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: llm-course
Author: mlabonne · Source status: Clear source
Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
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
eval-assist
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
skill-seekers
Execution risk：High
Threat tags：unexpected code execution, identity privilege abuse, data exfiltration
Control gaps：missing license, broad permissions, shell without guardrails
| Dimension | eval-assist | mcpcan | skill-seekers |
|---|---|---|---|
| Pre-install decision | |||
Pre-install score | 79 · Manual review | 81 · Manual review | 88 · Evidence missing |
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, identity privilege abuse, data exfiltration | 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, Secrets, Command | Permission review, Network, Secrets, Command |
Evidence completeness | 65% | 67% | 71% |
| Source & provenance | |||
Provenance | IBM/eval-assist | Kymo-MCP/mcpcan | openclaw/skills |
Category | Automation & Workflows | Operations & Infra | Dev & Engineering |
Freshness | |||
| Risk & permission signals | |||
Audit signals | metadata-only | needs credentials, network access | needs credentials, network access, runs shell, writes files |
Permission hints | repository clone | repository clone, local runtime dependencies | verify source provenance before install |
| Install & compatibility | |||
Supported tools | Universal | Universal | Claude, Cursor, Windsurf |
Install method | script-backed | script-backed | script-backed |
Install friction | |||
| Community | |||
Stars | 97 | 717 | 0 |
Repository: crawl4ai
Author: unclecode · Source status: Clear source
🚀🤖 Crawl4AI: Open-source LLM Friendly Web Crawler & Scraper.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 67%
Repository: FastChat
Author: lm-sys · Source status: Clear source
An open platform for training, serving, and evaluating large language models.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
Repository: FastGPT
Author: labring · Source status: Clear source
FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG retrieval, and visual AI workflow orchestration, letting you easily devel…
Score basis：Clear source · High execution risk · Universal · Evidence completeness 67%
Repository: onyx
Author: onyx-dot-app · Source status: Clear source
Open Source AI Platform - AI Chat with advanced features that works with every LLM
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
2026-04-09 |
2026-04-03 |
2026-04-04 |
75 |
55 |
65 |
