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io.github.n24q02m/better-code-review-graph

PYPI · BETTER-CODE-REVIEW-GRAPH · SCANNED SEP 20

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

+16 this week 72 Trust /100
Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. How we score → Why this is hard to score →

Supply Chain Security100
  • No malware found by supply-chain analysis.Pass
  • No known CVEs affecting this package version or its production dependencies.Pass
  • Runs hatchling.build at install time, a recognised native-build step with no shell scripting around it. View diagnostics → Pass
  • 8 of 102 dependencies flagged as unhealthy. View diagnostics → Partial
Provenance & Transparency10
Schema Quality & AI Usability58
  • AI-judged instruction clarity (good).Pass
  • Context-footprint check failed: tool/resource definitions use about 1287 tokens (~183/item across 7 items; 7 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management93
  • Stability observed for 28 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage78
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 22% of tool parameters carry a description.Partial
  • Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • We read all 7 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 8 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Install

How do I install the io.github.n24q02m/better-code-review-graph MCP server?

io.github.n24q02m/better-code-review-graph runs locally as a PyPI package, launched with uvx better-code-review-graph. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

pypi · better-code-review-graph

# add to Claude Code
claude mcp add n24q02m-better-code-review-graph -- uvx better-code-review-graph
// .cursor/mcp.json
{
  "mcpServers": {
    "n24q02m-better-code-review-graph": {
      "command": "uvx",
      "args": [
        "better-code-review-graph"
      ]
    }
  }
}
// .vscode/mcp.json
{
  "servers": {
    "n24q02m-better-code-review-graph": {
      "command": "uvx",
      "args": [
        "better-code-review-graph"
      ]
    }
  }
}
# add to Codex CLI
codex mcp add n24q02m-better-code-review-graph -- uvx better-code-review-graph
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "n24q02m-better-code-review-graph": {
      "type": "local",
      "command": [
        "uvx",
        "better-code-review-graph"
      ],
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add n24q02m-better-code-review-graph --command uvx --arg better-code-review-graph
# ~/.hermes/config.yaml
mcp_servers:
  n24q02m-better-code-review-graph:
    command: "uvx"
    args: ["better-code-review-graph"]
// ~/.netclaw/config/netclaw.json
{
  "McpServers": {
    "n24q02m-better-code-review-graph": {
      "Transport": "stdio",
      "Command": "uvx",
      "Arguments": [
        "better-code-review-graph"
      ]
    }
  }
}
# add to Vellum
assistant mcp add n24q02m-better-code-review-graph -t stdio -c uvx -a better-code-review-graph
// mcp.json
{
  "mcpServers": {
    "n24q02m-better-code-review-graph": {
      "command": "uvx",
      "args": [
        "better-code-review-graph"
      ]
    }
  }
}
Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 20 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 90 to 93. That category is still filling its 30-day observation window: 27 days of observed history at the previous scan, 28 at this one. The score rises as the window fills, whether or not the server changes.

  • 19 Sept 26 +15
    • Stability: 0.87 → unverified security
    • Tool safety: pass → unverified security
    • Malware scan: unverified → pass security
    • Capabilities: pass → unverified functional
    • Tool coverage: 100 → unverified functional
    • Schema quality: Schema quality not yet verified: we do not have a sandbox capture of the MCP schema this version of the package serves yet. functional
    • Package version: 3.26.14 → 3.26.18 functional
    • Package version: 3.26.14 → 3.26.15 functional
  • 18 Sept 26 −14
    • Malware scan: pass → unverified security
    • Package version: 3.26.13 → 3.26.14 functional
  • 17 Sept 26 −3
    • Stability: pass → unverified security
    • Tool safety: pass → unverified security
    • Capabilities: pass → unverified functional
    • Tool coverage: 100 → unverified functional
    • Schema quality: Schema quality not yet verified: we do not have a sandbox capture of the MCP schema this version of the package serves yet. functional
    • Stability: pass → 0.83 functional
    • Package version: 3.26.12 → 3.26.13 functional
  • 16 Sept 26 +16
    • Malware scan: unverified → pass security
    • Stability: 0.97 → pass security
  • 15 Sept 26 −15
    • Malware scan: pass → unverified security
    • Package version: 3.26.10 → 3.26.12 functional
  • 14 Sept 26 +16
    • Stability: 0.90 → unverified security
    • Tool safety: pass → unverified security
    • Malware scan: unverified → pass security
    • Capabilities: pass → unverified functional
    • Tool coverage: 100 → unverified functional
    • Schema quality: Schema quality not yet verified: we do not have a sandbox capture of the MCP schema this version of the package serves yet. functional
    • Package version: 3.26.3 → 3.26.10 functional
    • Package version: 3.26.3 → 3.26.7 functional
    • Package version: 3.26.3 → 3.26.5 functional
    • Package version: 3.26.3 → 3.26.4 functional
  • 13 Sept 26 0
    • Malware scan: unverified → pass security
    • Package version: 3.25.9 → 3.26.3 functional
    • Package version: 3.25.9 → 3.26.1 functional
    • Package version: 3.25.9 → 3.25.10 functional
Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 20 Sept 2026 · Analysed pypi/better-code-review-graph@3.26.18

Provenance No attestation

The registry publishes no build provenance for this version, so there is nothing to verify.

