# Building Efficient AI Agents with GraphQL and Apollo MCP Server

DevFeed: [Building Efficient AI Agents with GraphQL and Apollo MCP Server](<https://devfeed.tech/articles/every-token-counts-building-efficient-ai-agents-with-graphql-and-apollo-mcp-server-23244.md>)

Original publisher: [Read original article](<https://www.apollographql.com/blog/building-efficient-ai-agents-with-graphql-and-apollo-mcp-server>)

Author: Matt Hawkins

Published: 2025-06-24T08:54:47Z

Content type: tutorial

Language: en

Sources: [Apollo Blog](<https://devfeed.tech/sources/apollo-blog.md>)

Topics: [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [GraphQL](<https://devfeed.tech/topics/graphql.md>), [MCP Server](<https://devfeed.tech/topics/mcp-server.md>), [context window](<https://devfeed.tech/topics/context-window.md>), [API](<https://devfeed.tech/topics/api.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>)

Tags: [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [apis](<https://devfeed.tech/tags/apis.md>), [apollo-mcp-server](<https://devfeed.tech/tags/apollo-mcp-server.md>), [context-window](<https://devfeed.tech/tags/context-window.md>), [graphql](<https://devfeed.tech/tags/graphql.md>), [latency](<https://devfeed.tech/tags/latency.md>), [mcp-server](<https://devfeed.tech/tags/mcp-server.md>)

## AI overview

The article explains how GraphQL can make AI agents more efficient by letting them request only the data they need, reducing unnecessary token usage, costs, and latency. It also describes how Apollo MCP Server exposes GraphQL operations as MCP tools, including operations saved in Apollo Explorer and an Operations Collection.

## Source excerpt

When you're building AI Agents, you're not just writing code-you're managing a scarce resource: the context window. Every interaction between your agent and an LLM consumes tokens, and these tokens translate directly into costs, latency, and limitations on what your agent can accomplish. Consider what happens when an AI agent needs to fetch data from your APIs.