Better Code Review Graph MCP

An MCP server providing a knowledge graph for token-efficient code reviews. It enables semantic search and call-graph resolution across a codebase, allowing AI agents to understand code structure and context more effectively during review processes.

Package and access

Local package with source-attributed installation metadata. Koskamo does not execute packages during review.

Community listingLocal stdioSource reviewed; not executedPublished by n24q02m

Vendor documentation

Checks and signals

Each line is separate evidence, not a trust score.

Popularity 76 GitHub stars

What you can do with it

Perform semantic search across codebase files
Resolve call graphs for function dependencies
Analyze code structure for token-efficient reviews

Source and maintenance

Community listingRegistry 3.31.0Apache-2.0

mcp-registry: io.github.n24q02m/crg@3.31.0 Source repository

Last repository push: Nov 2, 2026, 1:27 AM UTC
Latest release: v3.31.0
Maintenance checked: Nov 2, 2026, 3:15 PM UTC

Packages and installation

Source-provided package data. Koskamo has not executed or live-probed this package.

better-code-review-graph 3.31.0

pypiuvx

better-code-review-graph package definition

{
  "version": "3.31.0",
  "transport": "stdio",
  "identifier": "better-code-review-graph",
  "runtimeHint": "uvx",
  "registryType": "pypi",
  "environmentVariables": [
    {
      "name": "EMBEDDING_MODELS",
      "description": "Embedding models in selection order; the current runtime uses the first provider/model entry; empty = local ONNX"
    },
    {
      "name": "LOCAL_EMBEDDING_MODEL",
      "description": "Built-in fastretrieval model ID or local directory with fastretrieval-manifest.json"
    },
    {
      "name": "LOCAL_RERANK_MODEL",
      "description": "Fastretrieval TextCrossEncoder model ID; empty = reranking disabled"
    },
    {
      "name": "LOCAL_EMBEDDING_DIM",
      "description": "Required positive output dimension for an external local embedding ID without a manifest"
    },
    {
      "name": "LOCAL_EMBEDDING_MODEL_FILE",
      "description": "ONNX file path inside a manifest-backed local embedding directory"
    },
    {
      "name": "LOCAL_EMBEDDING_POOLING",
      "description": "Explicit pooling for an external local embedding ID without a manifest"
    },
    {
      "name": "LOCAL_EMBEDDING_NORMALIZE",
      "description": "Explicit L2 normalization for an external local embedding ID without a manifest"
    },
    {
      "name": "HULL_EMBED_API_KEY",
      "description": "API key for the [models.embed] cell transport (OpenRouter pre-wired default); host-injected, overrides the cell api_key"
    },
    {
      "name": "HULL_CHAT_API_KEY",
      "description": "API key for the [models.chat] cell transport (OpenRouter pre-wired default); host-injected, enables LLM summaries when the cell model is set"
    },
    {
      "name": "EMBEDDING_BACKEND",
      "description": "DEPRECATED (honored one release): embedding backend override 'local' or 'cloud'. Use EMBEDDING_MODELS instead."
    }
  ]
}

Tools

Reported by the attributed source; not independently observed by Koskamo.

No tool definitions available.

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

Nov 2, 2026, 3:15 PM UTC · repository · passed · metadata changed · updated
Nov 2, 2026, 3:15 PM UTC · backfill · recorded · Pre-expansion baseline; unobserved rich metadata remains unknown

Connect from your client

Each snippet configures the same source-provided package; replace placeholders before use.

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Cursor

Merge this local stdio configuration, replace every placeholder environment value, and restart Cursor. Koskamo has not executed this package.

Cursor configuration

{
  "mcpServers": {
    "better-code-review-graph-mcp": {
      "command": "uvx",
      "args": [
        "better-code-review-graph==3.31.0"
      ],
      "env": {
        "EMBEDDING_MODELS": "<YOUR_EMBEDDING_MODELS>",
        "LOCAL_EMBEDDING_MODEL": "<YOUR_LOCAL_EMBEDDING_MODEL>",
        "LOCAL_RERANK_MODEL": "<YOUR_LOCAL_RERANK_MODEL>",
        "LOCAL_EMBEDDING_DIM": "<YOUR_LOCAL_EMBEDDING_DIM>",
        "LOCAL_EMBEDDING_MODEL_FILE": "<YOUR_LOCAL_EMBEDDING_MODEL_FILE>",
        "LOCAL_EMBEDDING_POOLING": "<YOUR_LOCAL_EMBEDDING_POOLING>",
        "LOCAL_EMBEDDING_NORMALIZE": "<YOUR_LOCAL_EMBEDDING_NORMALIZE>",
        "HULL_EMBED_API_KEY": "<YOUR_HULL_EMBED_API_KEY>",
        "HULL_CHAT_API_KEY": "<YOUR_HULL_CHAT_API_KEY>",
        "EMBEDDING_BACKEND": "<YOUR_EMBEDDING_BACKEND>"
      }
    }
  }
}

Cline

Merge this local stdio configuration, replace every placeholder environment value, and restart Cline. Koskamo has not executed this package.

