{
 "manifest": {
  "release": "2026-10",
  "title": "Agent Stack Index — October 2026",
  "harness": "0.1.0",
  "catalog_sha": "92e09c2e11c5",
  "data_window": [
   "2026-10-15",
   "2026-10-15"
  ],
  "protocol": {
   "path": "protocols/2026-10.md",
   "status": "pilot",
   "rung": "describe",
   "goal": "Which tools do AI coding models pick when they start a project from scratch, and what moves the pick: the wording, the order of candidates, or documentation in context?",
   "benefit": {
    "builders": "in the settled categories an agent's default is predictable across models; elsewhere, name the tool you want, and do not rely on the order of a list you give it.",
    "tool makers": "a tool can be picked by being read, and being listed first helps; being the default is a training outcome that is slow to change.",
    "harness": "the story-driven report, share cards and an inference module (null models, corrected tests)."
   },
   "sha": "210201fc3f25",
   "locked_at": null
  },
  "analysis": {
   "default_share": 0.95,
   "leaning_agree": 0.8,
   "leaning_share": 0.5,
   "alpha": 0.05,
   "min_effect_points": 10,
   "shuffles": 1000,
   "seed": 20261019
  },
  "experiments": {
   "baseline": {
    "id": "2026-10-baseline",
    "title": "Baseline: what each model picks with no vendor context",
    "planned": 1920,
    "observed": 1920,
    "coverage": 1.0,
    "variants": [
     "pick",
     "user",
     "install"
    ],
    "repeats": 4
   },
   "duel": {
    "id": "2026-10-duel",
    "title": "Context duels: does a vendor's documentation in context change the pick?",
    "planned": 750,
    "observed": 750,
    "coverage": 1.0,
    "variants": [
     "notes"
    ],
    "repeats": 1
   }
  },
  "answers": 2670,
  "models": {
   "claude-opus-5-5": {
    "label": "Claude Opus 5.5",
    "lab": "Anthropic",
    "route": "Opus 5.5",
    "reported": [
     "claude-opus-5-5"
    ],
    "answers": 267,
    "notes": "Gateway route adds its own system prompt (~6.6k input tokens on an empty request).",
    "injected_prompt": true
   },
   "claude-sonnet-5-5": {
    "label": "Claude Sonnet 5.5",
    "lab": "Anthropic",
    "route": "Claude Sonnet 5.5",
    "reported": [
     "claude-sonnet-5.5"
    ],
    "answers": 267,
    "notes": "Gateway route adds its own system prompt (~6.6k input tokens on an empty request).",
    "injected_prompt": true
   },
   "deepseek-v4-pro": {
    "label": "DeepSeek V4 Pro",
    "lab": "DeepSeek",
    "route": "DeepSeek-V4-Pro",
    "reported": [
     "deepseek-v4-pro-202606"
    ],
    "answers": 267,
    "notes": "",
    "injected_prompt": false
   },
   "gemini-3-8-flash": {
    "label": "Gemini 3.8 Flash",
    "lab": "Google",
    "route": "Gemini 3.8 Flash",
    "reported": [
     "gemini-3.8-flash"
    ],
    "answers": 267,
    "notes": "",
    "injected_prompt": false
   },
   "glm-5-3": {
    "label": "GLM-5.3",
    "lab": "Zhipu",
    "route": "GLM-5.3",
    "reported": [
     "glm-5.3"
    ],
    "answers": 267,
    "notes": "",
    "injected_prompt": false
   },
   "gpt-6-1-sol": {
    "label": "GPT-6.1 Sol",
    "lab": "OpenAI",
    "route": "gpt-6.1-sol",
    "reported": [
     "gpt-6.1-sol"
    ],
    "answers": 267,
    "notes": "",
    "injected_prompt": false
   },
   "gpt-6-astra": {
    "label": "GPT-6 Astra",
    "lab": "OpenAI",
    "route": "gpt-6-astra",
    "reported": [
     "gpt-6-astra"
    ],
    "answers": 267,
    "notes": "",
    "injected_prompt": false
   },
   "grok-4-7": {
    "label": "Grok 4.7",
    "lab": "xAI",
    "route": "Grok-4.7",
    "reported": [
     "grok-4.7-build"
    ],
    "answers": 267,
    "notes": "",
    "injected_prompt": false
   },
   "kimi-k2-7-code": {
    "label": "Kimi K2.7 Code",
    "lab": "Moonshot",
    "route": "Kimi-K2.7-Code",
    "reported": [
     "kimi-k2.7-code"
    ],
    "answers": 267,
    "notes": "",
    "injected_prompt": false
   },
   "minimax-m3": {
    "label": "MiniMax M3",
    "lab": "MiniMax",
    "route": "MiniMax-M3",
    "reported": [
     "MiniMax-M3"
    ],
    "answers": 267,
    "notes": "",
    "injected_prompt": false
   }
  },
  "unmatched_rate": 0.0,
  "unmatched_top": []
 },
 "baseline": {
  "auth": {
   "label": "Authentication",
