Comparison
QA-Pilot vs code-review-graph
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.
Markdown twin · QA-Pilot alternatives · code-review-graph alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | QA-Pilot | code-review-graph |
|---|---|---|
| Maintenance | Slowing (348d since push) As of 2w · github_public_v1 | Very active (0d since push) As of 4w · github_public_v1 |
| Provenance | Not a fork · Personal account As of 2w · github_public_v1 | Not a fork · Personal account As of 4w · github_public_v1 |
| OSV dependency advisories | Published findings As of 1mo · osv@v1 | No lockfile (source not queried) 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
- QA-Pilot
- Interactive chat project for GitHub code repository navigation
- code-review-graph
- Local-first code intelligence graph for MCP and CLI.
Stars
- QA-Pilot
- 326
- code-review-graph
- 26k
Forks
- QA-Pilot
- 41
- code-review-graph
- 2.5k
Open issues
- QA-Pilot
- 8
- code-review-graph
- 122
Language
- QA-Pilot
- Svelte
- code-review-graph
- Python
Adopt for
- QA-Pilot
- QA-Pilot is an interactive chat tool for navigating and understanding GitHub repositories using LLMs, built with Svelte.
- code-review-graph
- 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
- QA-Pilot
- -
- code-review-graph
- -
Runtime
- QA-Pilot
- -
- code-review-graph
- -
License
- QA-Pilot
- The Apache-2.0 license allows use in both open-source and commercial contexts while requiring attribution.
- code-review-graph
- MIT
Last pushed
- QA-Pilot
- Aug 24, 2025
- code-review-graph
- Jul 25, 2026
Categories
- QA-Pilot
- Developer Tools, LLM Frameworks
- code-review-graph
- Developer Tools, LLM Frameworks
Trust and health
Maintenance
- QA-Pilot
- Slowing (36%)
- code-review-graph
- Very active (96%)
Days since push
- QA-Pilot
- 348d
- code-review-graph
- 0d
Open issues (now)
- QA-Pilot
- 8
- code-review-graph
- 122
OSV dependency advisories
- QA-Pilot
- Published findings
- code-review-graph
- No lockfile (source not queried)
Full report
- QA-Pilot
- Trust report
- code-review-graph
- Trust report
Shared compatibility
- Python · QA-Pilot: Python runtime · code-review-graph: Python runtime
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.
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.
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 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
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- 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 (tirth8205/code-review-graph) · observed Jul 26, 2026
- GitHub forks (tirth8205/code-review-graph) · observed Jul 26, 2026
- Last push (tirth8205/code-review-graph) · observed Jul 25, 2026
- License file (MIT) · observed Jul 26, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: QA-Pilot 326 · code-review-graph 26k (synced Aug 7, 2026).
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 (26,442 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 and code-review-graph alternatives (QA-Pilot markdown twin, code-review-graph 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, 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; code-review-graph trust report.