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: docker-selenium
Author: SeleniumHQ · Source status: Clear source
Provides a simple way to run Selenium Grid with Chrome, Firefox, and Edge using Container Platform, making it easier to perform browser automation at scale Topics: containerization, devops, distributed-systems, docker, d
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
mcpcan
Execution risk：High
Threat tags：unexpected code execution, identity privilege abuse, data exfiltration
Control gaps：missing license, broad permissions, shell without guardrails
oss-llmops-stack
Execution risk：High
Threat tags：prompt injection, tool poisoning, unexpected code execution
Control gaps：missing license, broad permissions, shell without guardrails
project-nova
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, memory context poisoning
Control gaps：missing license, broad permissions, shell without guardrails
| Dimension | mcpcan | oss-llmops-stack | project-nova |
|---|---|---|---|
| Pre-install decision | |||
Pre-install score | 81 · Manual review | 83 · 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, identity privilege abuse, data exfiltration | 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, Secrets, Command | Permission review, Network, Command | Permission review, Network, Command |
Evidence completeness | 67% | 67% | 67% |
| Source & provenance | |||
Provenance | Kymo-MCP/mcpcan | langfuse/oss-llmops-stack | PradeepaRW/project-nova |
Category | Operations & Infra | Automation & Workflows | Operations & Infra |
Freshness | |||
| Risk & permission signals | |||
Audit signals | needs credentials, network access | metadata-only | writes files |
Permission hints | repository clone, local runtime dependencies | repository clone | repository clone, local runtime dependencies |
| Install & compatibility | |||
Supported tools | Universal | Universal | Universal |
Install method | script-backed | script-backed | script-backed |
Install friction | |||
| Community | |||
Stars | 717 | 136 | 30 |
Repository: devspace
Author: devspace-sh · Source status: Clear source
DevSpace - The Fastest Developer Tool for Kubernetes ⚡ Automate your deployment workflow with DevSpace and develop software directly inside Kubernetes.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
Repository: mcp-context-forge
Author: IBM · Source status: Clear source
An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 67%
Repository: build-tools-for-vmware-aria
Author: vmware · Source status: Clear source
Build Tools for VMware Aria provides development and release management tools for implementing automation solutions based on the VMware Aria Suite and VMware Cloud Director.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
Repository: mcp-ssh-manager
Author: bvisible · Source status: Clear source
MCP SSH Server: 37 tools for remote SSH management | Claude Code & OpenAI Codex | DevOps automation, backups, database operations, health monitoring Topics: anthropic, automation, backup, claude-code, database, deploymen
Score basis：Clear source · High execution risk · Universal · Evidence completeness 65%
Repository: Reach
Author: alexandrosnt · Source status: Clear source
A modern, cross-platform SSH client and remote server management tool.
Score basis：Clear source · High execution risk · Universal · Evidence completeness 67%
2026-04-03 |
2025-02-16 |
2026-04-09 |
55 |
75 |
40 |
