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.
Aliyun Qwen Rerank
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
Session Memory
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, memory context poisoning
Control gaps：missing license, broad permissions, shell without guardrails
llm-course
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
codex
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
Aliyun Qwen Rerank
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, memory context poisoning
Control gaps：missing license, shell without guardrails, network without allowlist
| Dimension | Session Memory | llm-course | codex | Aliyun Qwen Rerank |
|---|---|---|---|---|
| Pre-install decision | ||||
Pre-install score | 63 · Manual review | 66 · Manual review | 66 · Manual review | 66 · 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, data exfiltration, memory context poisoning | 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 | missing license, shell without guardrails, network without allowlist |
Permission summary | Permission review, Network, Command | Permission review, Network, Command | Permission review, Network, Command | Permission review, Network, Command |
Evidence completeness | 67% | 65% | 65% | 65% |
| Source & provenance | ||||
Provenance | openclaw/skills | mlabonne/llm-course | openai/codex | openclaw/skills |
Category | Knowledge & RAG | Automation & Workflows | Agent & Tools | Knowledge & RAG |
Freshness | ||||
| Risk & permission signals | ||||
Audit signals | network access, runs shell, writes files | metadata-only | metadata-only | network access, runs shell |
Permission hints | verify source provenance before install | repository clone | repository clone | 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 | 78.2K | 75.1K | 0 |
2026-02-24 |
2026-02-05 |
2026-04-14 |
2026-04-02 |
50 |
75 |
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