Compare two AI tools side by side
Put any two skills or MCP servers next to each other: risk grade, what each can access, how popular it is, and how to install it.
| What | Software-Engineer-AI-Agent-Atlas | claude-code-engineering |
|---|---|---|
| Risk grade | CC · Moderate risk signals Based on public adoption and transparency signals as of Oct 19, 2026. Our opinion, not a code audit or security guarantee. | CC · Moderate risk signals Based on public adoption and transparency signals as of Oct 17, 2026. Our opinion, not a code audit or security guarantee. |
| Type | AI agent skill | AI agent skill |
| Est. context load | ~118 tokens idle · ~450 tokens when active (on-demand skill) | ~80 tokens idle · ~450 tokens when active (on-demand skill) |
| GitHub stars | 404 | 1.1k |
| Weekly npm downloads | — | — |
| Local files | No local folder access noted | No local folder access noted |
| Command execution | Runs shell or system commands | No shell command runner noted |
| Network reach | Connects to outside service API | Connects to outside service API |
| Credentials | No API token required | No API token required |
| Package source | GitHub (syahiidkamil/Software-Engineer-AI-Agent-Atlas) | GitHub (huangjia2019/claude-code-engineering) |
| Install command | Source repo only | Source repo only |
| Bottom line | Software-Engineer-AI-Agent-Atlas is distributed via GitHub (syahiidkamil/Software-Engineer-AI-Agent-Atlas); review its source code, dependencies, and requested permissions before use. | This is educational material about AI-powered engineering, not a production tool itself, so the main risk is misapplying these patterns without human oversight in real systems. |
Based on public adoption and transparency signals as of Oct 28, 2026. Our opinion, not a code audit or security guarantee.
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