--- title: "QA-Pilot vs code-review-graph" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/reid41-qa-pilot-vs-tirth8205-code-review-graph" tools: ["reid41-qa-pilot", "tirth8205-code-review-graph"] --- # QA-Pilot vs code-review-graph *GraphCanon updated Aug 26, 2026* ## Verdict Pick QA-Pilot if qA-Pilot is an interactive chat tool for navigating and understanding GitHub repositories using LLMs, built with Svelte; pick code-review-graph if code-review-graph provides a local-first code intelligence graph specifically for MCP and CLI, optimizing AI coding tool reviews by focusing on necessary contexts in large repositories. [QA-Pilot](https://github.com/reid41/QA-Pilot) reports 326 GitHub stars, 41 forks, and 8 open issues, last pushed Aug 24, 2025. [code-review-graph](https://code-review-graph.com) has 31k stars, 2.8k forks, and 110 open issues, last pushed Aug 22, 2026. Figures are from public GitHub metadata via [QA-Pilot's repository](https://github.com/reid41/QA-Pilot) and [code-review-graph's repository](https://github.com/tirth8205/code-review-graph). | | [QA-Pilot](/tools/reid41-qa-pilot.md) | [code-review-graph](/tools/tirth8205-code-review-graph.md) | | --- | --- | --- | | Tagline | Interactive chat project for GitHub code repository navigation | Local-first code intelligence graph for MCP and CLI. | | Stars | 326 | 30,832 | | Forks | 41 | 2,808 | | Open issues | 8 | 110 | | Language | Svelte | Python | | Adopt for | QA-Pilot is an interactive chat tool for navigating and understanding GitHub repositories using LLMs, built with Svelte. | code-review-graph provides a local-first code intelligence graph specifically for MCP and CLI, optimizing AI coding tool reviews by focusing on necessary contexts in large repositories. | | Persona | - | - | | Runtime | - | - | | License | The Apache-2.0 license allows use in both open-source and commercial contexts while requiring attribution. | MIT | | Categories | Developer Tools, LLM Frameworks | Developer Tools, LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [QA-Pilot](/tools/reid41-qa-pilot.md) | [code-review-graph](/tools/tirth8205-code-review-graph.md) | | --- | --- | --- | | Maintenance | Slowing (36%) | Very active (96%) | | Days since push | 348d | 3d | | Open issues (now) | 8 | 110 | | Stars delta | Unknown | +4.4k (30d) | | Open issues delta | Unknown | -12 (30d) | | Full report | [trust report](/tools/reid41-qa-pilot/trust.md) | [trust report](/tools/tirth8205-code-review-graph/trust.md) | ## Shared compatibility - **Python**: [QA-Pilot](/tools/reid41-qa-pilot.md) - Python runtime; [code-review-graph](/tools/tirth8205-code-review-graph.md) - Python runtime ## Decision facts: QA-Pilot - **Pricing:** freemium - Free under the Apache-2.0 license, but users might incur costs related to GPU usage for performance. - **Requirements:** Requires Docker; Requires Docker for setup.; Benefits from access to NVIDIA GPUs via Docker configurations for enhanced performance. - **Adopt for:** QA-Pilot is an interactive chat tool for navigating and understanding GitHub repositories using LLMs, built with Svelte. - **License detail:** The Apache-2.0 license allows use in both open-source and commercial contexts while requiring attribution. ## Decision facts: code-review-graph - **Adopt for:** code-review-graph provides a local-first code intelligence graph specifically for MCP and CLI, optimizing AI coding tool reviews by focusing on necessary contexts in large repositories. ## Choose when ### Choose QA-Pilot if… - QA-Pilot is primarily Svelte; code-review-graph is Python. - License: QA-Pilot is Apache-2.0, code-review-graph is MIT. - Pricing: Free under the Apache-2.0 license, but users might incur costs related to GPU usage for performance.. - Requirements: Requires Docker; Requires Docker for setup.; Benefits from access to NVIDIA GPUs via Docker configurations for enhanced performance.. - Tags unique to QA-Pilot: deepseek, glm, huggingface, langchain. - Use QA-Pilot if you need to leverage both local and online large language models (LLMs) for quick insights into GitHub code repositories. ### Choose code-review-graph if… - code-review-graph