{
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  "name": "kubeshark",
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  "secondary_categories": [],
  "summary": "Cluster-wide network observability for Kubernetes. Captures L4 packets, L7 API calls, and decrypted TLS traffic using eBPF, with full Kubernetes context. Available to AI agents via MCP and human operators via dashboard.",
  "tier": "indexed",
  "archetype": "Builder",
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  "erc8004_registered": false,
  "socially_visible": false,
  "identity": {
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    "lmarena_model_keys": [],
    "semantic_scholar_paper_ids": [],
    "virtuals_id": null,
    "agentverse_id": null,
    "github_full_name": "kubeshark/kubeshark",
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    "website_url": "https://kubeshark.com"
  },
  "scores_by_category": {
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      "composite_score": 30.29,
      "rank": 134,
      "active_weight_total": 0.45,
      "coverage_tier": "low",
      "evidence_ready": false,
      "sub_scores": {
        "github_score": 85.7,
        "package_usage_score": null,
        "dependency_score": null,
        "ecosystem_score": null,
        "docs_quality_score": 74,
        "hn_score": 18.11,
        "trust_score": 20
      }
    }
  },
  "limitations": [
    "AgentCrush tracks public evidence only.",
    "Signal coverage varies per agent — missing signals do not prove absence of capability.",
    "Methodology versions evolve. Scores are valid for the methodology version shown.",
    "Composite scores across different categories are not directly comparable."
  ],
  "methodology_url": "https://agentcrush.xyz/methodology",
  "last_updated": "2026-06-11T04:57:02.050Z",
  "source_urls": [
    "https://agentcrush.xyz/agent/kubeshark_kubeshark",
    "https://agentcrush.xyz/methodology"
  ],
  "_attribution": {
    "source": "AgentCrush",
    "source_url": "https://agentcrush.xyz/agent/kubeshark_kubeshark",
    "source_homepage": "https://agentcrush.xyz",
    "endpoint_url": "https://agentcrush.xyz/api/agent/kubeshark_kubeshark/llm-summary",
    "methodology_url": "https://agentcrush.xyz/methodology",
    "last_updated": "2026-06-11T04:57:02.050Z",
    "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/agent/kubeshark_kubeshark",
    "api_version": "v1"
  }
}