Code Review Graph vs Sotto

Code Review Graph and Sotto are both coding assistants tracked by AIDiveForge. Below is a side-by-side comparison of pricing, capabilities, platforms, and ownership — sourced from each tool's live website and verified before publishing.

Code Review Graph

The tool builds a dependency graph of your codebase locally, then exposes that graph through MCP so Claude Code, Cursor, or any compatible assistant can ask targeted questions: which files are affected by this change, what is the impact radius, which communities cluster around this module. For large monorepos, this is the difference between a useful review context and a truncated one. The analysis runs entirely on your machine — no source code leaves the environment. The gap shows up when you need deep semantic understanding beyond structural imports; graph topology tells you what calls what, not whether the logic is correct.

Sotto

The scraped page content provided does not match the tool described in the structured data — the page describes Spotter, a travel photo-identification app, not a coding interview assistant. No factual claims about {{input.name}}'s features, workflow, transcription behavior, or hint delivery can be sourced from the available page content. Writing production-accurate copy without a grounded source risks asserting capabilities that do not exist or misrepresenting the product. To produce publication-ready listing content, a correctly scraped vendor page for {{input.name}} by Sotto is required.

Attribute	Code Review Graph	Sotto
Pricing	Free	Paid
Price	—	$19.99/month
Free trial	No	7 days
Open source	Yes	No
Has API	Yes	No
Self-hosted option	Yes	Yes
Platforms	Linux, macOS, Windows (Python 3.10+)	macOS 12+
Released	2023	—
Pros	Reads only changed files and their structural dependencies rather than entire repositories, so your AI assistant's context window goes toward relevant code instead of noise from unrelated modules. Impact radius scoring on change analysis, so reviewers see which downstream files carry the highest risk before opening a single one — rather than manually tracing imports across a large graph. Fully local execution with no cloud dependency, so source code never leaves the environment — a hard requirement for teams under data residency or confidentiality constraints. MIT-licensed with no paid tier and pip installation, so there is no procurement gate, no usage cap, and no feature that unlocks only when you upgrade. Unified graph model across multiple languages, so a polyglot monorepo gets consistent structural queries without separate tooling per language stack.	Cannot be written without a sourced vendor page — asserting specific capabilities from structured metadata alone, without page-level evidence, would fabricate product claims.
Cons	The graph captures import and call structure, not runtime behavior or semantic intent — questions like 'does this change break business logic in the billing module' return no useful answer, and teams with that requirement add a dedicated semantic search tool, maintaining two systems in parallel. MCP is the only consumption interface; development environments without MCP support get nothing from this tool. Teams using IDE plugins or assistants that do not expose MCP cannot integrate it without building a custom bridge. Community detection and architecture overview queries return structural clusters, which require a developer to interpret the output against domain knowledge — for teams onboarding to an unfamiliar codebase, the graph answers 'what talks to what' but not 'why.' Teams that need the 'why' typically switch to tools that ingest documentation and comments alongside the dependency graph.	Cannot be written without a sourced vendor page — production failure modes require evidence of actual feature behavior, not inference from use-case labels. The mismatch between tool metadata and scraped content means any con written here would describe a product that may not resemble the shipping tool, creating editorial and legal risk for the directory.

Bottom line

Code Review Graph is free while Sotto is paid; Code Review Graph is open source; only Code Review Graph exposes a public API. Choose based on which difference matters most for your workflow.

Frequently asked questions

What is the difference between Code Review Graph and Sotto?

Code Review Graph is Free and open source, while Sotto is Paid. Compare pricing, free trial, API, platforms, and pros/cons in the table above on AIDiveForge.

Is Code Review Graph better than Sotto?

It depends on your workflow. Use the side-by-side attributes (pricing, open source, API, self-hosted, platforms) to decide. AIDiveForge does not rank a universal winner — we publish verified facts so you can choose.