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Knowledge graph for token-efficient code reviews with fixed search and configurable embeddings
About
Knowledge graph for token-efficient code reviews with fixed search and configurable embeddings
What You'll Need
Set these up before or after installing:
Embedding backend override: 'local' (qwen3-embed ONNX) or 'litellm' (cloud). Auto-detected if omitted.
Environment variable: EMBEDDING_BACKEND
API keys for LiteLLM cloud embedding (format: ENV_VAR:key). Enables LiteLLM backend.Required
Environment variable: API_KEYS
LiteLLM Proxy URL for self-hosted gateway. Enables LiteLLM backend via proxy.
Environment variable: LITELLM_PROXY_URL
LiteLLM Proxy virtual key.Required
Environment variable: LITELLM_PROXY_KEY
How to Install
Add this to your MCP configuration file:
{
"mcpServers": {
"io-github-n24q02m-better-code-review-graph": {
"env": {
"API_KEYS": "your-api-keys-here",
"EMBEDDING_BACKEND": "your-embedding-backend-here",
"LITELLM_PROXY_KEY": "your-litellm-proxy-key-here",
"LITELLM_PROXY_URL": "your-litellm-proxy-url-here"
},
"args": [
"better-code-review-graph"
],
"command": "uvx"
}
}
}Security Report
5.2
Moderate5.2Moderate RiskWell-structured code review graph server with proper authentication patterns, clean code, and appropriate permissions. Minor code quality issues include broad exception handling and some missing input validation, but these don't significantly impact security. Supply chain analysis found 9 known vulnerabilities in dependencies (1 critical, 8 high severity). Package verification found 1 issue.
Scanned 3 files · 14 findings
Security scores are indicators to help you make informed decisions, not guarantees. Always review permissions before connecting any MCP server.
Permissions Required
This plugin requests these system permissions. Most are normal for its category.
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