--- title: "code2prompt vs QA-Pilot" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/mufeedvh-code2prompt-vs-reid41-qa-pilot" tools: ["mufeedvh-code2prompt", "reid41-qa-pilot"] --- # code2prompt vs QA-Pilot *GraphCanon updated Aug 7, 2026* ## Verdict Pick code2prompt when code2prompt is primarily Rust; QA-Pilot is Svelte; pick QA-Pilot when qA-Pilot is primarily Svelte; code2prompt is Rust. [code2prompt](https://code2prompt.dev) reports 7.5k GitHub stars, 429 forks, and 20 open issues, last pushed Jun 29, 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 [code2prompt's repository](https://github.com/mufeedvh/code2prompt) and [QA-Pilot's repository](https://github.com/reid41/QA-Pilot). | | [code2prompt](/tools/mufeedvh-code2prompt.md) | [QA-Pilot](/tools/reid41-qa-pilot.md) | | --- | --- | --- | | Tagline | CLI tool to convert codebase into LLM prompt | Interactive chat project for GitHub code repository navigation | | Stars | 7,509 | 326 | | Forks | 429 | 41 | | Open issues | 20 | 8 | | Language | Rust | Svelte | | Adopt for | - | QA-Pilot is an interactive chat tool for navigating and understanding GitHub repositories using LLMs, built with Svelte. | | Persona | - | - | | Runtime | - | - | | License | MIT | 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._ | | [code2prompt](/tools/mufeedvh-code2prompt.md) | [QA-Pilot](/tools/reid41-qa-pilot.md) | | --- | --- | --- | | Maintenance | Active (82%) | Slowing (36%) | | Days since push | 28d | 348d | | Open issues (now) | 20 | 8 | | Full report | [trust report](/tools/mufeedvh-code2prompt/trust.md) | [trust report](/tools/reid41-qa-pilot/trust.md) | ## Decision facts: code2prompt - **Hosting:** self hosted - code2prompt operates as a self-hosted CLI tool, allowing for local data processing that is important for users with confidentiality requirements or those who wish to avoid cloud dependency. - **Pricing:** freemium - The code2prompt tool is available under MIT license free of monetary charge. However, premium support or advanced features might incur costs if provided by the development team in future updates. ## 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 code2prompt if… - code2prompt is primarily Rust; QA-Pilot is Svelte. - License: code2prompt is MIT, QA-Pilot is Apache-2.0. - code2prompt operates as a self-hosted CLI tool, allowing for local data processing that is important for users with confidentiality requirements or those who wish to avoid cloud dependency. - Pricing: The code2prompt tool is available under MIT license free of monetary charge. However, premium support or advanced features might incur costs if provided by the development team in future updates.. - Tags unique to code2prompt: ai, chatgpt, claude, cli. - When you aim to structure and deliver your entire codebase into an LLM for comprehensive documentation or refactoring guidance. ### Choose QA-Pilot if… - QA-Pilot is primarily Svelte; code2prompt is Rust. - License: QA-Pilot is Apache-2.0, code2prompt 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 code2prompt - In situations requiring real-time interaction or analysis of codebases due to the static nature of its prompt generation process, as this might not cater to agile or evolving project requirements. - If you are in need of a tool beyond simple CLI operation and desire an integrated development environment (IDE) plugin for more interactive and continuous assistance. ## 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 code2prompt and QA-Pilot? code2prompt: CLI tool to convert codebase into LLM prompt. 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 code2prompt over QA-Pilot? Choose code2prompt over QA-Pilot when code2prompt is primarily Rust; QA-Pilot is Svelte; License: code2prompt is MIT, QA-Pilot is Apache-2.0; code2prompt operates as a self-hosted CLI tool, allowing for local data processing that is important for users with confidentiality requirements or those who wish to avoid cloud dependency; Pricing: The code2prompt tool is available under MIT license free of monetary charge. However, premium support or advanced features might incur costs if provided by the development team in future updates.; Tags unique to code2prompt: ai, chatgpt, claude, cli; When you aim to structure and deliver your entire codebase into an LLM for comprehensive documentation or refactoring guidance. ### When should I choose QA-Pilot over code2prompt? Choose QA-Pilot over code2prompt when QA-Pilot is primarily Svelte; code2prompt is Rust; License: QA-Pilot is Apache-2.0, code2prompt 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 avoid code2prompt? In situations requiring real-time interaction or analysis of codebases due to the static nature of its prompt generation process, as this might not cater to agile or evolving project requirements. If you are in need of a tool beyond simple CLI operation and desire an integrated development environment (IDE) plugin for more interactive and continuous assistance. ### 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 code2prompt or QA-Pilot more popular on GitHub? code2prompt has more GitHub stars (7,509 vs 326). Stars measure visibility, not whether either tool fits your constraints. ### Are code2prompt and QA-Pilot open source? Yes - both are open-source projects on GitHub (code2prompt: MIT, QA-Pilot: Apache-2.0). ### Where can I find alternatives to code2prompt or QA-Pilot? GraphCanon lists graph-backed alternatives at [code2prompt alternatives](/tools/mufeedvh-code2prompt/alternatives) and [QA-Pilot alternatives](/tools/reid41-qa-pilot/alternatives) ([code2prompt markdown twin](/tools/mufeedvh-code2prompt/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/mufeedvh-code2prompt-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, code2prompt or QA-Pilot? code2prompt: 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 code2prompt and QA-Pilot? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [code2prompt trust report](/tools/mufeedvh-code2prompt/trust); [QA-Pilot trust report](/tools/reid41-qa-pilot/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=mufeedvh-code2prompt`](/api/graphcanon/graph?tool=mufeedvh-code2prompt) - 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/_