Star200+

Skill comparison

Compare agent skills before installing.

Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.

Comparing 4 skills

Use this as a shortlist, then open the skill detail page before adopting.

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Decision summary

PentestGPT is the strongest overall pick here because it has a 100/100 readiness score and fits Coding agents.

Strongest overall

PentestGPT

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Fastest prototype

PentestGPT

Best first install candidate based on install readiness and adoption.

Freshest repo

Flue

Most recent maintenance signal among this shortlist.

SignalAI Agents Frameworks

The ultimate playground to learn, experiment with, and compare modern open-source AI agent frameworks — from basics to production-ready setups.

PentestGPT

Automated Penetration Testing Agentic Framework Powered by Large Language Models

Agent Framework

A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.

Flue

The sandbox agent framework.

Quality
74/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
85/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Adoption582 stars
Verified outcomes are shown on each skill page
14K stars
Verified outcomes are shown on each skill page
11K stars
Verified outcomes are shown on each skill page
7.5K stars
Verified outcomes are shown on each skill page
FreshnessJun 19, 2026Jun 7, 2026Jun 14, 2026Jul 24, 2026
Use-case fit
Coding agentsResearch agentsSports analytics
Coding agentsRAG and knowledgeBrowser automation
Coding agentsRAG and knowledgeBrowser automation
Coding agentsSports analyticsGitHub automation
Workflow fit
Coding review agentResearch report agent
Coding review agentContent growth agent
Content growth agentCoding review agent
Coding review agentContent growth agent
Platform hintsPython, LLM, Claude CodePython, LLM, Claude CodePython, Multi-Agent, Claude CodeTypeScript, LLM, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal forteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
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Install
$ npx skills add martimfasantos/ai-agents-frameworks
$ npx skills add GreyDGL/PentestGPT
$ npx skills add microsoft/agent-framework
$ npx skills add withastro/flue