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Developer tools · MCP server

Just MCP Server: MCP server, setup and security

Just MCP Server is an open-source MCP server that lets an AI agent run Justfile commands with parameters and environment variable support. Its repository has 62 stars and its last commit is from July 15, 2026 and it is licensed under MIT.

Score
56/100
Adoption (stars) 18/40
Maintenance 18/30
Framework (licence, registry, official) 20/30
Last commit 3 months ago

What Just MCP Server does

According to its repository: “Justfile integration: run CLI or script commands with parameters and environment variable support.”

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. Just MCP Server is listed under Developer tools, a category of 475 servers in the directory, where it ranks #230 by stars.

Installing and connecting Just MCP Server

Distribution modes declared in the official MCP registry:

  • Docker (OCI) image

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: Rust.

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 Just MCP Server. 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 July 24, 2025, the PromptExecution/just-mcp repository has 62 stars and 10 forks, with 3 open issues. It has more stars than 56% of the servers in the directory. Last change 3 months ago. Version published in the registry: 0.1.5 (November 15, 2025).

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 : 26.6K26.6KJust MCP ServerJust MCP Server : 6262
GitHub stars of the most followed servers in the category (log scale); Just MCP Server in orange. Checked October 25, 2026.

Verdict

Just MCP Server is a reasonable choice; check the points below before connecting it.

Strengths

  • Listed in the official MCP registry
  • Permissive licence (MIT)

Frequently asked questions

How do I install Just MCP Server?

Just MCP Server is distributed as Docker (OCI) image. Add it to your client's MCP configuration (Claude Desktop, Cursor, VS Code…) following the README of PromptExecution/just-mcp.

Is Just MCP Server free?

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

Is Just MCP Server 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 PromptExecution on GitHub. Check who maintains it before giving it access.

What are the alternatives to Just MCP Server?

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