Silhouette Score Engine MCP Server for Vercel AI SDKGive Vercel AI SDK instant access to 1 tools to Calculate Silhouette Score
GDPR Free for SubscribersThe Vercel AI SDK is the TypeScript toolkit for building AI-powered applications. Connect Silhouette Score Engine through Vinkius and every tool is available as a typed function. ready for React Server Components, API routes, or any Node.js backend.
Ask AI about this MCP Server for Vercel AI SDK
The Silhouette Score Engine MCP Server for Vercel AI SDK is a standout in the Developer Tools category — giving your AI agent 1 tools to work with, ready to go from day one.
Vinkius delivers Streamable HTTP and SSE to any MCP client
Geminiimport { createMCPClient } from "@ai-sdk/mcp";
import { generateText } from "ai";
import { openai } from "@ai-sdk/openai";
async function main() {
const mcpClient = await createMCPClient({
transport: {
type: "http",
// Your Vinkius token. get it at cloud.vinkius.com
url: "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
},
});
try {
const tools = await mcpClient.tools();
const { text } = await generateText({
model: openai("gpt-4o"),
tools,
prompt: "Using Silhouette Score Engine, list all available capabilities.",
});
console.log(text);
} finally {
await mcpClient.close();
}
}
main();
* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure
About Silhouette Score Engine MCP Server
Determining whether a clustering algorithm like K-Means actually grouped data effectively is impossible for a text-based LLM. The Silhouette Score is a complex computational metric that measures the distance between data points within the same cluster versus points in neighboring clusters. This engine executes the heavy geometric Euclidean distance calculations in native V8 JavaScript, giving agents the ability to autonomously determine the optimal number of clusters (k).
The Vercel AI SDK gives every Silhouette Score Engine tool full TypeScript type inference, IDE autocomplete, and compile-time error checking. Connect 1 tools through Vinkius and stream results progressively to React, Svelte, or Vue components. works on Edge Functions, Cloudflare Workers, and any Node.js runtime.
The Silhouette Score Engine MCP Server exposes 1 tools through the Vinkius. Connect it to Vercel AI SDK in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
All 1 Silhouette Score Engine tools available for Vercel AI SDK
When Vercel AI SDK connects to Silhouette Score Engine through Vinkius, your AI agent gets direct access to every tool listed below — spanning clustering, machine-learning, data-evaluation, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.
Calculate silhouette score on Silhouette Score Engine
Provide 2D array data and cluster labels. Calculates the Silhouette score for clustering evaluation
Connect Silhouette Score Engine to Vercel AI SDK via MCP
Follow these steps to wire Silhouette Score Engine into Vercel AI SDK. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.
Install dependencies
npm install @ai-sdk/mcp ai @ai-sdk/openaiReplace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenRun the script
agent.ts and run with npx tsx agent.tsExplore tools
Why Use Vercel AI SDK with the Silhouette Score Engine MCP Server
Vercel AI SDK provides unique advantages when paired with Silhouette Score Engine through the Model Context Protocol.
TypeScript-first: every MCP tool gets full type inference, IDE autocomplete, and compile-time error checking out of the box
Framework-agnostic core works with Next.js, Nuxt, SvelteKit, or any Node.js runtime. same Silhouette Score Engine integration everywhere
Built-in streaming UI primitives let you display Silhouette Score Engine tool results progressively in React, Svelte, or Vue components
Edge-compatible: the AI SDK runs on Vercel Edge Functions, Cloudflare Workers, and other edge runtimes for minimal latency
Silhouette Score Engine + Vercel AI SDK Use Cases
Practical scenarios where Vercel AI SDK combined with the Silhouette Score Engine MCP Server delivers measurable value.
AI-powered web apps: build dashboards that query Silhouette Score Engine in real-time and stream results to the UI with zero loading states
API backends: create serverless endpoints that orchestrate Silhouette Score Engine tools and return structured JSON responses to any frontend
Chatbots with tool use: embed Silhouette Score Engine capabilities into conversational interfaces with streaming responses and tool call visibility
Internal tools: build admin panels where team members interact with Silhouette Score Engine through natural language queries
Example Prompts for Silhouette Score Engine in Vercel AI SDK
Ready-to-use prompts you can give your Vercel AI SDK agent to start working with Silhouette Score Engine immediately.
"Here are my 2D coordinates and the cluster labels generated by my K-Means script. Calculate the Silhouette Score to see if the clusters are distinct."
"I have clustered the same dataset with K=2, K=3, and K=4. Calculate the Silhouette score for all three assignments and tell me which K is the absolute best."
"Compute the silhouette score for these customer embeddings. If the score is below 0.3, explain why the clusters might be overlapping."
Troubleshooting Silhouette Score Engine MCP Server with Vercel AI SDK
Common issues when connecting Silhouette Score Engine to Vercel AI SDK through Vinkius, and how to resolve them.
createMCPClient is not a function
npm install @ai-sdk/mcpSilhouette Score Engine + Vercel AI SDK FAQ
Common questions about integrating Silhouette Score Engine MCP Server with Vercel AI SDK.
How does the Vercel AI SDK connect to MCP servers?
createMCPClient from @ai-sdk/mcp and pass the server URL. The SDK discovers all tools and provides typed TypeScript interfaces for each one.Can I use MCP tools in Edge Functions?
Does it support streaming tool results?
useChat and streamText that handle tool calls and display results progressively in the UI.Explore More MCP Servers
View all →
FOIA.gov (Freedom of Information)
4 toolsAccess US government FOIA data — list agency components, retrieve request forms, and fetch annual reports directly from FOIA.gov.
Postman
9 toolsDesign, test, and document APIs collaboratively with the world most popular API development platform used by millions of developers.
Baserow
10 toolsManage no-code databases via Baserow — list tables, query rows, create records and manage schemas from any AI agent.
Google Analytics
12 toolsQuery GA4 analytics data via Google Analytics API — run reports, check realtime data, analyze funnels, and export audiences directly from any AI agent.