   "group": "app",
   "tasks": [
    "ts-saas-starter"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "better-auth": 12
     },
     "top": "better-auth",
     "tops": [
      "better-auth"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "better-auth": 10,
      "authjs": 2
     },
     "top": "better-auth",
     "tops": [
      "better-auth"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "authjs": 10,
      "better-auth": 2
     },
     "top": "authjs",
     "tops": [
      "authjs"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "clerk": 8,
      "authjs": 4
     },
     "top": "clerk",
     "tops": [
      "clerk"
     ],
     "top_share": 0.6667,
     "top_ci": [
      0.3906,
      0.8619
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "authjs": 10,
      "better-auth": 2
     },
     "top": "authjs",
     "tops": [
      "authjs"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "clerk": 6,
      "authjs": 5,
      "better-auth": 1
     },
     "top": "clerk",
     "tops": [
      "clerk"
     ],
     "top_share": 0.5,
     "top_ci": [
      0.2538,
      0.7462
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "authjs": 8,
      "clerk": 3,
      "better-auth": 1
     },
     "top": "authjs",
     "tops": [
      "authjs"
     ],
     "top_share": 0.6667,
     "top_ci": [
      0.3906,
      0.8619
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "authjs": 8,
      "clerk": 3,
      "better-auth": 1
     },
     "top": "authjs",
     "tops": [
      "authjs"
     ],
     "top_share": 0.6667,
     "top_ci": [
      0.3906,
      0.8619
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "authjs": 10,
      "clerk": 2
     },
     "top": "authjs",
     "tops": [
      "authjs"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "clerk": 7,
      "authjs": 5
     },
     "top": "clerk",
     "tops": [
      "clerk"
     ],
     "top_share": 0.5833,
     "top_ci": [
      0.3195,
      0.8067
     ]
    }
   },
   "pooled": {
    "authjs": 0.5167,
    "better-auth": 0.2417,
    "clerk": 0.2417
   },
   "top": "authjs",
   "top_share": 0.5167,
   "models_agree": 5,
   "models_total": 10,
   "variant_consistent": 6,
   "hhi": 0.3838,
   "tier": "contested"
  },
  "database_host": {
   "label": "Postgres hosting",
   "group": "data",
   "tasks": [
    "ts-saas-starter"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "neon": 12
     },
     "top": "neon",
     "tops": [
      "neon"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "neon": 12
     },
     "top": "neon",
     "tops": [
      "neon"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "neon": 12
     },
     "top": "neon",
     "tops": [
      "neon"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "neon": 12
     },
     "top": "neon",
     "tops": [
      "neon"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "neon": 12
     },
     "top": "neon",
     "tops": [
      "neon"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "neon": 12
     },
     "top": "neon",
     "tops": [
      "neon"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "neon": 12
     },
     "top": "neon",
     "tops": [
      "neon"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "neon": 12
     },
     "top": "neon",
     "tops": [
      "neon"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "neon": 12
     },
     "top": "neon",
     "tops": [
      "neon"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "neon": 12
     },
     "top": "neon",
     "tops": [
      "neon"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    }
   },
   "pooled": {
    "neon": 1.0
   },
   "top": "neon",
   "top_share": 1.0,
   "models_agree": 10,
   "models_total": 10,
   "variant_consistent": 10,
   "hhi": 1.0,
   "tier": "default"
  },
  "orm": {
   "label": "ORM / query builder",
   "group": "data",
   "tasks": [
    "ts-saas-starter"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "drizzle": 12
     },
     "top": "drizzle",
     "tops": [
      "drizzle"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "drizzle": 12
     },
     "top": "drizzle",
     "tops": [
      "drizzle"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "prisma": 10,
      "drizzle": 2
     },
