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

io.github.n24q02m/better-code-review-graph·v3.12.5·Search
Quality Score
85
/100

Knowledge graph for token-efficient code reviews with fixed search and configurable embeddings

Repository →
§01  Install
Claude Desktop (uvx)
{
  "mcpServers": {
    "better-code-review-graph": {
      "command": "uvx",
      "args": [
        "better-code-review-graph"
      ],
      "env": {
        "EMBEDDING_BACKEND": "<embedding_backend>",
        "API_KEYS": "<your-api_keys>",
        "LITELLM_PROXY_URL": "<litellm_proxy_url>",
        "LITELLM_PROXY_KEY": "<your-litellm_proxy_key>"
      }
    }
  }
}
Claude Desktop (Docker)
{
  "mcpServers": {
    "better-code-review-graph": {
      "command": "docker",
      "args": [
        "run",
        "--rm",
        "-i",
        "docker.io/n24q02m/better-code-review-graph:latest"
      ],
      "env": {
        "EMBEDDING_BACKEND": "<embedding_backend>",
        "API_KEYS": "<your-api_keys>",
        "LITELLM_PROXY_URL": "<litellm_proxy_url>",
        "LITELLM_PROXY_KEY": "<your-litellm_proxy_key>"
      }
    }
  }
}
§02  Environment variables
EMBEDDING_BACKEND

Embedding backend override: 'local' (qwen3-embed ONNX) or 'litellm' (cloud). Auto-detected if omitted.

API_KEYS
secret

API keys for LiteLLM cloud embedding (format: ENV_VAR:key). Enables LiteLLM backend.

LITELLM_PROXY_URL

LiteLLM Proxy URL for self-hosted gateway. Enables LiteLLM backend via proxy.

LITELLM_PROXY_KEY
secret

LiteLLM Proxy virtual key.

API_KEYS
secret

API keys for LiteLLM cloud embedding (format: ENV_VAR:key)

§03  MCP Quality Score  ·  methodology
freshness
25
completeness
10
installability
25
documentation
15
stability
10
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