is primarily Python; QA-Pilot is Svelte. - License: code-review-graph is MIT, QA-Pilot is Apache-2.0. - Tags unique to code-review-graph: ai-coding, claude, code-review, graphrag. - When working with extensive codebases where context-specific reviews are essential ## When NOT to use QA-Pilot - Avoid using QA-Pilot if you do not have access to Docker or local GPU resources necessary for running the tool effectively. - QA-Pilot might not be suitable if your repository is large and complex, leading to potential performance issues with real-time LLM responses. ## When NOT to use code-review-graph - For projects that do not benefit from a persistent map of codebase contexts, like small independent scripts - If developers prefer cloud-based continuous integration setups over local-first solutions for code intelligence enhancement ## Common questions ### What is the difference between QA-Pilot and code-review-graph? QA-Pilot: Interactive chat project for GitHub code repository navigation. code-review-graph: Local-first code intelligence graph for MCP and CLI.. See the comparison table for live GitHub stats and shared categories. ### When should I choose QA-Pilot over code-review-graph? Choose QA-Pilot over code-review-graph when QA-Pilot is primarily Svelte; code-review-graph is Python; License: QA-Pilot is Apache-2.0, code-review-graph is MIT; Pricing: Free under the Apache-2.0 license, but users might incur costs related to GPU usage for performance.; Requirements: Requires Docker; Requires Docker for setup.; Benefits from access to NVIDIA GPUs via Docker configurations for enhanced performance.; Tags unique to QA-Pilot: deepseek, glm, huggingface, langchain; Use QA-Pilot if you need to leverage both local and online large language models (LLMs) for quick insights into GitHub code repositories. ### When should I choose code-review-graph over QA-Pilot? Choose code-review-graph over QA-Pilot when code-review-graph is primarily Python; QA-Pilot is Svelte; License: code-review-graph is MIT, QA-Pilot is Apache-2.0; Tags unique to code-review-graph: ai-coding, claude, code-review, graphrag; When working with extensive codebases where context-specific reviews are essential. ### When should I avoid QA-Pilot? Avoid using QA-Pilot if you do not have access to Docker or local GPU resources necessary for running the tool effectively. QA-Pilot might not be suitable if your repository is large and complex, leading to potential performance issues with real-time LLM responses. ### When should I avoid code-review-graph? For projects that do not benefit from a persistent map of codebase contexts, like small independent scripts If developers prefer cloud-based continuous integration setups over local-first solutions for code intelligence enhancement ### Is QA-Pilot or code-review-graph more popular on GitHub? code-review-graph has more GitHub stars (30,832 vs 326). Stars measure visibility, not whether either tool fits your constraints. ### Are QA-Pilot and code-review-graph open source? Yes - both are open-source projects on GitHub (QA-Pilot: Apache-2.0, code-review-graph: MIT). ### Where can I find alternatives to QA-Pilot or code-review-graph? GraphCanon lists graph-backed alternatives at [QA-Pilot alternatives](/tools/reid41-qa-pilot/alternatives) and [code-review-graph alternatives](/tools/tirth8205-code-review-graph/alternatives) ([QA-Pilot markdown twin](/tools/reid41-qa-pilot/alternatives.md), [code-review-graph markdown twin](/tools/tirth8205-code-review-graph/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/reid41-qa-pilot-vs-tirth8205-code-review-graph.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, QA-Pilot or code-review-graph? QA-Pilot: Slowing. code-review-graph: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for QA-Pilot and code-review-graph? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [QA-Pilot trust report](/tools/reid41-qa-pilot/trust); [code-review-graph trust report](/tools/tirth8205-code-review-graph/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=reid41-qa-pilot`](/api/graphcanon/graph?tool=reid41-qa-pilot) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_