Result No attestation
Ecosystem pypi

Background: How many MCP packages publish verified provenance →

Install scripts 1 script
Hook Tier Command
build_backend allowlisted hatchling.build

Background: Why install scripts are a supply-chain risk →

Dependencies 102 packages
Packages resolved 102
Stale 8
Tree resolution Complete

Background: SBOMs and build attestations, explained →

MCP tools · 7 exposed · ~1,214 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tool Tokens
config ~113

Server configuration, status, and credential setup. Actions: status (show state), set (key, value -- keys: log_level), cache_clear (wipe embeddings), setup_status (credential state), setup_start (relay browser setup), setup_skip (local mode), setup_reset (clear credentials), setup_complete (re-resolve from env). Use `help` tool for full docs.

NameTypeReqDescription
actionstringyes
forceboolean
key
repo_root
value

Structured output declared, but exposes no named fields.

No examples provided.

config__open_relay ~47

Get the relay configuration URL for better-code-review-graph, opening it in the user's browser when possible. Returns the relay URL, whether the browser launched, and the current status.

Input schema present but exposes no named parameters.

Structured output declared, but exposes no named fields.

No examples provided.

graph ~141

Build and manage the code knowledge graph. Actions: build (full_rebuild, base, repo_root), update (base, repo_root), stats (repo_root), embed (repo_root), export (format, output_path, repo_root), import (import_path, repo_root), summarize (max_nodes, repo_root). Use `help` tool for full docs.

NameTypeReqDescription
actionstringyes
basestring
formatstring
full_rebuildboolean
import_path
max_nodesinteger
output_path
repo_root
roots

Structured output declared, but exposes no named fields.

No examples provided.

help ~42

Get full documentation for any tool. Topics: graph | query | review | config | security | recipes. Use when compressed descriptions are insufficient.

NameTypeReqDescription
topicstring
NameTypeReqDescription
resultstringyes

No examples provided.

query ~263

Query the code knowledge graph for relationships, search, and impact analysis. Actions: query (pattern, target), search (search_query), impact (changed_files|base), large_functions (min_lines), spot_check (n -- random callsite snippets from last callers_of/callees_of/inheritors_of/importers_of result), renamed_in_diff (base -- symbols whose callsite line shifted vs base ref), diff (from_sha, to_sha -- nodes added/removed/modified between two commit SHAs). Use `help` tool for full docs.

NameTypeReqDescription
actionstringyes
as_ofstring
basestring
changed_files
context_linesinteger
file_path_pattern
from_shastring
kind
languages
limitinteger
max_depthinteger
max_payload_bytesinteger
max_resultsinteger
min_linesinteger
ninteger
pattern
repostring
repo_root
search_query
target
to_shastring

Structured output declared, but exposes no named fields.

No examples provided.

review ~492

Generate token-efficient review context for code changes. Actions: context (default — auto-detects changed files from git diff, returns structural summary, impacted nodes, source snippets, and review guidance), delta (from_sha, to_sha — wraps the `query.diff` buckets and, when show_line_shifts=true, surfaces qualified_names whose line_start moved between the two commits for refactor auditing). Context params: changed_files (auto), max_depth=2, include_source=true, max_lines_per_file=200, base='HEAD~1', repo_root (auto). Delta params: from_sha, to_sha, show_line_shifts=false, repo, repo_root. Use `help` tool for full docs.

NameTypeReqDescription
actionstring``context`` (default) or ``delta``.
basestring``context`` action — git ref for change detection (default: ``HEAD~1``).
changed_files``context`` action — files to review (auto-detected from git if omitted).
from_shastring``delta`` action — earlier commit SHA. Required.
include_sourceboolean``context`` action — include source code snippets (default: true).
languages``context`` action — optional list of language names (e.g. ``["python"]``) to scope the ``untested_functions`` list. Excludes functions whose language doesn't match. Fixes false positives on cross-la…
max_depthinteger``context`` action — impact radius depth (default: 2).
max_lines_per_fileinteger``context`` action — max source lines per file (default: 200).
repostringPhase 2 Task 10 — when non-empty, scope to nodes whose ``repo_id`` matches (e.g. ``repo='repo_a-aaaaaaaa'``). Default ``""`` includes every federated repo. Both actions.
repo_rootRepository root path (auto-detected). Both actions.
show_line_shiftsboolean``delta`` action — when True, include nodes whose ``line_start`` moved between ``from_sha`` and ``to_sha`` in the response (default False).
to_shastring``delta`` action — later commit SHA. Required.

Structured output declared, but exposes no named fields.

No examples provided.

security ~116

Security scanning over the code knowledge graph. Actions: scan (engine='heuristic'|'semgrep', repo_root), report (format='json'|'sarif', repo_root), suppress (rule_id, remove=false, repo_root), rule_list (engine='heuristic'|'semgrep'). Use `help` tool for full docs.

NameTypeReqDescription
actionstring
enginestring
formatstring
removeboolean
repo_root
rule_id

Structured output declared, but exposes no named fields.

No examples provided.

Common questions

What is the io.github.n24q02m/better-code-review-graph MCP server?

io.github.n24q02m/better-code-review-graph is an MCP server listed in the public MCP registry as io.github.n24q02m/better-code-review-graph. Token-efficient code review knowledge graph: semantic search and call-graph resolution. This page covers its PyPI package (better-code-review-graph).

Is the io.github.n24q02m/better-code-review-graph MCP server safe to use?

io.github.n24q02m/better-code-review-graph scores 72 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 20 September 2026. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

What tools does the io.github.n24q02m/better-code-review-graph MCP server expose?

io.github.n24q02m/better-code-review-graph exposes 7 tools: graph, query, review, config, help, and 2 more. Their descriptions and schemas cost roughly 1,214 tokens of context every time the server is loaded.

Is the io.github.n24q02m/better-code-review-graph MCP server still maintained?

io.github.n24q02m/better-code-review-graph is still listed as active in the MCP registry. We last reached this channel on 20 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.