SERVER

Better Code Review Graph

Rank #538

io.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
Jul 14, 2026
OVERVIEW

Better Code Review Graph is a Model Context Protocol (MCP) server published by n24q02m. It ranks #538 of 77,308 servers tracked on MCP Toplist, and its repository has 66 GitHub stars. Better Code Review Graph is listed across 3 registries — Official MCP, PulseMCP and Glama, with 34 tracked versions. It was first listed on Mar 20, 2026 and most recently updated on Jul 14, 2026.

STANDING
#538of 77,308 tracked serversTop 1%

Ranks ahead of 76,770 of 77,308 servers on MCP Toplist.

Recent momentum
+30GitHub stars since Apr 27 (+83%)
CONNECT

Use Better Code Review Graph

Add Better Code Review Graph to any MCP client (Claude, Cursor, VS Code, …) with one of the configs below.

Python package (PyPI)
{
  "mcpServers": {
    "better-code-review-graph": {
      "command": "uvx",
      "args": [
        "better-code-review-graph"
      ],
      "env": {
        "EMBEDDING_MODELS": "<your EMBEDDING_MODELS>",
        "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.

Docker image
{
  "mcpServers": {
    "better-code-review-graph": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "docker.io/n24q02m/better-code-review-graph:latest"
      ],
      "env": {
        "EMBEDDING_BACKEND": "<your EMBEDDING_BACKEND>"
      }
    }
  }
}

Replace each placeholder with your own value before saving.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

MCP Toplist: Top 1% of 77,308
Markdown
[![MCP Toplist](https://mcptoplist.com/badge/io.github.n24q02m%2Fbetter-code-review-graph.svg)](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 77,308" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

REGISTRIES

Listed on 1 registry (2 delisted)

PulseMCPDelisted · last seen Jun 4, 2026
GlamaDelisted · last seen Jun 4, 2026
ORGANIZATION

n24q02m

Organization
Servers in org
8
Versions across org
313
MORE FROM THIS PUBLISHER

Other servers by n24q02m

View all n24q02m servers →
VERSIONS

Available versions (34)

0.1.0 · Nov 25, 20241.0.3 · Mar 20, 20263.0.0 · Mar 24, 20263.1.0 · Mar 25, 20263.2.0 · Mar 26, 20263.3.0 · Mar 28, 20263.4.0 · Apr 1, 20263.5.0 · Apr 3, 20263.5.1 · Apr 3, 20263.6.0 · Apr 4, 20263.7.0 · Apr 6, 20263.7.1 · Apr 6, 20263.7.2 · Apr 6, 20263.8.0 · Apr 7, 20263.9.0 · Apr 13, 20263.9.1 · Apr 17, 20263.9.2 · Apr 17, 20263.10.0 · Apr 19, 20263.10.1 · Apr 21, 20263.10.2 · Apr 21, 20263.10.3 · Apr 22, 20263.10.4 · Apr 22, 20263.10.5 · Apr 22, 20263.11.1 · Apr 24, 20263.12.0 · Apr 27, 20263.12.1 · Apr 28, 20263.12.2 · Apr 28, 20263.12.4 · Apr 29, 20263.12.5 · Apr 29, 20263.13.0 · May 4, 20263.14.0 · May 6, 20263.15.1 · May 9, 20263.17.0 · Jun 7, 20263.20.0 · Jul 14, 2026Nov 25, 2024Jul 14, 2026
VersionPublished
3.20.0Jul 14, 2026
3.17.0Jun 7, 2026
3.15.1May 9, 2026
3.14.0May 6, 2026
3.13.0May 4, 2026
3.12.5Apr 29, 2026
3.12.4Apr 29, 2026
3.12.2Apr 28, 2026
3.12.1Apr 28, 2026
3.12.0Apr 27, 2026
3.11.1Apr 24, 2026
3.10.5Apr 22, 2026
3.10.4Apr 22, 2026
3.10.3Apr 22, 2026
3.10.2Apr 21, 2026
3.10.1Apr 21, 2026
3.10.0Apr 19, 2026
3.9.2Apr 17, 2026
3.9.1Apr 17, 2026
3.9.0Apr 13, 2026
3.8.0Apr 7, 2026
3.7.2Apr 6, 2026
3.7.1Apr 6, 2026
3.7.0Apr 6, 2026
3.6.0Apr 4, 2026
3.5.1Apr 3, 2026
3.5.0Apr 3, 2026
3.4.0Apr 1, 2026
3.3.0Mar 28, 2026
3.2.0Mar 26, 2026
3.1.0Mar 25, 2026
3.0.0Mar 24, 2026
1.0.3Mar 20, 2026
0.1.0Nov 25, 2024
FAQ

Frequently asked questions

Who maintains Better Code Review Graph?
Better Code Review Graph is maintained by n24q02m, which publishes 8 MCP servers (313 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 34 versions of Better Code Review Graph, most recently published on Jul 14, 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.
EXPLORE
Better Code Review Graph - MCP Server #538 | MCP Toplist