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GitHub - 46hdn/ai-prompts-for-work: 149 copy-paste AI prompts for work (English & Japanese): sales, marketing, product, ops, engineering, freelancing.

Github.com••2 min read
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GitHub - 46hdn/ai-prompts-for-work: 149 copy-paste AI prompts for work (English & Japanese): sales, marketing, product, ops, engineering, freelancing.

Original Article Summary

GitHub - 46hdn/ai-prompts-for-work: 149 copy-paste AI prompts for work (English & Japanese): sales, marketing, product, ops, engineering, freelancing.github.com

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✨Our Analysis

GitHub's release of the “ai-prompts-for-work” repository, a curated collection of 149 copy‑paste AI prompts covering sales, marketing, product, ops, engineering, and freelancing in both English and Japanese, signals a rapid expansion of ready‑to‑use prompt libraries that can be embedded directly into web‑based AI tools. For website owners, this means a surge of visitor traffic generated by users and bots seeking to test or integrate these prompts into their own workflows. The repository’s multilingual nature will attract international traffic, increasing the diversity of bot signatures and the likelihood of automated scraping of prompt content for competitive AI services. Moreover, the ease of copy‑pasting prompts lowers the barrier for low‑skill actors to generate large volumes of AI‑driven content, potentially affecting SEO, content moderation, and server load. **Actionable tips:** 1. **Update your llms.txt** to explicitly list the GitHub domain (github.com) and the repository path (/46hdn/ai-prompts-for-work) as allowed sources, while blocking generic “/ai‑prompts*” patterns to prevent unwanted scraping. 2. **Deploy a prompt‑specific bot fingerprint** in your analytics stack—track requests that contain common prompt phrases (e.g., “Generate a sales pitch” or “Create a product roadmap”) and flag them for review. 3. **Implement rate limiting on API endpoints** that serve AI‑generated content, using the identified bot signatures to throttle high‑frequency calls originating from the repository’s raw file URLs.

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