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Developer tools · MCP server

Gograph: MCP server, setup and security

Gograph is an open-source MCP server that lets an AI agent explore Go repository graphs for APIs, SQL queries and error mappings. Its repository has 230 stars and its last commit is from October 10, 2026 and it is licensed under MIT.

Actively maintained

What Gograph does

According to its repository: “AST-aware repository graph for Go codebases: struct embeds, public API surfaces, SQL queries and error mapping, giving agents context without grepping.”

An MCP server gives an AI agent extra tools it calls during the conversation: the agent reads their description, decides to use them and gets the result back. Gograph is listed under Developer tools, a category of 475 servers in the directory, where it ranks #105 by stars.

Topics declared by the repository: ast, cli, code-navigation, developer-tools, go, golang.

Installing and connecting Gograph

Distribution modes declared in the official MCP registry:

  • MCPB bundle (one-click install in Claude Desktop)

Like any MCP server, you declare it in your client's configuration (Claude Desktop, Claude Code, Cursor, VS Code, Codex…): a name, the command that starts it or its URL, and any environment variables. The client then starts it and lists its tools. Project language: Go. Listed systems: macOS, Windows, Linux.

Security: what to check

An MCP server runs code with the rights you give it, and the model reads its tool descriptions: a malicious or compromised server can hijack the agent. Read the code, or pick a maintained and widely used server, before connecting it.

None of the risk signals we track (system access, secrets, missing licence, abandonment) applies to Gograph. That does not replace reading the code.

Good practice: grant only the rights needed (least privilege), require human approval for irreversible actions, and run the AI agent security check.

Project activity and maintenance

Created on May 8, 2026, the ozgurcd/gograph repository has 230 stars and 16 forks, with 0 open issues. It has more stars than 80% of the servers in the directory. It received changes this month. Version published in the registry: 1.7.14 (October 10, 2026).

Stars measure attention, not quality: a recent, heavily promoted project can collect them fast, while a useful but niche server will have few.

StorybookStorybook : 91.4K91.4KFront End ChecklistFront End Checklist : 74.6K74.6KTldrawTldraw : 51.1K51.1KCodebase MemoryCodebase Memory : 47.4K47.4KCCXTCCXT : 44.5K44.5KPostHog MCP ServerPostHog MCP Server : 40.4K40.4KClaude task masterClaude task master : 28.3K28.3KAgent Skills Search ServerAgent Skills Search Server : 26.6K26.6KGographGograph : 230230
GitHub stars of the most followed servers in the category (log scale); Gograph in orange. Checked October 25, 2026.

Verdict

Gograph is a reasonable choice; check the points below before connecting it.

Strengths

  • Active project: recent commit
  • Widely followed: 230 stars
  • Listed in the official MCP registry
  • Permissive licence (MIT)

Frequently asked questions

How do I install Gograph?

Gograph is distributed as MCPB bundle (one-click install in Claude Desktop). Add it to your client's MCP configuration (Claude Desktop, Cursor, VS Code…) following the README of ozgurcd/gograph.

Is Gograph free?

The code is published under the MIT licence and can be used free of charge.

Is Gograph safe?

No risk signal found (system access, secrets, licence, abandonment). As with any MCP server, keep rights minimal and read the code before sensitive use.

Is it an official server?

Nothing says so: it is a project published by ozgurcd on GitHub. Check who maintains it before giving it access.

What are the alternatives to Gograph?

In the same category: Radar Kubernetes MCP Server, Repowise, Jscpd, and Apify MCP server. Radar Kubernetes MCP Server and Repowise score higher on our grid.

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Neutrality. No affiliate links. No vendor pays to be reviewed, rated or ranked. Reviews are directed by François Chollet, neutral and factual, and every data point is dated and sourced. How we score