Github gem seeker

Skill taleshagn-horushub/thoth/skills/github-gem-seeker

Production-tested agentic skills for Claude, Copilot, and the Agent SDK. Born in real businesses.

Install

npx -y skills add taleshagn-horushub/thoth --skill github-gem-seeker

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

One thing to look at

1 stars1 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.

What its author says it does

Copied from the file, not written here

Search GitHub for battle-tested solutions instead of reinventing the wheel. Use when the user's problem is universal enough that open source developers have probably solved it already—especially for: format conversion (video/audio/image/document), media downloading, file manipulation, web scraping/archiving, automation scripts, and CLI tools. Prefer this skill over writing custom code for well-trodden problems.

SKILL.md

4.1 KB, as published. Nobody here has run it

GitHub Gem Seeker

Find and use battle-tested open source projects on GitHub to solve the user's problem immediately. After successfully solving the problem, offer to package the solution into a reusable skill.

Core Philosophy

Classic open source projects, tested by countless users over many years, are far more reliable than code written from scratch. Solve the problem first, skill-ify later.

Workflow

Step 1: Understand the Need

Clarify what the user wants to accomplish. Ask only if truly ambiguous:

What specific problem are you trying to solve?
What format/input/output do you expect?

Step 2: Find the Right Tool

Search for GitHub projects using effective query patterns:

Need Type	Query Pattern	Example
Tool/utility	`github [task] tool`	`github video download tool`
Library	`github [language] [function] library`	`github python pdf library`
Alternative	`github [known-tool] alternative`	`github ffmpeg alternative`

Step 3: Evaluate Quality (Quick Check)

Assess candidates using key indicators:

Indicator	Gem Signal	Warning Signal
Stars	1k+ solid, 10k+ excellent, 50k+ legendary	<100 for mature projects
Last commit	Within 6 months	>2 years ago
Documentation	Clear README, examples	Sparse or outdated docs

Step 4: Solve the Problem

This is the priority. Install the tool and use it to solve the user's actual problem:

Install the chosen tool (pip, npm, apt, or direct download)
Run it with the user's input/files
Deliver the result to the user
Troubleshoot if needed—iterate until solved

Step 5: Credit the Gem & Offer Next Steps (Post-Success Only)

Only after the problem is successfully solved:

Credit the open source project — Always share the GitHub repo URL and encourage support:

"This was powered by [Project Name] — an amazing open source project! GitHub: [URL] If it helped you, consider giving it a ⭐ star to support the maintainers."
Offer to skill-ify — Optionally mention:

"If you'll need this again, I can package it into a reusable skill for instant use next time."

Do NOT skip crediting the project. Open source thrives on recognition.

Quality Tiers

Tier	Criteria	Examples
Legendary	50k+ stars, industry standard	FFmpeg, ImageMagick, yt-dlp
Excellent	10k+ stars, strong community	Pake, ArchiveBox
Solid	1k+ stars, well-documented	Most maintained tools
Promising	<1k stars, active development	Newer niche projects

Prefer higher tiers for reliability.

Example Interaction

User: I need to download this YouTube video: [link]

Correct approach:

Identify yt-dlp as the legendary-tier solution
Install yt-dlp
Download the video for the user
Deliver the downloaded file
After success: "This was powered by yt-dlp — https://github.com/yt-dlp/yt-dlp — give it a ⭐ if it helped! If you download videos often, I can turn this into a skill for instant use next time."

Wrong approach:

❌ "I found yt-dlp, want me to make a skill for it?"
❌ Presenting options without solving the problem

Common Gems Reference

Category	Go-to Gems
Video/Audio processing	FFmpeg, yt-dlp
Image processing	ImageMagick, sharp
PDF manipulation	pdf-lib, PyMuPDF
Web scraping	Playwright, Puppeteer, Scrapy
Format conversion	Pandoc, FFmpeg
Archiving	ArchiveBox
Desktop app packaging	Electron, Tauri, Pake