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
opencode
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
docker-selenium
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
mcpcan
Execution risk：High
Threat tags：unexpected code execution, identity privilege abuse, data exfiltration
Control gaps：missing license, broad permissions, shell without guardrails
| Dimension | opencode | docker-selenium | mcpcan |
|---|---|---|---|
| Pre-install decision | |||
Pre-install score | 66 · Manual review | 65 · Manual review | 63 · 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, identity privilege abuse, data exfiltration |
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, Secrets, Command |
Evidence completeness | 65% | 67% | 67% |
| Source & provenance | |||
Provenance | anomalyco/opencode | SeleniumHQ/docker-selenium | Kymo-MCP/mcpcan |
Category | Agent & Tools | Operations & Infra | Operations & Infra |
Freshness | |||
| Risk & permission signals | |||
Audit signals | metadata-only | No explicit signals | needs credentials, network access |
Permission hints | repository clone | repository clone, local runtime dependencies | repository clone, local runtime dependencies |
| Install & compatibility | |||
Supported tools | Universal | Universal | Universal |
Install method | script-backed | script-backed | script-backed |
Install friction | |||
| Community | |||
Stars | 142.8K | 8.6K | 717 |
Repository: 1Panel
Author: 1Panel-dev · Source status: Clear source
🔥 1Panel is a modern, open-source VPS control panel — and the only one with native AI agent support.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
Repository: ragflow
Author: infiniflow · Source status: Clear source
RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs
Score basis：Clear source · High execution risk · Universal · Evidence completeness 67%
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: oh-my-openagent
Author: code-yeongyu · Source status: Clear source
omo; the best agent harness - previously oh-my-opencode
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
Repository: goose
Author: aaif-goose · Source status: Clear source
an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
2026-04-14 |
2026-04-05 |
2026-04-03 |
75 |
40 |
55 |
