Knowledge graph for token-efficient code reviews with fixed search and configurable embeddings
Use this profile to copy client config, check auth requirements, review tools and resources, and compare related MCP servers before adding it to an AI client.
uvx better-code-review-graph{
"EMBEDDING_BACKEND": "YOUR_VALUE_HERE",
"API_KEYS": "YOUR_SECRET_VALUE",
"LITELLM_PROXY_URL": "YOUR_VALUE_HERE",
"LITELLM_PROXY_KEY": "YOUR_SECRET_VALUE"
}Add this server entry to the mcpServers object in your Claude Desktop config, then restart the app.
{
"mcpServers": {
"io-github-n24q02m-better-code-review-graph": {
"command": "uvx",
"args": [
"better-code-review-graph"
],
"env": {
"EMBEDDING_BACKEND": "YOUR_VALUE_HERE",
"API_KEYS": "YOUR_SECRET_VALUE",
"LITELLM_PROXY_URL": "YOUR_VALUE_HERE",
"LITELLM_PROXY_KEY": "YOUR_SECRET_VALUE"
}
}
}
}~/Library/Application Support/Claude/claude_desktop_config.json%APPDATA%\Claude\claude_desktop_config.jsonNo remote HTTP endpoint is advertised. Use the package or stdio setup shown in Install.
better-code-review-graph is an MCP server for Knowledge graph for token-efficient code reviews with fixed search and configurable embeddings. It supports STDIO transport.
Use the generated config in Install. This server runs with uvx better-code-review-graph; add any required environment variables before starting your client.
Choose the Claude Desktop tab in Install and copy the config for uvx better-code-review-graph. Add required environment variables before starting Claude Desktop.
Choose the Claude Code tab in Install and copy the config for uvx better-code-review-graph. Add required environment variables before starting Claude Code.
Choose the Codex tab in Install and copy the config for uvx better-code-review-graph. Add required environment variables before starting Codex.
Choose the Cursor or VS Code tab in Install and copy the config for uvx better-code-review-graph. Add required environment variables before starting Cursor or VS Code.
better-code-review-graph uses STDIO transport. Use the package or command config in Install.
better-code-review-graph inventory is listed when the MCP endpoint exposes tools, resources, or prompts. Some servers require auth first.
better-code-review-graph does not advertise a verified auth requirement. If discovery fails, it may still need provider login, an API key, a bearer token, or a session header.
| Package | Registry | Version | Inputs |
|---|---|---|---|
better-code-review-graphstdio | pypi | 3.9.2 | Env: EMBEDDING_BACKEND Env: API_KEYS secret Env: LITELLM_PROXY_URL Env: LITELLM_PROXY_KEY secret |
docker.io/n24q02m/better-code-review-graph:lateststdio | oci | Not captured | Env: API_KEYS secret |