mcpbeat

Better Code Review Graph MCP Server

io.github.n24q02m/better-code-review-graph
local only

Better Code Review Graph runs on your own machine — the client starts it, so there is no endpoint to ping. 1 551 installs a week from pypi. Last commit 2 Aug 2026.

Token-efficient code review knowledge graph: semantic search and call-graph resolution.

Installs per day peak 1 077 · avg 342 · +13% w/w
a month agotoday
1 551
Installs / week
pypi · better-code-review-graph
65
Stars
3 open issues
2 Aug 2026
Last commit
0 releases in 90 days
Apache-2.0
License
Python

Connect this server

This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.

run in your terminal
claude mcp add better-code-review-graph -- uvx better-code-review-graph
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "better-code-review-graph": {
      "args": [
        "better-code-review-graph"
      ],
      "command": "uvx"
    }
  }
}
~/.codex/config.toml
[mcp_servers.better-code-review-graph]
command = "uvx"
args = ["better-code-review-graph"]
.cursor/mcp.json
{
  "mcpServers": {
    "better-code-review-graph": {
      "args": [
        "better-code-review-graph"
      ],
      "command": "uvx"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "better-code-review-graph": {
      "args": [
        "better-code-review-graph"
      ],
      "command": "uvx"
    }
  }
}

Better Code Review Graph — questions

Answers built from our own checks of this server.

Why is there no uptime for Better Code Review Graph?
Better Code Review Graph runs on your own machine over stdio — there is no network address to reach, so uptime cannot be measured for it by anyone. What can be measured is adoption: the pypi package better-code-review-graph was installed 1 551 times last week.
How do I connect Better Code Review Graph?
Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It runs locally, so the command pulls better-code-review-graph straight from pypi; nothing to host, nothing to sign up for.
How many people use Better Code Review Graph?
The pypi package better-code-review-graph was installed 1 551 times in the last week. Week over week that is +13%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.
Is Better Code Review Graph open source?
Yes — it is published under the Apache-2.0 licence, written in Python, 65 stars on GitHub and 3 open issues. The source link is on this page, so you can read exactly what it does with your data before you connect it.