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Knowledge graph for token-efficient code reviews — fixed search, configurable embeddings, qualified call resolution

Project description

Better Code Review Graph

mcp-name: io.github.n24q02m/better-code-review-graph

Knowledge graph for token-efficient code reviews -- fixed search, configurable embeddings, qualified call resolution.

CI codecov PyPI Docker License: MIT

Python MCP semantic-release Renovate

better-code-review-graph MCP server

Fork of code-review-graph with critical bug fixes, configurable embeddings, and production CI/CD. Parses your codebase with Tree-sitter, builds a structural graph of functions/classes/imports, and gives Claude (or any MCP client) precise context so it reads only what matters.

Features

Feature code-review-graph better-code-review-graph
Multi-word search Broken (literal substring) AND-logic word splitting
callers_of/callees_of Empty results (bare name targets) Qualified name resolution + bare fallback
Embedding sentence-transformers + torch (1.1 GB) qwen3-embed ONNX + cloud (200 MB), dual-mode
Output size Unbounded (500K+ chars) Paginated (max_results, truncated flag)
Tool design 9 individual tools 5 tools: graph + query + review + config + help
Plugin hooks Invalid PostEdit/PostGit Valid PostToolUse

Setup

With AI Agent -- copy and send this to your AI agent:

Please set up better-code-review-graph for me. Follow this guide: https://raw.githubusercontent.com/n24q02m/better-code-review-graph/main/docs/setup-with-agent.md

Manual Setup -- follow docs/setup-manual.md

Tools

graph -- Graph lifecycle

Actions: build | update | stats | embed

Action Description
build Full or incremental graph build. Set full_rebuild=true to re-parse all files.
update Alias for build with full_rebuild=false (incremental).
stats Graph size, languages, node/edge breakdown, embedding count.
embed Compute vector embeddings for semantic search. Dual-mode: local ONNX or cloud.

query -- Graph queries

Actions: query | search | impact | large_functions

Action Description
query Predefined pattern queries: callers_of, callees_of, imports_of, importers_of, children_of, tests_for, inheritors_of, file_summary.
search Search code entities by name/keyword or semantic similarity.
impact Blast radius of changed files. Auto-detects from git diff. Paginated with max_results.
large_functions Find functions/classes exceeding a line-count threshold.

review -- Code review context

Token-optimized review context with structural summary, source snippets, and review guidance. Auto-detects changed files from git diff.

config -- Server configuration

Actions: status | set | cache_clear

Action Description
status Server info: version, graph path, node/edge counts, embedding backend.
set Update runtime settings (e.g., log_level).
cache_clear Remove all computed embeddings.

help -- Full documentation

Topics: graph | query | review | config

Returns complete documentation for each tool. Use when the compressed descriptions above are insufficient.

Security

  • Graceful fallbacks -- Cloud embedding failure falls back to local ONNX
  • Error handling -- Tools return error strings with fix suggestions, never crash
  • Read-only mount -- Docker mode mounts repo as :ro (read-only)

Build from Source

git clone https://github.com/n24q02m/better-code-review-graph
cd better-code-review-graph
uv sync --group dev
uv run pytest
uv run better-code-review-graph

Requirements: Python 3.13, uv

License

MIT -- See LICENSE.

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