SERVER
Better Code Review Graph
Rank #562io.github.n24q02m/better-code-review-graph
Token-efficient code review knowledge graph: semantic search and call-graph resolution.
First listed
Mar 20, 2026
Last publish date
Sep 2, 2026
OVERVIEW
Better Code Review Graph is a Model Context Protocol (MCP) server published by n24q02m. It ranks #562 of 121,933 servers tracked on MCP Toplist, and its repository has 67 GitHub stars. Better Code Review Graph is listed across 3 registries — Official MCP, PulseMCP and Glama, with 46 tracked versions. It was first listed on Mar 20, 2026 and most recently updated on Sep 2, 2026.
STANDING
#562of 121,933 tracked serversTop 0.5%
Ranks ahead of 121,371 of 121,933 servers on MCP Toplist.
Recent momentum
+31GitHub stars since Apr 27 (+86%)
CONNECT
Use Better Code Review Graph
No setupRuns out of the box
No credentials or required configuration declared — add it to your MCP client and go.
Python package (PyPI)
claude mcp add better-code-review-graph -e "EMBEDDING_MODELS=<your EMBEDDING_MODELS>" -e "LOCAL_EMBEDDING_MODEL=<your LOCAL_EMBEDDING_MODEL>" -e "LOCAL_RERANK_MODEL=<your LOCAL_RERANK_MODEL>" -e "LOCAL_EMBEDDING_DIM=<your LOCAL_EMBEDDING_DIM>" -e "LOCAL_EMBEDDING_MODEL_FILE=<your LOCAL_EMBEDDING_MODEL_FILE>" -e "LOCAL_EMBEDDING_POOLING=<your LOCAL_EMBEDDING_POOLING>" -e "LOCAL_EMBEDDING_NORMALIZE=<your LOCAL_EMBEDDING_NORMALIZE>" -e "SUMMARY_MODELS=<your SUMMARY_MODELS>" -e "EMBEDDING_BACKEND=<your EMBEDDING_BACKEND>" -e "EMBEDDING_API_BASE=<your EMBEDDING_API_BASE>" -e "LLM_API_BASE=<your LLM_API_BASE>" -e "SUMMARY_MODEL=<your SUMMARY_MODEL>" -- uvx better-code-review-graphReplace each placeholder with your own value before saving.
Python package (PyPI)
[mcp_servers.better-code-review-graph]
command = "uvx"
args = ["better-code-review-graph"]
[mcp_servers.better-code-review-graph.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>"
SUMMARY_MODELS = "<your SUMMARY_MODELS>"
EMBEDDING_BACKEND = "<your EMBEDDING_BACKEND>"
EMBEDDING_API_BASE = "<your EMBEDDING_API_BASE>"
LLM_API_BASE = "<your LLM_API_BASE>"
SUMMARY_MODEL = "<your SUMMARY_MODEL>"Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.
Python package (PyPI)
{
"mcpServers": {
"better-code-review-graph": {
"command": "uvx",
"args": [
"better-code-review-graph"
],
"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>",
"SUMMARY_MODELS": "<your SUMMARY_MODELS>",
"EMBEDDING_BACKEND": "<your EMBEDDING_BACKEND>",
"EMBEDDING_API_BASE": "<your EMBEDDING_API_BASE>",
"LLM_API_BASE": "<your LLM_API_BASE>",
"SUMMARY_MODEL": "<your SUMMARY_MODEL>"
}
}
}
}Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.
Python package (PyPI)
{
"mcpServers": {
"better-code-review-graph": {
"command": "uvx",
"args": [
"better-code-review-graph"
],
"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>",
"SUMMARY_MODELS": "<your SUMMARY_MODELS>",
"EMBEDDING_BACKEND": "<your EMBEDDING_BACKEND>",
"EMBEDDING_API_BASE": "<your EMBEDDING_API_BASE>",
"LLM_API_BASE": "<your LLM_API_BASE>",
"SUMMARY_MODEL": "<your SUMMARY_MODEL>"
}
}
}
}Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.
Python package (PyPI)
{
"servers": {
"better-code-review-graph": {
"type": "stdio",
"command": "uvx",
"args": [
"better-code-review-graph"
],
"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>",
"SUMMARY_MODELS": "<your SUMMARY_MODELS>",
"EMBEDDING_BACKEND": "<your EMBEDDING_BACKEND>",
"EMBEDDING_API_BASE": "<your EMBEDDING_API_BASE>",
"LLM_API_BASE": "<your LLM_API_BASE>",
"SUMMARY_MODEL": "<your SUMMARY_MODEL>"
}
}
}
}Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.
