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: 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%
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
ansible
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
recipe-forward-labeled-emails
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
agency-agents
Execution risk：High
Threat tags：prompt injection, tool poisoning, unexpected code execution
Control gaps：missing license, broad permissions, shell without guardrails
| Dimension | ansible | recipe-forward-labeled-emails | agency-agents |
|---|---|---|---|
| Pre-install decision | |||
Pre-install score | 92 · Manual review | 84 · Manual review | 92 · Manual review |
Score basis | Clear source, High execution risk, Universal | Clear source, High execution risk, Claude | 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 | prompt injection, tool poisoning, unexpected code execution |
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% | 65% | 67% |
| Source & provenance | |||
Provenance | ansible/ansible | googleworkspace/cli | msitarzewski/agency-agents |
Category | Agent & Tools | Integrations & Connectors | Agent & Tools |
Freshness | |||
| Risk & permission signals | |||
Audit signals | metadata-only | runs shell | metadata-only |
Permission hints | repository clone | local skill installation, workspace file updates | repository clone |
| Install & compatibility | |||
Supported tools | Universal | Claude, Codex, Cursor, Windsurf | Universal |
Install method | script-backed | instruction-only | script-backed |
Install friction | |||
| Community | |||
Stars | 68.4K | 24.1K | 79.6K |
Repository: lobehub
Author: lobehub · Source status: Clear source
The ultimate space for work and life — to find, build, and collaborate with agent teammates that grow with you.
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: learn-claude-code
Author: shareAI-lab · Source status: Clear source
Bash is all you need - A nano claude code–like 「agent harness」, built from 0 to 1
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
2026-04-14 |
2026-04-09 |
2026-04-12 |
75 |
70 |
75 |
