Compare skills
Pick 2–4 skills and compare what really matters: fit, risk, install effort, and community signal.
Comparison matrix
Highlights show current best; tooltip explains diff/best rules.
Score-basis diff rules / risk tag notes
Start with the matrix. Open this section when you need to understand audit grades, top threats, control gaps, and best-value highlights.
Suggested baseline
Search to add skills, or paste 2–4 comma-separated slugs.
How differences are detected
A row is marked different when selected skills have distinct values. Only-differences mode hides rows that are identical.
How best values are highlighted
Pre-install score, evidence completeness, and community signal prefer higher values; execution risk and install friction prefer lower values.
How to read risk tags
Risk tags come from SAS-v2.1 public-evidence signals and point to command, network, secret, context, or supply-chain items to review before install.
Selected audit signals
Cloudlog
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
openclaw-office
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
langfuse-python
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
| Dimension | Cloudlog | openclaw-office | langfuse-python |
|---|---|---|---|
| Pre-install decision | |||
Pre-install score | 79 · Manual review | 79 · Manual review | 92 · Manual review |
Evidence completeness | 67% | 65% | 65% |
| Source & provenance | |||
Provenance | magicbug/Cloudlog | WW-AI-Lab/openclaw-office | langfuse/langfuse-python |
Category | Operations & Infra | Operations & Infra | Automation & Workflows |
Freshness | |||
| Risk & permission signals | |||
Audit signals | network access | network access | metadata-only |
Permission hints | repository clone, local runtime dependencies | repository clone, local runtime dependencies | repository clone |
| Install & compatibility | |||
Install friction | 40 | 40 | 75 |
| Community | |||
Stars | 549 | 513 | 378 |
Repository: openclaw/skills
Author: neroagent · Source status: Clear source
Proactive operations monitoring for OpenClaw agents.
Score basis：Clear source · High execution risk · OpenClaw · Evidence completeness 69%
Repository: fossology
Author: fossology · Source status: Clear source
FOSSology is an open source license compliance software system and toolkit.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 67%
Repository: mcpcan
Author: Kymo-MCP · Source status: Clear source
MCPCAN is a centralized management platform for MCP services.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 67%
Repository: innoshop
Author: innocommerce · Source status: Clear source
InnoShop is an AI-powered open source e-commerce system built on Laravel 12, designed for global commerce.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
2026-04-06 |
2026-04-07 |
2026-04-13 |
