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.
SAS-v2.1 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
Audit score, evidence confidence, trust score, 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
openclaw-office
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
Cloudlog
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
openclaw-optimize
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, memory context poisoning
Control gaps：missing license, broad permissions, shell without guardrails
| Dimension | openclaw-office | Cloudlog | openclaw-optimize |
|---|---|---|---|
| SAS-v2.1 pre-install audit | |||
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 |
Evidence confidence | 65% | 67% | 67% |
| Source & provenance | |||
Provenance | WW-AI-Lab/openclaw-office | magicbug/Cloudlog | openclaw/skills |
Freshness | 2026-04-07 | 2026-04-06 | 2026-03-29 |
| Risk & trust | |||
Trust score | 79 | 79 | 85 |
Audit signals | network access | network access | network access, runs shell, writes files |
| Install & compatibility | |||
Supported tools | Universal | Universal | OpenClaw |
Install friction | 40 | 40 | |
| Community | |||
Stars | 513 | 549 | 0 |
Repository: openclaw/skills
Author: jpengcheng523-netizen · Source status: Clear source
Provides monitoring and alerting for agent abnormal behavior metrics with Prometheus and Grafana support, including P99 latency, error rates, anomaly detection, and custom alert rules.
Score basis：Clear source · High risk signals · Universal
Repository: openclaw/skills
Author: hehkcaspar · Source status: Clear source
Two-layer defense for Openclaw gateway: kills hallucinating LLM streams via entropy analysis, and watchdogs host CPU/RAM/Disk to prevent resource exhaustion.
Score basis：Clear source · High risk signals · OpenClaw
Permission hints |
|---|
repository clone, local runtime dependencies |
repository clone, local runtime dependencies |
verify source provenance before install |
50 |
