--- title: "open-code-review vs QA-Pilot" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/alibaba-open-code-review-vs-reid41-qa-pilot" tools: ["alibaba-open-code-review", "reid41-qa-pilot"] --- # open-code-review vs QA-Pilot *GraphCanon updated Aug 19, 2026* ## Verdict Pick open-code-review if open-code-review is a hybrid architecture code review tool using deterministic pipelines and an LLM Agent to provide detailed feedback, including specific security rule checks; pick QA-Pilot if qA-Pilot is an interactive chat tool for navigating and understanding GitHub repositories using LLMs, built with Svelte. [open-code-review](https://open-codereview.ai) reports 21k GitHub stars, 1.5k forks, and 126 open issues, last pushed Aug 19, 2026. [QA-Pilot](https://github.com/reid41/QA-Pilot) has 326 stars, 41 forks, and 8 open issues, last pushed Aug 24, 2025. Figures are from public GitHub metadata via [open-code-review's repository](https://github.com/alibaba/open-code-review) and [QA-Pilot's repository](https://github.com/reid41/QA-Pilot). | | [open-code-review](/tools/alibaba-open-code-review.md) | [QA-Pilot](/tools/reid41-qa-pilot.md) | | --- | --- | --- | | Tagline | Hybrid architecture code review tool with LLM Agent for precise line-level comments and built-in security rule checks. | Interactive chat project for GitHub code repository navigation | | Stars | 20,812 | 326 | | Forks | 1,482 | 41 | | Open issues | 126 | 8 | | Language | Go | Svelte | | Adopt for | open-code-review is a hybrid architecture code review tool using deterministic pipelines and an LLM Agent to provide detailed feedback, including specific security rule checks. | QA-Pilot is an interactive chat tool for navigating and understanding GitHub repositories using LLMs, built with Svelte. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 license, providing a balance between permissive usage and explicit patent grants. | The Apache-2.0 license allows use in both open-source and commercial contexts while requiring attribution. | | Categories | Developer Tools, LLM Frameworks | Developer Tools, LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [open-code-review](/tools/alibaba-open-code-review.md) | [QA-Pilot](/tools/reid41-qa-pilot.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Slowing (36%) | | Days since push | 0d | 348d | | Open issues (now) | 126 | 8 | | Stars delta | +10k (30d) | Unknown | | Open issues delta | +89 (30d) | Unknown | | Owner type | Organization | User | | Full report | [trust report](/tools/alibaba-open-code-review/trust.md) | [trust report](/tools/reid41-qa-pilot/trust.md) | ## Decision facts: open-code-review - **Pricing:** freemium - The tool is open-source and free. - **Adopt for:** open-code-review is a hybrid architecture code review tool using deterministic pipelines and an LLM Agent to provide detailed feedback, including specific security rule checks. - **License detail:** Apache-2.0 license, providing a balance between permissive usage and explicit patent grants. ## 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. ## Choose when ### Choose open-code-review if… - open-code-review is primarily Go; QA-Pilot is Svelte. - Pricing: The tool is open-source and free.. - Tags unique to open-code-review: agent-skills, code-review-assistant, repository-level-context. - When leveraging the capabilities of a large language model (LLM) agent for precise line-level commenting and rule enforcement, especially if you are familiar with or prefer Go in your tech stack. ### Choose QA-Pilot if… - QA-Pilot is primarily Svelte; open-code-review is Go. - 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 NOT to use open-code-review - For development teams looking for a tool that offers real-time suggestions beyond line-level comments since open-code-review focuses on deterministic pipeline assessments and LLM-generated feedback at - sync events. - When specific integration with frameworks or languages not supported by this tool is crucial, such as those needing more Python-centric integrations which might not align well with its Go-based core. ## 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. ## Common questions ### What is the difference between open-code-review and QA-Pilot? open-code-review: Hybrid architecture code review tool with LLM Agent for precise line-level comments and built-in security rule checks.. QA-Pilot: Interactive chat project for GitHub code repository navigation. See the comparison table for live GitHub stats and shared categories. ### When should I choose open-code-review over QA-Pilot? Choose open-code-review over QA-Pilot when open-code-review is primarily Go; QA-Pilot is Svelte; Pricing: The tool is open-source and free.; Tags unique to open-code-review: agent-skills, code-review-assistant, repository-level-context; When leveraging the capabilities of a large language model (LLM) agent for precise line-level commenting and rule enforcement, especially if you are familiar with or prefer Go in your tech stack. ### When should I choose QA-Pilot over open-code-review? Choose QA-Pilot over open-code-review when QA-Pilot is primarily Svelte; open-code-review is Go; 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 avoid open-code-review? For development teams looking for a tool that offers real-time suggestions beyond line-level comments since open-code-review focuses on deterministic pipeline assessments and LLM-generated feedback at sync events. When specific integration with frameworks or languages not supported by this tool is crucial, such as those needing more Python-centric integrations which might not align well with its Go-based core. ### 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. ### Is open-code-review or QA-Pilot more popular on GitHub? open-code-review has more GitHub stars (20,812 vs 326). Stars measure visibility, not whether either tool fits your constraints. ### Are open-code-review and QA-Pilot open source? Yes - both are open-source projects on GitHub (open-code-review: Apache-2.0, QA-Pilot: Apache-2.0). ### Where can I find alternatives to open-code-review or QA-Pilot? GraphCanon lists graph-backed alternatives at [open-code-review alternatives](/tools/alibaba-open-code-review/alternatives) and [QA-Pilot alternatives](/tools/reid41-qa-pilot/alternatives) ([open-code-review markdown twin](/tools/alibaba-open-code-review/alternatives.md), [QA-Pilot markdown twin](/tools/reid41-qa-pilot/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/alibaba-open-code-review-vs-reid41-qa-pilot.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, open-code-review or QA-Pilot? open-code-review: Very active. QA-Pilot: Slowing. 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 open-code-review and QA-Pilot? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [open-code-review trust report](/tools/alibaba-open-code-review/trust); [QA-Pilot trust report](/tools/reid41-qa-pilot/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=alibaba-open-code-review`](/api/graphcanon/graph?tool=alibaba-open-code-review) - 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/_