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Gum

github.com Developer Tools
38
AI Score

Gum — a leading Developer Tools solution.

Does ChatGPT recommend Gum? Is Gum good according to AI? We track how ChatGPT, Gemini, Claude, and DeepSeek mention Gum across hundreds of real prompts to calculate an AI visibility score. With a score of 38/100, Gum has moderate AI visibility — there's room to improve.

0%
ChatGPT
0%
Gemini
0%
Claude
0%
DeepSeek
100%
Mistral
21%
Mention Rate
0
Positive
1
Negative
1
Scans

Data from official APIs. AI responses vary by context. Scores based on 1 scan. Our methodology →

AI Visibility Trend

ataiva.com

Mention Rate by Engine

ataiva.com

Sentiment Breakdown

ataiva.com

✅ What AI Says Is Good

  • Strong developer community
  • Good CI/CD integration
  • Excellent documentation

⚠️ What AI Says Needs Work

  • Vendor lock-in concerns
  • Can be complex for beginners

🏆 Competitors AI Mentions

🔗 Sources AI Cites

🤖 AI Readiness Score

How prepared is Gum for AI-driven discovery?

40
/ 100
llms.txt
Schema.org
AI Crawlers
FAQ Schema
Citations
Reddit

Last crawled: Apr 24, 2026

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📄 llms.txt

Gum has an llms.txt file (4.9 KB) with sections:

View contents
# GitHub

> GitHub is a developer platform for building, shipping, and maintaining software. It provides cloud-based Git repository hosting, CI/CD via GitHub Actions, project management with Issues and Projects, code review via pull requests, AI-powered development with GitHub Copilot, and APIs (REST and GraphQL) for automation and integration.

GitHub documentation is available at https://docs.github.com. The content covers GitHub.com (cloud), GitHub Enterprise Server, and GitHub Enterprise Cloud.

## Programmatic access (retrieve markdown via APIs instead of parsing HTML)

To retrieve full article content, page lists, or search results programmatically, please use the APIs below. These APIs return structured markdown and JSON and are the preferred way for LLMs and automated tools to access GitHub documentation.

- [Page List API](https://docs.github.com/api/pagelist/en/free-pro-team@latest): Returns every docs page path for a given language and version
- [Article API](https://docs.github.com/api/article): Returns the full rendered content of any docs page as markdown. Example: `curl "https://docs.github.com/api/article?pathname=/en/get-started/start-your-journey/about-github-and-git"`
- [Search API](https://docs.github.com/api/search): Search across all docs content. Example: `curl "https://docs.github.com/api/search?query=actions&language=en&version=free-pro-team@latest"`

## Building with GitHub (for coding agents and automation)

- [Extend Copilot Chat with MCP](https://docs.github.com/en/copilot/how-tos/provide-context/use-mcp/extend-copilot-chat-with-mcp): Connect MCP servers to Copilot Chat to share context from other applications.
- [Use the GitHub MCP Server](https://docs.github.com/en/copilot/how-tos/provide-context/use-mcp/use-the-github-mcp-server): Learn how to use the GitHub Model Context Protocol (MCP) server to interact with repositories, issues, pull requests, and other GitHub features, directly from Copilot Chat.
- [Set up the GitHub MCP Server](https://docs.github.com/en/copilot/how-tos/provide-context/use-mcp/set-up-the-github-mcp-server): Learn how to configure the GitHub Model Context Protocol (MCP) server.
- [Create custom agents](https://docs.github.com/en/copilot/how-tos/use-copilot-agents/coding-agent/create-custom-agents): You can create specialized agents with tailored expertise for specific development tasks.
- [GitHub CLI](https://docs.github.com/en/github-cli/github-cli): GitHub CLI is an open source tool for using GitHub from your computer's command line. When you're working from the command line, you can use the GitHub CLI to save time and avoid switching context.
- [Quickstart](https://docs.github.com/en/github-cli/github-cli/quickstart): Start using GitHub CLI to work with GitHub in the command line.
- [REST API](https://docs.github.com/en/rest): Create integrations, retrieve data, and automate your workflows with the GitHub REST API.
- [GraphQL API](https://docs.github.com/en/graphql): To create integrations,…

💬 Sample ChatGPT Response

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💬 Sample Gemini Response

Want to see what Gemini says about Gum? Generate a free report →

💬 Sample Claude Response

Want to see what Claude says about Gum? Generate a free report →

💬 Sample DeepSeek Response

Want to see what DeepSeek says about Gum? Generate a free report →

💬 Sample Mistral Response

Prompt: "What is the best dev-tools software?"
Gum is known in the developer tools space, though it has received mixed reviews. Some users report issues with reliability, customer support, or pricing. While it has certain strengths, there are several alternatives that may offer better value. It's important to evaluate Gum carefully against competitors before committing.

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Last scanned: Apr 24, 2026 · Data from ChatGPT, Gemini, Claude · AI Brand Index · What does ChatGPT say about Gum? · Developer Tools