--- title: "promptext vs QA-Pilot" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/1broseidon-promptext-vs-reid41-qa-pilot" tools: ["1broseidon-promptext", "reid41-qa-pilot"] --- # promptext vs QA-Pilot *GraphCanon updated Sep 30, 2026* ## Verdict Pick promptext if promptext is a Go-based tool that specializes in extracting code context for AI assistants, aiding in prompt engineering and code analysis; pick QA-Pilot if qA-Pilot is an interactive chat tool for navigating and understanding GitHub repositories using LLMs, built with Svelte. [promptext](https://chain.sh/promptext) reports 22 GitHub stars, 1 forks, and 0 open issues, last pushed Apr 12, 2026. [QA-Pilot](https://github.com/reid41/QA-Pilot) has 327 stars, 42 forks, and 8 open issues, last pushed Sep 4, 2026. Figures are from public GitHub metadata via [promptext's repository](https://github.com/1broseidon/promptext) and [QA-Pilot's repository](https://github.com/reid41/QA-Pilot). | | [promptext](/tools/1broseidon-promptext.md) | [QA-Pilot](/tools/reid41-qa-pilot.md) | | --- | --- | --- | | Tagline | Smart code context extractor for AI assistants | Interactive chat project for GitHub code repository navigation | | Stars | 22 | 327 | | Forks | 1 | 42 | | Open issues | 0 | 8 | | Language | Go | Svelte | | Adopt for | Promptext is a Go-based tool that specializes in extracting code context for AI assistants, aiding in prompt engineering and code analysis. | QA-Pilot is an interactive chat tool for navigating and understanding GitHub repositories using LLMs, built with Svelte. | | Persona | - | - | | Runtime | - | - | | License | Promptext is distributed under the MIT License, allowing for free use, modification, and distribution. | 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._ | | [promptext](/tools/1broseidon-promptext.md) | [QA-Pilot](/tools/reid41-qa-pilot.md) | | --- | --- | --- | | Maintenance | Slowing (36%) | Very active (96%) | | Days since push | 158d | 2d | | Open issues (now) | 0 | 8 | | Stars delta | 0 (30d) | +1 (30d) | | Full report | [trust report](/tools/1broseidon-promptext/trust.md) | [trust report](/tools/reid41-qa-pilot/trust.md) | ## Decision facts: promptext - **Pricing:** freemium - Promptext is free and open-source, with no direct costs for use. - **Requirements:** Min 1 GB RAM; Requires Go 1.19+ for installation via Go install method. - **Adopt for:** Promptext is a Go-based tool that specializes in extracting code context for AI assistants, aiding in prompt engineering and code analysis. - **License detail:** Promptext is distributed under the MIT License, allowing for free use, modification, and distribution. ## 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 promptext if… - promptext is primarily Go; QA-Pilot is Svelte. - License: promptext is MIT, QA-Pilot is Apache-2.0. - Pricing: Promptext is free and open-source, with no direct costs for use.. - Requirements: Min 1 GB RAM; Requires Go 1.19+ for installation via Go install method.. - Tags unique to promptext: ai-tools, cli, code-analysis, code-context. - When you need to extract code context for AI assistants in a Go-based project, as Promptext is specifically optimized for this language. ### Choose QA-Pilot if… - QA-Pilot is primarily Svelte; promptext is Go. - License: QA-Pilot is Apache-2.0, promptext 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 promptext - If your project is not in Go, Promptext may not be the best choice, as its primary support is for Go projects. - When you require a tool that supports multiple programming languages simultaneously, Promptext, being Go-centric, might not meet your needs. - If you are looking for a tool that includes additional features beyond code context extraction, such as code refactoring or debugging, Promptext may not be the right fit. ## 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 promptext and QA-Pilot? promptext: Smart code context extractor for AI assistants. 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 promptext over QA-Pilot? Choose promptext over QA-Pilot when promptext is primarily Go; QA-Pilot is Svelte; License: promptext is MIT, QA-Pilot is Apache-2.0; Pricing: Promptext is free and open-source, with no direct costs for use.; Requirements: Min 1 GB RAM; Requires Go 1.19+ for installation via Go install method.; Tags unique to promptext: ai-tools, cli, code-analysis, code-context; When you need to extract code context for AI assistants in a Go-based project, as Promptext is specifically optimized for this language. ### When should I choose QA-Pilot over promptext? Choose QA-Pilot over promptext when QA-Pilot is primarily Svelte; promptext is Go; License: QA-Pilot is Apache-2.0, promptext 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 promptext? If your project is not in Go, Promptext may not be the best choice, as its primary support is for Go projects. When you require a tool that supports multiple programming languages simultaneously, Promptext, being Go-centric, might not meet your needs. If you are looking for a tool that includes additional features beyond code context extraction, such as code refactoring or debugging, Promptext may not be the right fit. ### 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 promptext or QA-Pilot more popular on GitHub? QA-Pilot has more GitHub stars (327 vs 22). Stars measure visibility, not whether either tool fits your constraints. ### Are promptext and QA-Pilot open source? Yes - both are open-source projects on GitHub (promptext: MIT, QA-Pilot: Apache-2.0). ### Where can I find alternatives to promptext or QA-Pilot? GraphCanon lists graph-backed alternatives at [promptext alternatives](/tools/1broseidon-promptext/alternatives) and [QA-Pilot alternatives](/tools/reid41-qa-pilot/alternatives) ([promptext markdown twin](/tools/1broseidon-promptext/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/1broseidon-promptext-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, promptext or QA-Pilot? promptext: Slowing. QA-Pilot: 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 promptext and QA-Pilot? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [promptext trust report](/tools/1broseidon-promptext/trust); [QA-Pilot trust report](/tools/reid41-qa-pilot/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=1broseidon-promptext`](/api/graphcanon/graph?tool=1broseidon-promptext) - 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/_