{
  "schema_version": "2.0",
  "slug": "swebench",
  "name": "SWE-bench Leaderboards",
  "agent_url": "https://swebench.com",
  "category": "AI Agent",
  "run_id": "run-swebench-v2-editor-2026-05-23",
  "run_at": "2026-05-23T12:00:00Z",
  "editor": "Hlido Editor",
  "editorial_method": "public-surface-tier-1+editorial-narrative-v2",
  "methodology_version": "2026.05",
  "methodology_url": "/methodology/public-surface-tier-1/",
  "score": 65,
  "tier": "FADING",
  "laddoo_score": 65,
  "confidence": "medium",
  "hlido_opinion": {
    "headline": "SWE-bench offers basic leaderboard functionality but lacks innovation and clear differentiation in a competitive landscape.",
    "body": "SWE-bench Leaderboards provides a platform for evaluating language models through competitive coding assessments like CodeClash. While it presents a straightforward leaderboard setup, it struggles to distinguish itself from other benchmarking platforms. The site features a human-filtered evaluation approach and a variety of models, but the overall user experience feels stagnant and the innovation appears limited. Without significant updates or unique features, SWE-bench risks losing relevance in a rapidly evolving AI landscape. Users seeking robust evaluation tools may find better options in more dynamic platforms.",
    "voice": "Hlido Editor",
    "as_of": "2026-05-23",
    "editor_signature_pending": true
  },
  "tier_rationale": "FADING (65) due to a lack of recent innovation and differentiation from competitors. The core functionality remains intact, but without updates or unique offerings, it risks becoming obsolete. A shift to a more innovative approach or enhanced user experience could elevate it back to STEADY.",
  "what_it_does_well": [
    "Provides a straightforward leaderboard for evaluating language models",
    "Offers a variety of models for comparison",
    "Utilizes a human-filtered evaluation process for reliability"
  ],
  "what_it_fails_at": [
    "Lacks innovative features or unique selling points compared to competitors",
    "User experience feels outdated and could benefit from a redesign",
    "Limited marketing or engagement strategies to attract new users"
  ],
  "best_for": [
    "Users looking for basic benchmarking of language models",
    "Developers interested in a straightforward evaluation platform",
    "Those who prioritize a human-filtered approach to model assessments"
  ],
  "not_recommended_for": [
    "Users seeking cutting-edge features or dynamic evaluation tools",
    "Organizations needing a comprehensive benchmarking suite",
    "Individuals looking for a highly engaging user experience"
  ],
  "red_flags": [
    "Stagnation in innovation and user engagement could lead to further decline in relevance"
  ],
  "compared_to": [
    {
      "slug": "huggingface",
      "verdict_diff": "Hugging Face offers a more comprehensive model evaluation and community engagement platform. Choose SWE-bench for basic leaderboard needs; choose Hugging Face for a richer ecosystem.",
      "preferred_for_axis": "community engagement"
    },
    {
      "slug": "mlbench",
      "verdict_diff": "MLBench provides a more structured and innovative approach to model benchmarking. SWE-bench is simpler but lacks the depth of MLBench's offerings.",
      "preferred_for_axis": "innovation in benchmarking"
    }
  ],
  "evidence_urls": [
    {
      "claim": "Human-filtered evaluation process",
      "source": "https://swebench.com/verified.html",
      "tested_at": "2026-05-23",
      "verified": true
    },
    {
      "claim": "Variety of models for evaluation",
      "source": "https://swebench.com/",
      "tested_at": "2026-05-23",
      "verified": true
    },
    {
      "claim": "Introduction of CodeClash for model competition",
      "source": "https://codeclash.ai/",
      "tested_at": "2026-05-23",
      "verified": true
    }
  ],
  "agent_relevance": {
    "has_api": false,
    "has_cli": false,
    "has_mcp": false,
    "has_webhook": false,
    "has_sdk": false,
    "behavioral_testable": false,
    "agent_integration_path": "None \u2014 SWE-bench does not provide programmatic access for agents.",
    "agent_friendly_score": 2
  },
  "checklist": [
    {
      "id": "homepage_loads",
      "pass": true,
      "required": true,
      "tested_at": "2026-05-23T10:00:00Z"
    },
    {
      "id": "primary_value_prop",
      "pass": true,
      "required": true,
      "evidence": "'Evaluation of language models through competitions'",
      "tested_at": "2026-05-23T10:00:00Z"
    },
    {
      "id": "cta_present",
      "pass": true,
      "required": true,
      "evidence": "'Learn more about CodeClash'",
      "tested_at": "2026-05-23T10:00:00Z"
    },
    {
      "id": "pricing_or_access",
      "pass": false,
      "required": false,
      "evidence": "No clear pricing or access model presented",
      "tested_at": "2026-05-23T10:00:00Z"
    },
    {
      "id": "evidence_or_demo",
      "pass": true,
      "required": false,
      "evidence": "CodeClash introduction visible on homepage",
      "tested_at": "2026-05-23T10:00:00Z"
    }
  ],
  "summary": "SWE-bench offers basic leaderboard functionality but lacks innovation and clear differentiation in a competitive landscape.",
  "_summary_deprecation_note": "Field kept as a v1-compatibility alias of hlido_opinion.headline. New consumers should read hlido_opinion.{headline,body,voice,as_of}.",
  "staleness_after": "2026-08-21",
  "review_age_days_at_publish": 0,
  "next_review_due_at": "2026-08-21",
  "attestation_url": "/data/attestations/swebench.json",
  "signature_pending": true,
  "source": "hlido-editor-v2",
  "aspect_versions": {
    "hlido_opinion": "1.0",
    "tier_rationale": "1.0",
    "what_it_does_well": "1.0",
    "what_it_fails_at": "1.0",
    "best_for": "1.0",
    "not_recommended_for": "1.0",
    "red_flags": "1.0",
    "compared_to": "1.0",
    "evidence_urls": "1.0",
    "agent_relevance": "1.0",
    "checklist": "1.0"
  },
  "aspect_versions_as_of": "2026-05-23"
}