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
Repository: DWMShield
Author: ahossu · Source status: Clear source
Kernel-mode research tool that demonstrates how Windows DWM enforces WDA_EXCLUDEFROMCAPTURE by directly calling the undocumented win32kfull!GreProtectSpriteContent function.
Score basis：Clear source · Low risk signals · Universal
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
watsonx-ai-java-sdk
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
rox
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
| Dimension | watsonx-ai-java-sdk | mcp-for-beginners | rox |
|---|---|---|---|
| SAS-v2.1 pre-install audit | |||
Audit grade | C · Review first | C · Review first | C · Review first |
Execution risk | High | High | High |
Threat tags | 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 |
Permission summary | Permission review, Network, Command | Permission review, Network, Command | Permission review, Network, Command |
Evidence confidence | 65% | 67% | 65% |
| Source & provenance | |||
Provenance | IBM/watsonx-ai-java-sdk | microsoft/mcp-for-beginners | BeWelcome/rox |
Category | Dev & Engineering | Dev & Engineering | Dev & Engineering |
Freshness | |||
| Risk & trust | |||
Trust score | 79 | 85 | 82 |
Audit signals | No explicit signals | No explicit signals | No explicit signals |
| Install & compatibility | |||
Supported tools | Universal | Universal | Universal |
Install method | script-backed | script-backed | script-backed |
Install friction | |||
| Community | |||
Stars | 6 | 15.8K | 210 |
Repository: Promet
Author: Tripadh · Source status: Clear source
Promet is an AI-powered prompt engineering and optimization platform that helps users generate, refine, and evaluate high-quality prompts for better AI outputs.
Score basis：Clear source · Low risk signals · Universal
Repository: cloud-pak-deployer
Author: IBM · Source status: Clear source
Configuration-based installation of OpenShift and Cloud Pak for Data/Integration/Watson AIOps/Business Automation on various private and public cloud infrastructure providers.
Score basis：Clear source · Risk needs review · Universal
Repository: agentic-ai-engineering
Author: agenticloops-ai · Source status: Clear source
Hands-on tutorials for building AI agents from scratch.
Score basis：Clear source · Low risk signals · Universal
2026-04-07 |
2026-04-08 |
2026-03-30 |
Permission hints |
|---|
repository clone, local runtime dependencies |
repository clone, local runtime dependencies |
repository clone, local runtime dependencies |
40 |
40 |
40 |