     "top": "prisma",
     "tops": [
      "prisma"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "drizzle": 12
     },
     "top": "drizzle",
     "tops": [
      "drizzle"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "drizzle": 8,
      "prisma": 4
     },
     "top": "drizzle",
     "tops": [
      "drizzle"
     ],
     "top_share": 0.6667,
     "top_ci": [
      0.3906,
      0.8619
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "drizzle": 12
     },
     "top": "drizzle",
     "tops": [
      "drizzle"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "drizzle": 11,
      "prisma": 1
     },
     "top": "drizzle",
     "tops": [
      "drizzle"
     ],
     "top_share": 0.9167,
     "top_ci": [
      0.6461,
      0.9851
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "prisma": 7,
      "drizzle": 5
     },
     "top": "prisma",
     "tops": [
      "prisma"
     ],
     "top_share": 0.5833,
     "top_ci": [
      0.3195,
      0.8067
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "prisma": 10,
      "drizzle": 2
     },
     "top": "prisma",
     "tops": [
      "prisma"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "drizzle": 10,
      "prisma": 2
     },
     "top": "drizzle",
     "tops": [
      "drizzle"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    }
   },
   "pooled": {
    "drizzle": 0.7167,
    "prisma": 0.2833
   },
   "top": "drizzle",
   "top_share": 0.7167,
   "models_agree": 7,
   "models_total": 10,
   "variant_consistent": 8,
   "hhi": 0.5939,
   "tier": "contested"
  },
  "payments": {
   "label": "Subscription billing",
   "group": "app",
   "tasks": [
    "ts-saas-starter"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "stripe": 12
     },
     "top": "stripe",
     "tops": [
      "stripe"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "stripe": 12
     },
     "top": "stripe",
     "tops": [
      "stripe"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "stripe": 12
     },
     "top": "stripe",
     "tops": [
      "stripe"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "stripe": 12
     },
     "top": "stripe",
     "tops": [
      "stripe"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "stripe": 12
     },
     "top": "stripe",
     "tops": [
      "stripe"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "stripe": 12
     },
     "top": "stripe",
     "tops": [
      "stripe"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "stripe": 12
     },
     "top": "stripe",
     "tops": [
      "stripe"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "stripe": 12
     },
     "top": "stripe",
     "tops": [
      "stripe"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "stripe": 12
     },
     "top": "stripe",
     "tops": [
      "stripe"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "stripe": 12
     },
     "top": "stripe",
     "tops": [
      "stripe"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    }
   },
   "pooled": {
    "stripe": 1.0
   },
   "top": "stripe",
   "top_share": 1.0,
   "models_agree": 10,
   "models_total": 10,
   "variant_consistent": 10,
   "hhi": 1.0,
   "tier": "default"
  },
  "transactional_email": {
   "label": "Transactional email",
   "group": "app",
   "tasks": [
    "ts-saas-starter"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "resend": 12
     },
     "top": "resend",
     "tops": [
      "resend"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "resend": 12
     },
     "top": "resend",
     "tops": [
      "resend"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "resend": 11,
      "postmark": 1
     },
     "top": "resend",
     "tops": [
      "resend"
     ],
     "top_share": 0.9167,
     "top_ci": [
      0.6461,
      0.9851
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "resend": 12
     },
     "top": "resend",
     "tops": [
      "resend"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "resend": 12
     },
     "top": "resend",
     "tops": [
      "resend"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "resend": 12
     },
     "top": "resend",
     "tops": [
      "resend"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "resend": 12
     },
     "top": "resend",
