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
Repository: openclaw-office
Author: WW-AI-Lab · Source status: Clear source
OpenClaw Office is the visual monitoring and management frontend for the OpenClaw Multi-Agent system.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
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
git-commit
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
llm-app
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, memory context poisoning
Control gaps：missing license, broad permissions, shell without guardrails
| Dimension | Cloudlog | git-commit | llm-app |
|---|---|---|---|
| Pre-install decision | |||
Pre-install score | 67 · Manual review | 69 · Manual review | 65 · Manual review |
Score basis | Clear source, High execution risk, Universal | Clear source, High execution risk, Claude | Clear source, High execution risk, Universal |
Execution risk | High | High | High |
Threat tags | unexpected code execution, data exfiltration, human approval gap | unexpected code execution, data exfiltration, human approval gap | unexpected code execution, data exfiltration, memory context poisoning |
Control gaps | missing license, broad permissions, shell without guardrails | missing license, broad permissions, shell without guardrails | missing license, broad permissions, shell without guardrails |
Permission summary | Permission review, Network, Command | Permission review, Network, Command | Permission review, Network, Command |
Evidence completeness | 67% | 65% | 67% |
| Source & provenance | |||
Provenance | magicbug/Cloudlog | github/awesome-copilot/tree/main/skills/git-commit | pathwaycom/llm-app |
Category | Operations & Infra | Operations & Infra | Automation & Workflows |
Freshness | |||
| Risk & permission signals | |||
Audit signals | network access | runs shell, writes files | metadata-only |
Permission hints | repository clone, local runtime dependencies | registry access, remote metadata pull, runtime dependencies may be required | repository clone |
| Install & compatibility | |||
Supported tools | Universal | Claude, Codex, Cursor, Universal | Universal |
Install method | script-backed | registry-install | script-backed |
Install friction | |||
| Community | |||
Stars | 549 | 20.6K | 60K |
Repository: centreon
Author: centreon · Source status: Clear source
Centreon is a network, system and application monitoring tool.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
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 |
2026-02-04 |
2026-01-07 |
40 |
60 |
75 |
