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
prompt-in-context-learning
Execution risk：High
Threat tags：prompt injection, tool poisoning, unexpected code execution
Control gaps：missing license, broad permissions, shell without guardrails
flexible-graphrag
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, memory context poisoning
Control gaps：missing license, broad permissions, shell without guardrails
| Dimension | opencode | prompt-in-context-learning | flexible-graphrag |
|---|---|---|---|
| Pre-install decision | |||
Pre-install score | 92 · Manual review | 79 · Manual review | 81 · 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 | prompt injection, tool poisoning, unexpected code execution | 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 |
Permission summary | Permission review, Network, Command | Permission review, Network, Command | Permission review, Network, Command |
Evidence completeness | 65% | 68% | 67% |
| Source & provenance | |||
Provenance | anomalyco/opencode | EgoAlpha/prompt-in-context-learning | stevereiner/flexible-graphrag |
Category | Agent & Tools | Knowledge & RAG | Knowledge & RAG |
Freshness | |||
| Risk & permission signals | |||
Audit signals | metadata-only | No explicit signals | No explicit signals |
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 | 2.1K | 117 |
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 |
2026-04-02 |
2026-03-30 |
75 |
40 |
40 |
