better-code-review-graph
local MCP serverInstallation
Terminal
claude mcp add better-code-review-graph -e EMBEDDING_MODELS=... -e LOCAL_EMBEDDING_MODEL=... -e LOCAL_RERANK_MODEL=... -e LOCAL_EMBEDDING_DIM=... -e LOCAL_EMBEDDING_MODEL_FILE=... -e LOCAL_EMBEDDING_POOLING=... -e LOCAL_EMBEDDING_NORMALIZE=... -e SUMMARY_MODELS=... -e COHERE_API_KEY=... -e OPENROUTER_API_KEY=... -e EMBEDDING_BACKEND=... -e EMBEDDING_API_BASE=... -e LLM_API_BASE=... -e SUMMARY_MODEL=... -- uvx better-code-review-graph
Run in your project folder. Add --scope user to use it everywhere.
Claude Desktop, Cursor & other clients
Add to claude_desktop_config.json or .cursor/mcp.json.
{
"mcpServers": {
"better-code-review-graph": {
"command": "uvx",
"args": [
"better-code-review-graph"
],
"env": {
"EMBEDDING_MODELS": "...",
"LOCAL_EMBEDDING_MODEL": "...",
"LOCAL_RERANK_MODEL": "...",
"LOCAL_EMBEDDING_DIM": "...",
"LOCAL_EMBEDDING_MODEL_FILE": "...",
"LOCAL_EMBEDDING_POOLING": "...",
"LOCAL_EMBEDDING_NORMALIZE": "...",
"SUMMARY_MODELS": "...",
"COHERE_API_KEY": "...",
"OPENROUTER_API_KEY": "...",
"EMBEDDING_BACKEND": "...",
"EMBEDDING_API_BASE": "...",
"LLM_API_BASE": "...",
"SUMMARY_MODEL": "..."
}
}
}
}Fill in the environment variables with your own credentials.
Summary
Token-efficient code review knowledge graph: semantic search and call-graph resolution.
Questions
better-code-review-graph is a local MCP server distributed as the pypi package better-code-review-graph.
Run: claude mcp add better-code-review-graph -e EMBEDDING_MODELS=... -e LOCAL_EMBEDDING_MODEL=... -e LOCAL_RERANK_MODEL=... -e LOCAL_EMBEDDING_DIM=... -e LOCAL_EMBEDDING_MODEL_FILE=... -e LOCAL_EMBEDDING_POOLING=... -e LOCAL_EMBEDDING_NORMALIZE=... -e SUMMARY_MODELS=... -e COHERE_API_KEY=... -e OPENROUTER_API_KEY=... -e EMBEDDING_BACKEND=... -e EMBEDDING_API_BASE=... -e LLM_API_BASE=... -e SUMMARY_MODEL=... -- uvx better-code-review-graph
Run: codex mcp add better-code-review-graph --env EMBEDDING_MODELS=... --env LOCAL_EMBEDDING_MODEL=... --env LOCAL_RERANK_MODEL=... --env LOCAL_EMBEDDING_DIM=... --env LOCAL_EMBEDDING_MODEL_FILE=... --env LOCAL_EMBEDDING_POOLING=... --env LOCAL_EMBEDDING_NORMALIZE=... --env SUMMARY_MODELS=... --env COHERE_API_KEY=... --env OPENROUTER_API_KEY=... --env EMBEDDING_BACKEND=... --env EMBEDDING_API_BASE=... --env LLM_API_BASE=... --env SUMMARY_MODEL=... -- uvx better-code-review-graph
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