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.
predictive-scaler
openclaw/skills · Score 85
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
Improvement Generator
Execution risk：High
Threat tags：unexpected code execution, identity privilege abuse, data exfiltration
Control gaps：missing license, broad permissions, shell without guardrails
playwright-python
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
mcp-for-beginners
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, memory context poisoning
Control gaps：missing license, broad permissions, shell without guardrails
predictive-scaler
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, shell without guardrails, network without allowlist
| Dimension | Improvement Generator | playwright-python | mcp-for-beginners | predictive-scaler |
|---|---|---|---|---|
| Pre-install decision | ||||
Pre-install score | 65 · Manual review | 66 · Manual review | 66 · Manual review | 69 · Manual review |
Score basis | Clear source, High execution risk, OpenClaw | Clear source, High execution risk, Universal | Clear source, High execution risk, Universal | Clear source, High execution risk, Universal |
Execution risk | High | High | High | High |
Threat tags | unexpected code execution, identity privilege abuse, data exfiltration | unexpected code execution, data exfiltration, human approval gap | unexpected code execution, data exfiltration, memory context poisoning | unexpected code execution, data exfiltration, human approval gap |
Control gaps | missing license, broad permissions, shell without guardrails | missing license, broad permissions, shell without guardrails | missing license, broad permissions, shell without guardrails | missing license, shell without guardrails, network without allowlist |
Permission summary | Permission review, Network, Secrets, Command | Permission review, Network, Command | Permission review, Network, Command | Permission review, Network, Command |
Evidence completeness | 67% | 65% | 67% | 63% |
| Source & provenance | ||||
Provenance | openclaw/skills | microsoft/playwright-python | microsoft/mcp-for-beginners | openclaw/skills |
Category | Data & Analytics | Automation & Workflows | Dev & Engineering | Data & Analytics |
Freshness | ||||
| Risk & permission signals | ||||
Audit signals | needs credentials, network access, runs shell | metadata-only | No explicit signals | network access |
Permission hints | verify source provenance before install | repository clone | repository clone, local runtime dependencies | verify source provenance before install |
| Install & compatibility | ||||
Supported tools | OpenClaw | Universal | Universal | Universal |
Install method | script-backed | script-backed | script-backed | script-backed |
Install friction | ||||
| Community | ||||
Stars | 0 | 14.5K | 15.8K | 0 |
2026-04-07 |
2026-03-27 |
2026-04-08 |
2026-03-25 |
65 |
75 |
40 |
40 |
