Comparison
open-code-review vs QA-Pilot
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.
Markdown twin · open-code-review alternatives · QA-Pilot alternatives
GraphCanon updated 5d
vs
Trust & integrity
| Signal | open-code-review | QA-Pilot |
|---|---|---|
| Maintenance | Very active (0d since push) As of 5d · github_public_v1 | Slowing (348d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 5d · github_public_v1 | Not a fork · Personal account As of 2w · github_public_v1 |
| OSV dependency advisories | No published findings from this source as of 2026-07-11 As of 1mo · osv@v1 | Published findings As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- 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
Stars
- open-code-review
- 21k
- QA-Pilot
- 326
Forks
- open-code-review
- 1.5k
- QA-Pilot
- 41
Open issues
- open-code-review
- 126
- QA-Pilot
- 8
Language
- open-code-review
- Go
- QA-Pilot
- Svelte
Adopt for
- open-code-review
- 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
- QA-Pilot is an interactive chat tool for navigating and understanding GitHub repositories using LLMs, built with Svelte.
Persona
- open-code-review
- -
- QA-Pilot
- -
Runtime
- open-code-review
- -
- QA-Pilot
- -
License
- open-code-review
- Apache-2.0 license, providing a balance between permissive usage and explicit patent grants.
- QA-Pilot
- The Apache-2.0 license allows use in both open-source and commercial contexts while requiring attribution.
Last pushed
- open-code-review
- Aug 19, 2026
- QA-Pilot
- Aug 24, 2025
Categories
- open-code-review
- Developer Tools, LLM Frameworks
- QA-Pilot
- Developer Tools, LLM Frameworks
Trust and health
Maintenance
- open-code-review
- Very active (96%)
- QA-Pilot
- Slowing (36%)
Days since push
- open-code-review
- 0d
- QA-Pilot
- 348d
Open issues (now)
- open-code-review
- 126
- QA-Pilot
- 8
Stars delta
- open-code-review
- +10k (30d)
- QA-Pilot
- Unknown
Open issues delta
- open-code-review
- +89 (30d)
- QA-Pilot
- Unknown
Owner type
- open-code-review
- Organization
- QA-Pilot
- User
OSV dependency advisories
- open-code-review
- No published findings from this source as of 2026-07-11
- QA-Pilot
- Published findings
Full report
- open-code-review
- Trust report
- QA-Pilot
- Trust report
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.
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.
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 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.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (alibaba/open-code-review) · observed Aug 19, 2026
- GitHub forks (alibaba/open-code-review) · observed Aug 19, 2026
- Last push (alibaba/open-code-review) · observed Aug 19, 2026
- License file (Apache-2.0) · observed Aug 19, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (reid41/QA-Pilot) · observed Aug 7, 2026
- GitHub forks (reid41/QA-Pilot) · observed Aug 7, 2026
- Last push (reid41/QA-Pilot) · observed Aug 24, 2025
- License file (Apache-2.0) · observed Aug 7, 2026
- Decision facts (enrichment) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: open-code-review 21k · QA-Pilot 326 (synced Aug 19, 2026).
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 and QA-Pilot alternatives (open-code-review markdown twin, QA-Pilot markdown twin), 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 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; QA-Pilot trust report.