MCP.Market

Graphql Enhanced MCP server

by letoribo·io.github.letoribo/mcp-graphql-enhanced·v4.15.8·6 stars

GraphQL gateway for LLMs. Handles huge GitHub GraphQL & @neo4j/graphql schemas without crashing

A92/100grade A
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6 stars57k downloads/wk

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Graphql Enhanced tools

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How Graphql Enhanced compares

Against every graded Developer tools MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
92/100
higher than 90% of 1,119 Developer tools servers
GitHub stars
6
more than 80% of 856 Developer tools servers
Downloads a week
56,564
more than 96% of 442 Developer tools servers with a package

Release history: 5 versions in the registry since 2026-08-30, latest 2026-11-02, typically one every 22 days.

Install Graphql Enhanced in Claude Code, Cursor or VS Code

Runs npx -y @letoribo/mcp-graphql-enhanced on your machine. Read the scan report first; the gateway never runs local packages.

claude mcp add mcp-graphql-enhanced -- npx -y @letoribo/mcp-graphql-enhanced
Add to Cursor

What the publisher says

From the Graphql Enhanced repository's README, as published. We do not edit it. Read it on GitHub

mcp-graphql-enhanced

An enhanced MCP (Model Context Protocol) server for GraphQL that fixes real-world interoperability issues between LLMs and GraphQL APIs.

Drop-in replacement for mcp-graphql — with dynamic headers, robust variables parsing, and zero breaking changes.

🎯 What is mcp-graphql-enhanced?

mcp-graphql-enhanced is a high-performance, federated GraphQL gateway designed to act as a workhorse for LLM agents. It bridges the gap between massive, complex GraphQL ecosystems and the context-limited environment of AI assistants. Unlike standard "all-or-nothing" introspection tools that crash under the weight of large schemas (like GitHub's or enterprise-grade Neo4j graphs), this server provides surgical control over how your agent perceives and interacts with your data.

💡 Why do you need it?

If you have ever seen theTool result is too largewhile trying to introspect your API, you are already hitting the limits of standard MCP implementations. Here is why mcp-graphql-enhanced is the industry-standard choice for professional environments:

Avoid the 1MB Ceiling: It shifts the responsibility for scope from the server to the caller. Instead of a unilateral "everything or nothing" dump, you get granular control via typeNames and typeDepth parameters.

Surgical Precision: You can selectively introspect only the nodes you need (e.g., Repository, User, or Message), keeping your context window clean and your LLM focused.

Predictability over Immunity: It doesn't promise "unlimited" capacity—it promises predictability. In enterprise systems, you need a tool that lets you navigate the graph surgically and fail predictably if you overstep, rather than a "black box" that dies on you the moment the schema grows.

Proof of Performance: See a real-world demonstration of the gateway bypassing standard architectural limits during a live diagnostic test against the GitHub API: 🔗 Diagnostic Case Study: Scoped vs. Monolithic Introspection (Shared Chat)

💬 Community & Support

Join the conversation! If you have questions about using this bridge with Neo4j, Discord data graphs, or GraphQL in general, come hang out with us:

  • Discord Channel: #mcp-graphql-enhanced
  • Server: The official GraphQL Discord

This is the best place to share your feedback, report issues, or suggest new "enhanced" features for the bridge.

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

Graphql Enhanced: common questions

Is Graphql Enhanced MCP server safe?
Yes, by our scan: it is graded A (92/100). Read the Graphql Enhanced safety report
How do I install Graphql Enhanced?
It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
Does Graphql Enhanced need an API key?
No secret keys are declared. It reads 7 settings from the environment.
Is Graphql Enhanced maintained?
The last commit was 8 days ago (2026-10-28). The latest release is v4.15.8.
What can I use instead of Graphql Enhanced?
Servers from other publishers that do the same job: GitDiagram MCP server, GitHub MCP server and Gk CLI MCP server.
How does Graphql Enhanced compare with other Developer tools MCP servers?
safety score 92/100 (higher than 90% of 1,119 Developer tools servers); github stars 6 (more than 80% of 856 Developer tools servers); downloads a week 56,564 (more than 96% of 442 Developer tools servers with a package). Full comparison.

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