Better Code Review Graph MCP server

by n24q02m·io.github.n24q02m/better-code-review-graph·v3.26.18

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Token-efficient code review knowledge graph: semantic search and call-graph resolution.

B75/100grade B

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B75/100

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Adoption

Growing

68 stars

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Better Code Review Graph tools

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Grade history

2026-09-19restoreC → Bscore 75: subprocess with shell=True

Install directly

claude mcp add better-code-review-graph -- uvx better-code-review-graph

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Better Code Review Graph: common questions

Is Better Code Review Graph MCP server safe?: Mostly: it is graded B (75/100). Read the Better Code Review Graph safety report
How do I install Better Code Review Graph?: It runs on your machine. Copy the Claude Code, Claude Desktop or Cursor config from the install section.
Does Better Code Review Graph need an API key?: Yes. The registry entry asks for COHERE_API_KEY, OPENROUTER_API_KEY.
Is Better Code Review Graph maintained?: The last commit was in the last day (2026-09-19). The latest release is v3.26.18.
What can I use instead of Better Code Review Graph?: Servers from other publishers that do the same job: Octocode MCP server, Codeseeker MCP server and Neuromcp MCP server. Compare all Better Code Review Graph alternatives.

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Run it through the gateway

Local package. It runs on your machine, not through the gateway.

Rating: —
Safety grade: B · 75/100
Stars: 68
Downloads/wk: –
Price: Free
Licence: Apache-2.0
Transport: Local · pypi
Version: 3.26.18
Category: Web search
Last release: 2026-09-19

Credentials it needs

EMBEDDING_MODELSEmbedding models in selection order; the current runtime uses the first provider/model entry; empty = local ONNX
LOCAL_EMBEDDING_MODELBuilt-in fastretrieval model ID or local directory with fastretrieval-manifest.json
LOCAL_RERANK_MODELFastretrieval TextCrossEncoder model ID; empty = reranking disabled
LOCAL_EMBEDDING_DIMRequired positive output dimension for an external local embedding ID without a manifest
LOCAL_EMBEDDING_MODEL_FILEONNX file path inside a manifest-backed local embedding directory
LOCAL_EMBEDDING_POOLINGExplicit pooling for an external local embedding ID without a manifest
LOCAL_EMBEDDING_NORMALIZEExplicit L2 normalization for an external local embedding ID without a manifest
SUMMARY_MODELSSummarizer model selection; first provider/model entry only, no fallback; empty = disabled
COHERE_API_KEYsecretCredential for explicitly selected Cohere embeddings, including a configured CF AI Gateway route
OPENROUTER_API_KEYsecretCredential for explicitly selected OpenRouter completion models
EMBEDDING_BACKENDDEPRECATED (honored one release): embedding backend override 'local' or 'cloud'. Use EMBEDDING_MODELS instead.
EMBEDDING_API_BASEProvider-compatible cloud embedding endpoint, including CF AI Gateway; SSRF-guarded.
LLM_API_BASEProvider-compatible summarizer base URL, including CF AI Gateway; SSRF-guarded.
SUMMARY_MODELDEPRECATED (honored one release): single summarizer model as a litellm 'provider/model' string. Use SUMMARY_MODELS instead.

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