Kubeshark
Repository: kubeshark
Author: kubeshark · Source status: Clear source
eBPF-powered network observability for Kubernetes.
Score basis:Clear source · High execution risk · Universal · Evidence completeness 67%
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
skillhub
Execution risk:High
Threat tags:unexpected code execution, data exfiltration, human approval gap
Control gaps:missing license, broad permissions, shell without guardrails
langfuse-python
Execution risk:High
Threat tags:unexpected code execution, data exfiltration, human approval gap
Control gaps:missing license, broad permissions, shell without guardrails
CLIP
Execution risk:High
Threat tags:unexpected code execution, data exfiltration, human approval gap
Control gaps:missing license, broad permissions, shell without guardrails
| Dimension | skillhub | langfuse-python | CLIP |
|---|---|---|---|
| Pre-install decision | |||
Pre-install score | 79 · Manual review | 92 · Manual review | 92 · Manual review |
Score basis | Clear source, High execution risk, Universal | Clear source, High execution risk, Universal | Clear source, High execution risk, Universal |
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, 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 completeness | 67% | 65% | 65% |
| Source & provenance | |||
Provenance | iflytek/skillhub | langfuse/langfuse-python | openai/CLIP |
Category | Operations & Infra | Automation & Workflows | Automation & Workflows |
Freshness | |||
| Risk & permission signals | |||
Audit signals | No explicit signals | metadata-only | metadata-only |
Permission hints | repository clone, local runtime dependencies | repository clone | repository clone |
| Install & compatibility | |||
Supported tools | Universal | Universal | Universal |
Install method | script-backed | script-backed | script-backed |
Install friction | |||
| Community | |||
Stars | 2.4K | 378 | 33.2K |
Repository: devspace
Author: devspace-sh · Source status: Clear source
DevSpace - The Fastest Developer Tool for Kubernetes ⚡ Automate your deployment workflow with DevSpace and develop software directly inside Kubernetes.
Score basis:Clear source · High execution risk · Universal · Evidence completeness 65%
Repository: moon
Author: aerokube · Source status: Clear source
Browser automation solution for Kubernetes and Openshift supporting Selenium, Playwright, Puppeteer and Cypress Topics: chrome-devtools-protocol, cypress-io, kubernetes, moon, on-premises, openshift, playwright, puppetee
Score basis:Clear source · High execution risk · Universal · Evidence completeness 67%
Repository: gate
Author: minekube · Source status: Clear source
High-performance, resource-efficient Minecraft reverse proxy and library with robust multi-protocol version support.
Score basis:Clear source · High execution risk · Universal · Evidence completeness 65%
Repository: AstrBot
Author: AstrBotDevs · Source status: Clear source
Agentic IM Chatbot infrastructure that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative.
Score basis:Clear source · High execution risk · Universal · Evidence completeness 65%
2026-04-10 |
2026-04-13 |
2026-03-26 |
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75 |