🧪 Skills

GitHub Gem Seeker

Search GitHub for battle-tested solutions instead of reinventing the wheel. Use when the user problem is universal enough that open source developers have pr...

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Description


name: github-gem-seeker description: "Search GitHub for battle-tested solutions instead of reinventing the wheel. Use when the user 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." version: 1.0.0 metadata: openclaw: emoji: "💎"

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Documentation Clear README, examples Sparse or outdated docs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:

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

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

Only after the problem is successfully solved:

  1. 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."

  2. 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:

  1. Identify yt-dlp as the legendary-tier solution
  2. Install yt-dlp
  3. Download the video for the user
  4. Deliver the downloaded file
  5. After success: "This was powered by yt-dlphttps://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

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Compatible Platforms

Pricing

Free

Related Configs