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
Repository: gemini-cli
Author: google-gemini · Source status: Clear source
An open-source AI agent that brings the power of Gemini directly into your terminal.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
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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
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
codex
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
semantic-kernel
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
mcp-integration
Execution risk：High
Threat tags：data exfiltration, memory context poisoning, human approval gap
Control gaps：missing license, broad permissions, network without allowlist
| Dimension | codex | semantic-kernel | mcp-integration |
|---|---|---|---|
| Pre-install decision | |||
Pre-install score | 66 · Manual review | 68 · Manual review | 72 · Manual review |
Score basis | Clear source, High execution risk, Universal | Clear source, High execution risk, Universal | Clear source, High execution risk, Claude |
Execution risk | High | High | High |
Threat tags | unexpected code execution, data exfiltration, human approval gap | unexpected code execution, data exfiltration, human approval gap | data exfiltration, memory context poisoning, human approval gap |
Control gaps | missing license, broad permissions, shell without guardrails | missing license, broad permissions, shell without guardrails | missing license, broad permissions, network without allowlist |
Permission summary | Permission review, Network, Command | Permission review, Network, Command | Permission review, Network, Command |
Evidence completeness | 65% | 67% | 65% |
| Source & provenance | |||
Provenance | openai/codex | microsoft/semantic-kernel | anthropics/claude-code/tree/main/plugins/plugin-dev/skills/mcp-integration |
Category | Agent & Tools | Automation & Workflows | Operations & Infra |
Freshness | |||
| Risk & permission signals | |||
Audit signals | metadata-only | metadata-only | network access |
Permission hints | repository clone | repository clone | registry access, remote metadata pull, runtime dependencies may be required |
| Install & compatibility | |||
Supported tools | Universal | Universal | Claude, Codex, Cursor, Universal |
Install method | script-backed | script-backed | registry-install |
Install friction | |||
| Community | |||
Stars | 75.1K | 27.7K | 65.5K |
Repository: PaddleOCR
Author: PaddlePaddle · Source status: Clear source
Turn any PDF or image document into structured data for your AI.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
Repository: ansible
Author: ansible · Source status: Clear source
Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and maintain.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
Repository: cline
Author: cline · Source status: Clear source
Autonomous coding agent right in your IDE, capable of creating/editing files, executing commands, using the browser, and more with your permission every step of the way.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 67%
Repository: nx
Author: nrwl · Source status: Clear source
The Monorepo Platform that amplifies both developers and AI agents.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
Repository: whisper
Author: openai · Source status: Clear source
Robust Speech Recognition via Large-Scale Weak Supervision
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
2026-04-14 |
2026-04-14 |
2026-02-04 |
75 |
75 |
50 |
