playwright
Repository: playwright
Author: microsoft · Source status: Clear source
Playwright is a framework for Web Testing and Automation.
Score basis:Clear source · High execution risk · Universal · Evidence completeness 65%
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.
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
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
BitNet
Execution risk:High
Threat tags:unexpected code execution, data exfiltration, human approval gap
Control gaps:missing license, broad permissions, shell without guardrails
airflow
Execution risk:High
Threat tags:unexpected code execution, data exfiltration, human approval gap
Control gaps:broad permissions, shell without guardrails, network without allowlist
Graveyard Protocol CLI
Execution risk:High
Threat tags:unexpected code execution, identity privilege abuse, data exfiltration
Control gaps:missing license, broad permissions, shell without guardrails
| Dimension | BitNet | airflow | Graveyard Protocol CLI |
|---|---|---|---|
| Pre-install decision | |||
Pre-install score | 66 · Manual review | 67 · Manual review | 60 · Manual review |
Score basis | Clear source, High execution risk, Universal | Clear source, High execution risk, Universal | Clear source, High execution risk, OpenClaw |
Execution risk | High | High | High |
Threat tags | unexpected code execution, data exfiltration, human approval gap | unexpected code execution, data exfiltration, human approval gap | unexpected code execution, identity privilege abuse, data exfiltration |
Control gaps | missing license, broad permissions, shell without guardrails | broad permissions, shell without guardrails, network without allowlist | missing license, broad permissions, shell without guardrails |
Permission summary | Permission review, Network, Command | Permission review, Network, Command | Permission review, Network, Secrets, Command |
Evidence completeness | 65% | 65% | 67% |
| Source & provenance | |||
Provenance | microsoft/BitNet | apache/airflow | openclaw/skills |
Category | Automation & Workflows | Automation & Workflows | Dev & Engineering |
Freshness | |||
| Risk & permission signals | |||
Audit signals | metadata-only | metadata-only | needs credentials, network access, runs shell, writes files |
Permission hints | repository clone | repository clone | requires binary: node, requires binary: npx, requires binary: gp-cli, verify source provenance before install |
| Install & compatibility | |||
Supported tools | Universal | Universal | OpenClaw |
Install method | script-backed | script-backed | script-backed |
Install friction | |||
| Community | |||
Stars | 38.2K | 45K | 0 |
Repository: graphrag
Author: microsoft · Source status: Clear source
A modular graph-based Retrieval-Augmented Generation (RAG) system
Score basis:Clear source · High execution risk · Universal · Evidence completeness 67%
Repository: semantic-kernel
Author: microsoft · Source status: Clear source
Integrate cutting-edge LLM technology quickly and easily into your apps
Score basis:Clear source · High execution risk · Universal · Evidence completeness 67%
Repository: vllm
Author: vllm-project · Source status: Clear source
A high-throughput and memory-efficient inference and serving engine for LLMs
Score basis:Clear source · High execution risk · Universal · Evidence completeness 67%
Repository: ai-agents-for-beginners
Author: microsoft · Source status: Clear source
12 Lessons to Get Started Building AI Agents
Score basis:Clear source · High execution risk · Universal · Evidence completeness 65%
2026-03-10 |
2026-04-14 |
2026-03-31 |
75 |
75 |
65 |