Skill comparison
Compare agent skills before installing.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Scrapling is the strongest overall pick here because it has a 100/100 readiness score and fits Web scraping.
Strongest overall
Scrapling
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Scrapling
Best first install candidate based on install readiness and adoption.
Freshest repo
Scrapling
Most recent maintenance signal among this shortlist.
| Signal | LangBot Production-grade platform for building agentic IM bots - 生产级多平台智能机器人开发平台/ Agent、知识库编排、插件系统 / Bots for Discord / Slack / LINE / Telegram / WeChat(企业微信, 企微智能机器人, 公众号) / 飞书 / 钉钉 / QQ / Matrix e.g. Integrated with ChatGPT(GPT), DeepSeek, Dify, n8n, Langflow, Coze, Claude, Gemini, MiniMax, Ollama, SiliconFlow, Moonshot, openclaw / hermes agent, deerflow | Scrapling Adaptive web scraping for agent data collection | Data Science For Beginners 10 Weeks, 20 Lessons, Data Science for All! | Echarts Apache ECharts is a powerful, interactive charting and data visualization library for browser |
|---|---|---|---|---|
| Quality | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 16K stars Verified outcomes are shown on each skill page | 70K stars Verified outcomes are shown on each skill page | 36K stars Verified outcomes are shown on each skill page | 67K stars Verified outcomes are shown on each skill page |
| Freshness | Jun 16, 2026 | Jul 15, 2026 | Jun 10, 2026 | Jun 2, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Python, RAG, Claude Code, OpenAI Agents | Python, Web Automation, RAG, Claude Code, Browser agents | Jupyter Notebook, Data Analysis, Claude Code | TypeScript, Data Visualization, Claude Code, Browser agents |
| Warnings | No major risk signals from current metadata | No major risk signals from current metadata | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | Web scraping workflows · Claude Code teams · teams that value GitHub adoption signals | Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals | Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review |
| OpenAgentSkill engagement | 20 views 0 install copies | 34 views 2 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add langbot-app/LangBot | $ npx skills add D4Vinci/Scrapling | $ npx skills add microsoft/Data-Science-For-Beginners | $ npx skills add apache/echarts |