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.
UnifAI
redhat-community-ai-tools/UnifAI · Score 81
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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
prompt-in-context-learning
Execution risk：High
Threat tags：prompt injection, tool poisoning, unexpected code execution
Control gaps：missing license, broad permissions, shell without guardrails
OpenViking
Execution risk：High
Threat tags：unexpected code execution, identity privilege abuse, data exfiltration
Control gaps：missing license, broad permissions, shell without guardrails
Aliyun Opensearch Search
Execution risk：High
Threat tags：unexpected code execution, identity privilege abuse, data exfiltration
Control gaps：missing license, broad permissions, shell without guardrails
UnifAI
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, memory context poisoning
Control gaps：missing license, broad permissions, shell without guardrails
| Dimension | prompt-in-context-learning | OpenViking | Aliyun Opensearch Search | UnifAI |
|---|---|---|---|---|
| SAS-v2.1 pre-install audit | ||||
Audit grade | C · Review first | C · Review first | D · Limited evidence | C · Review first |
Threat tags | prompt injection, tool poisoning, unexpected code execution | unexpected code execution, identity privilege abuse, data exfiltration | unexpected code execution, identity privilege abuse, data exfiltration | unexpected code execution, data exfiltration, memory context poisoning |
Permission summary | Permission review, Network, Command | Permission review, Network, Secrets, Command | Permission review, Network, Secrets, Command | Permission review, Network, Command |
Evidence confidence | 68% | 69% | 69% | 69% |
| Source & provenance | ||||
Provenance | EgoAlpha/prompt-in-context-learning | volcengine/OpenViking | openclaw/skills | redhat-community-ai-tools/UnifAI |
Freshness | 2026-04-02 | 2026-04-10 | 2026-04-02 | 2026-04-06 |
| Risk & trust | ||||
Trust score | 79 | 79 | 85 | 81 |
Audit signals | No explicit signals | writes files | ||
| Install & compatibility | ||||
Supported tools | Universal | Universal | Claude, Codex | Universal |
Install friction | 40 | 40 | ||
| Community | ||||
Stars | 2.1K | 21.9K | 0 | 35 |
runs shell |
Permission hints | repository clone, local runtime dependencies | repository clone, local runtime dependencies | verify source provenance before install | repository clone, local runtime dependencies |
|---|
50 |
50 |
