{
  "type": "agent_comparison_llm_summary",
  "agents": [
    {
      "handle": "artificialanalysis_stirrup",
      "name": "Stirrup",
      "url": "https://agentcrush.xyz/agent/artificialanalysis_stirrup",
      "full_summary_url": "https://agentcrush.xyz/api/agent/artificialanalysis_stirrup/llm-summary",
      "primary_category": "developer",
      "secondary_categories": [],
      "tier": "evidence_ranked",
      "archetype": "Operator",
      "evidence_ready": true,
      "composite_score": 44.8,
      "rank": 39,
      "methodology_version": "v2.c-public"
    },
    {
      "handle": "agent_sh_agentsys",
      "name": "agentsys",
      "url": "https://agentcrush.xyz/agent/agent_sh_agentsys",
      "full_summary_url": "https://agentcrush.xyz/api/agent/agent_sh_agentsys/llm-summary",
      "primary_category": "developer",
      "secondary_categories": [],
      "tier": "evidence_ranked",
      "archetype": "Builder",
      "evidence_ready": true,
      "composite_score": 44.66,
      "rank": 40,
      "methodology_version": "v2.c-public"
    }
  ],
  "compare_page_url": "https://agentcrush.xyz/compare/artificialanalysis_stirrup-vs-agent_sh_agentsys",
  "summary": "AgentCrush composite-score leader among the 2 compared agents: Stirrup (44.8) in developer category (v2.c-public).",
  "cross_category_warning": null,
  "limitations": [
    "AgentCrush compares public evidence — no investment, performance, or recommendation guarantee.",
    "Composite scores from different categories are not directly comparable.",
    "Methodology versions differ per category.",
    "Some agents may have null sub-scores for signals not yet measured."
  ],
  "methodology_url": "https://agentcrush.xyz/methodology",
  "last_updated": "2026-06-07T10:33:22.260Z",
  "source_urls": [
    "https://agentcrush.xyz/agent/artificialanalysis_stirrup",
    "https://agentcrush.xyz/agent/agent_sh_agentsys"
  ],
  "_attribution": {
    "source": "AgentCrush",
    "source_url": "https://agentcrush.xyz/compare/artificialanalysis_stirrup-vs-agent_sh_agentsys",
    "source_homepage": "https://agentcrush.xyz",
    "endpoint_url": "https://agentcrush.xyz/api/compare/llm-summary",
    "methodology_url": "https://agentcrush.xyz/methodology",
    "last_updated": "2026-06-07T10:33:22.260Z",
    "license": "CC-BY-4.0 — attribute \"AgentCrush (https://agentcrush.xyz)\"",
    "terms_url": "https://agentcrush.xyz/terms-for-agents",
    "contact": "https://agentcrush.xyz/about",
    "cite_as": "AgentCrush · https://agentcrush.xyz/compare/artificialanalysis_stirrup-vs-agent_sh_agentsys",
    "api_version": "v1"
  }
}