/mcp-optimizer.mdx) - end-to-end
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Kubernetes setup
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- [Optimizing LLM context](../concepts/tool-optimization.mdx) - background on
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tool filtering and context pollution
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- [Configure vMCP servers](./configuration.mdx)

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