Cost Explorer MCP
Estimates Claude API costs with interactive sliders, live comparison across five models, and returns the selected model to the conversation.
README
Cost Explorer MCP
An MCP App — a tool that returns a real interactive UI, rendered live inside the conversation, instead of just text. This one estimates Claude API costs: sliders for request volume and token size, a live comparison chart across five models, and a button that hands the picked model straight back to the conversation.
- Hand-rolled JSON-RPC 2.0 over HTTP — no
@modelcontextprotocol/sdkon the server side - Zero runtime dependencies — pure arithmetic, no external API call, so
tools/callcosts nothing to run - Deploys as a single AWS Lambda function behind a Function URL
Files
| File | Purpose |
|---|---|
index.mjs |
The server — JSON-RPC dispatch, plus _meta.ui.resourceUri on the tool and resources/read serving the bundled UI |
pricing.mjs |
The pricing data and the estimate() function — the only file you'd touch when prices change |
ui/mcp-app.html, ui/mcp-app.js |
The app itself — sliders, model cards, an SVG bar chart |
vite.config.js |
Bundles ui/ into one self-contained dist/mcp-app.html |
package.json |
Zero dependencies — only devDependencies, build-time only |
Build
npm install
npm run build
Produces dist/mcp-app.html — a single file with CSS and JS inlined, required since the host
renders it in a sandboxed iframe under a strict CSP.
Deploy
Zip exactly three things: index.mjs, pricing.mjs, and dist/. Upload to a new Lambda
function (Node.js 22+, no native dependencies), set the MCP_API_KEY environment variable,
and create a Function URL with AuthType: NONE plus a CORS block:
- Allow origin:
* - Allow methods:
GET,POST - Allow headers:
content-type,x-api-key,mcp-protocol-version,mcp-session-id,last-event-id
The CORS block matters because a browser-based host preflights every call with an OPTIONS
request before the real one — without it, that preflight gets rejected and the app never
loads.
Connect
Add it as a custom connector in Claude Desktop or Claude web, using the Function URL with the
key appended as a query param (?key=...) — the connector dialog has no header field, so the
handler accepts the key via query string as a fallback to the x-api-key header.
Recommended Servers
playwright-mcp
A Model Context Protocol server that enables LLMs to interact with web pages through structured accessibility snapshots without requiring vision models or screenshots.
Magic Component Platform (MCP)
An AI-powered tool that generates modern UI components from natural language descriptions, integrating with popular IDEs to streamline UI development workflow.
Audiense Insights MCP Server
Enables interaction with Audiense Insights accounts via the Model Context Protocol, facilitating the extraction and analysis of marketing insights and audience data including demographics, behavior, and influencer engagement.
VeyraX MCP
Single MCP tool to connect all your favorite tools: Gmail, Calendar and 40 more.
graphlit-mcp-server
The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.
Kagi MCP Server
An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.
E2B
Using MCP to run code via e2b.
Neon Database
MCP server for interacting with Neon Management API and databases
Exa Search
A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
Qdrant Server
This repository is an example of how to create a MCP server for Qdrant, a vector search engine.