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
devspace
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
oh-my-openagent
Execution risk：High
Threat tags：unexpected code execution, data exfiltration, human approval gap
Control gaps：missing license, broad permissions, shell without guardrails
| Dimension | mcpcan | devspace | oh-my-openagent |
|---|---|---|---|
| Pre-install decision | |||
Pre-install score | 63 · Manual review | 67 · Manual review | 66 · 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 | unexpected code execution, data exfiltration, human approval gap | unexpected code execution, data exfiltration, human approval gap |
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% | 65% | 65% |
| Source & provenance | |||
Provenance | Kymo-MCP/mcpcan | devspace-sh/devspace | code-yeongyu/oh-my-openagent |
Category | Operations & Infra | Operations & Infra | Agent & Tools |
Freshness | |||
| Risk & permission signals | |||
Audit signals | needs credentials, network access | No explicit signals | metadata-only |
Permission hints | repository clone, local runtime dependencies | repository clone, local runtime dependencies | repository clone |
| Install & compatibility | |||
Supported tools | Universal | Universal | Universal |
Install method | script-backed | script-backed | script-backed |
Install friction | |||
| Community | |||
Stars | 717 | 5K | 51.4K |
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 |
2026-04-04 |
2026-04-14 |
55 |
40 |
75 |