Cline configuration

{
  "mcpServers": {
    "better-code-review-graph-mcp": {
      "command": "uvx",
      "args": [
        "better-code-review-graph==3.31.0"
      ],
      "env": {
        "EMBEDDING_MODELS": "<YOUR_EMBEDDING_MODELS>",
        "LOCAL_EMBEDDING_MODEL": "<YOUR_LOCAL_EMBEDDING_MODEL>",
        "LOCAL_RERANK_MODEL": "<YOUR_LOCAL_RERANK_MODEL>",
        "LOCAL_EMBEDDING_DIM": "<YOUR_LOCAL_EMBEDDING_DIM>",
        "LOCAL_EMBEDDING_MODEL_FILE": "<YOUR_LOCAL_EMBEDDING_MODEL_FILE>",
        "LOCAL_EMBEDDING_POOLING": "<YOUR_LOCAL_EMBEDDING_POOLING>",
        "LOCAL_EMBEDDING_NORMALIZE": "<YOUR_LOCAL_EMBEDDING_NORMALIZE>",
        "HULL_EMBED_API_KEY": "<YOUR_HULL_EMBED_API_KEY>",
        "HULL_CHAT_API_KEY": "<YOUR_HULL_CHAT_API_KEY>",
        "EMBEDDING_BACKEND": "<YOUR_EMBEDDING_BACKEND>"
      }
    }
  }
}

VS Code

Merge this local stdio configuration, replace every placeholder environment value, and restart VS Code. Koskamo has not executed this package.

VS Code configuration

{
  "servers": {
    "better-code-review-graph-mcp": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "better-code-review-graph==3.31.0"
      ],
      "env": {
        "EMBEDDING_MODELS": "<YOUR_EMBEDDING_MODELS>",
        "LOCAL_EMBEDDING_MODEL": "<YOUR_LOCAL_EMBEDDING_MODEL>",
        "LOCAL_RERANK_MODEL": "<YOUR_LOCAL_RERANK_MODEL>",
        "LOCAL_EMBEDDING_DIM": "<YOUR_LOCAL_EMBEDDING_DIM>",
        "LOCAL_EMBEDDING_MODEL_FILE": "<YOUR_LOCAL_EMBEDDING_MODEL_FILE>",
        "LOCAL_EMBEDDING_POOLING": "<YOUR_LOCAL_EMBEDDING_POOLING>",
        "LOCAL_EMBEDDING_NORMALIZE": "<YOUR_LOCAL_EMBEDDING_NORMALIZE>",
        "HULL_EMBED_API_KEY": "<YOUR_HULL_EMBED_API_KEY>",
        "HULL_CHAT_API_KEY": "<YOUR_HULL_CHAT_API_KEY>",
        "EMBEDDING_BACKEND": "<YOUR_EMBEDDING_BACKEND>"
      }
    }
  }
}

Claude Desktop

Merge this local stdio configuration, replace every placeholder environment value, and restart Claude Desktop. Koskamo has not executed this package.

Claude Desktop configuration

{
  "mcpServers": {
    "better-code-review-graph-mcp": {
      "command": "uvx",
      "args": [
        "better-code-review-graph==3.31.0"
      ],
      "env": {
        "EMBEDDING_MODELS": "<YOUR_EMBEDDING_MODELS>",
        "LOCAL_EMBEDDING_MODEL": "<YOUR_LOCAL_EMBEDDING_MODEL>",
        "LOCAL_RERANK_MODEL": "<YOUR_LOCAL_RERANK_MODEL>",
        "LOCAL_EMBEDDING_DIM": "<YOUR_LOCAL_EMBEDDING_DIM>",
        "LOCAL_EMBEDDING_MODEL_FILE": "<YOUR_LOCAL_EMBEDDING_MODEL_FILE>",
        "LOCAL_EMBEDDING_POOLING": "<YOUR_LOCAL_EMBEDDING_POOLING>",
        "LOCAL_EMBEDDING_NORMALIZE": "<YOUR_LOCAL_EMBEDDING_NORMALIZE>",
        "HULL_EMBED_API_KEY": "<YOUR_HULL_EMBED_API_KEY>",
        "HULL_CHAT_API_KEY": "<YOUR_HULL_CHAT_API_KEY>",
        "EMBEDDING_BACKEND": "<YOUR_EMBEDDING_BACKEND>"
      }
    }
  }
}

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