Python package (PyPI)
{
"mcpServers": {
"better-code-review-graph": {
"command": "uvx",
"args": [
"better-code-review-graph"
],
"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>",
"SUMMARY_MODELS": "<your SUMMARY_MODELS>",
"EMBEDDING_BACKEND": "<your EMBEDDING_BACKEND>",
"EMBEDDING_API_BASE": "<your EMBEDDING_API_BASE>",
"LLM_API_BASE": "<your LLM_API_BASE>",
"SUMMARY_MODEL": "<your SUMMARY_MODEL>"
}
}
}
}Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.
Python package (PyPI)
{
"mcpServers": {
"better-code-review-graph": {
"command": "uvx",
"args": [
"better-code-review-graph"
],
"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>",
"SUMMARY_MODELS": "<your SUMMARY_MODELS>",
"EMBEDDING_BACKEND": "<your EMBEDDING_BACKEND>",
"EMBEDDING_API_BASE": "<your EMBEDDING_API_BASE>",
"LLM_API_BASE": "<your LLM_API_BASE>",
"SUMMARY_MODEL": "<your SUMMARY_MODEL>"
}
}
}
}Replace each placeholder with your own value before saving.
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Markdown
[](https://mcptoplist.com/server/io.github.n24q02m%2Fbetter-code-review-graph)HTML
<a href="https://mcptoplist.com/server/io.github.n24q02m%2Fbetter-code-review-graph"><img src="https://mcptoplist.com/badge/io.github.n24q02m%2Fbetter-code-review-graph.svg" alt="MCP Toplist: Top 1% of 121,933" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
REGISTRIES
Listed on 3 registries
ORGANIZATION
n24q02m
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VERSIONS
Available versions (46)
| Version | Published |
|---|---|
| 3.24.0 | Sep 2, 2026 |
| 3.23.0 | Aug 31, 2026 |
| 3.21.0 | Jul 18, 2026 |
| 3.20.0 | Jul 14, 2026 |
| 3.19.1 | Jul 5, 2026 |
| 3.19.0 | Jul 2, 2026 |
| 3.18.1 | Jul 1, 2026 |
| 3.17.1 | Jun 9, 2026 |
| 3.17.0 | Jun 7, 2026 |
| 3.16.4 | Jun 1, 2026 |
| 3.16.3 | May 29, 2026 |
| 3.16.2 | May 29, 2026 |
| 3.16.1 | May 28, 2026 |
| 3.16.0 | May 26, 2026 |
| 3.15.1 | May 9, 2026 |
| 3.14.0 | May 6, 2026 |
| 3.13.0 | May 4, 2026 |
| 3.12.5 | Apr 29, 2026 |
| 3.12.4 | Apr 29, 2026 |
| 3.12.2 | Apr 28, 2026 |
| 3.12.1 | Apr 28, 2026 |
| 3.12.0 | Apr 27, 2026 |
| 3.11.1 | Apr 24, 2026 |
| 3.10.5 | Apr 22, 2026 |
| 3.10.4 | Apr 22, 2026 |
| 3.10.3 | Apr 22, 2026 |
| 3.10.2 | Apr 21, 2026 |
| 3.10.1 | Apr 21, 2026 |
| 3.10.0 | Apr 19, 2026 |
| 3.9.2 | Apr 17, 2026 |
| 3.9.1 | Apr 17, 2026 |
| 3.9.0 | Apr 13, 2026 |
| 3.8.0 | Apr 7, 2026 |
| 3.7.2 | Apr 6, 2026 |
| 3.7.1 | Apr 6, 2026 |
| 3.7.0 | Apr 6, 2026 |
| 3.6.0 | Apr 4, 2026 |
| 3.5.1 | Apr 3, 2026 |
| 3.5.0 | Apr 3, 2026 |
| 3.4.0 | Apr 1, 2026 |
| 3.3.0 | Mar 28, 2026 |
| 3.2.0 | Mar 26, 2026 |
| 3.1.0 | Mar 25, 2026 |
| 3.0.0 | Mar 24, 2026 |
| 1.0.3 | Mar 20, 2026 |
| 0.1.0 | Nov 25, 2024 |
FAQ
Frequently asked questions
- Who maintains Better Code Review Graph?
- Better Code Review Graph is maintained by n24q02m, which publishes 9 MCP servers (429 total versions) tracked on MCP Toplist.
- Is Better Code Review Graph listed on the Official MCP Registry?
- Yes — Better Code Review Graph is listed on the Official MCP Registry, alongside PulseMCP and Glama.
- How many versions does Better Code Review Graph have?
- MCP Toplist tracks 46 versions of Better Code Review Graph, most recently published on Sep 2, 2026.
- Where can I find the source code for Better Code Review Graph?
- The source code for Better Code Review Graph is hosted at github.com/n24q02m/better-code-review-graph.git.
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