     "tops": [
      "resend"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "resend": 12
     },
     "top": "resend",
     "tops": [
      "resend"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "resend": 12
     },
     "top": "resend",
     "tops": [
      "resend"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "resend": 12
     },
     "top": "resend",
     "tops": [
      "resend"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    }
   },
   "pooled": {
    "resend": 0.9917,
    "postmark": 0.0083
   },
   "top": "resend",
   "top_share": 0.9917,
   "models_agree": 10,
   "models_total": 10,
   "variant_consistent": 10,
   "hhi": 0.9835,
   "tier": "default"
  },
  "error_monitoring": {
   "label": "Error monitoring",
   "group": "platform",
   "tasks": [
    "py-saas-api",
    "ts-saas-starter"
   ],
   "n": 240,
   "models": {
    "claude-opus-5-5": {
     "n": 24,
     "counts": {
      "sentry": 24
     },
     "top": "sentry",
     "tops": [
      "sentry"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.862,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 24,
     "counts": {
      "sentry": 24
     },
     "top": "sentry",
     "tops": [
      "sentry"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.862,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 24,
     "counts": {
      "sentry": 24
     },
     "top": "sentry",
     "tops": [
      "sentry"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.862,
      1.0
     ]
    },
    "gemini-3-8-flash": {
     "n": 24,
     "counts": {
      "sentry": 24
     },
     "top": "sentry",
     "tops": [
      "sentry"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.862,
      1.0
     ]
    },
    "glm-5-3": {
     "n": 24,
     "counts": {
      "sentry": 24
     },
     "top": "sentry",
     "tops": [
      "sentry"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.862,
      1.0
     ]
    },
    "gpt-6-1-sol": {
     "n": 24,
     "counts": {
      "sentry": 24
     },
     "top": "sentry",
     "tops": [
      "sentry"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.862,
      1.0
     ]
    },
    "gpt-6-astra": {
     "n": 24,
     "counts": {
      "sentry": 24
     },
     "top": "sentry",
     "tops": [
      "sentry"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.862,
      1.0
     ]
    },
    "grok-4-7": {
     "n": 24,
     "counts": {
      "sentry": 24
     },
     "top": "sentry",
     "tops": [
      "sentry"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.862,
      1.0
     ]
    },
    "kimi-k2-7-code": {
     "n": 24,
     "counts": {
      "sentry": 24
     },
     "top": "sentry",
     "tops": [
      "sentry"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.862,
      1.0
     ]
    },
    "minimax-m3": {
     "n": 24,
     "counts": {
      "sentry": 24
     },
     "top": "sentry",
     "tops": [
      "sentry"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.862,
      1.0
     ]
    }
   },
   "pooled": {
    "sentry": 1.0
   },
   "top": "sentry",
   "top_share": 1.0,
   "models_agree": 10,
   "models_total": 10,
   "variant_consistent": 10,
   "hhi": 1.0,
   "tier": "default"
  },
  "search": {
   "label": "Search",
   "group": "data",
   "tasks": [
    "ts-search"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "meilisearch": 12
     },
     "top": "meilisearch",
     "tops": [
      "meilisearch"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "meilisearch": 12
     },
     "top": "meilisearch",
     "tops": [
      "meilisearch"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "algolia": 4,
      "elastic": 4,
      "meilisearch": 4
     },
     "top": "algolia",
     "tops": [
      "algolia",
      "elastic",
      "meilisearch"
     ],
     "top_share": 0.3333,
     "top_ci": [
      0.1381,
      0.6094
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "meilisearch": 12
     },
     "top": "meilisearch",
     "tops": [
      "meilisearch"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "meilisearch": 10,
      "elastic": 2
     },
     "top": "meilisearch",
     "tops": [
      "meilisearch"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "meilisearch": 9,
      "algolia": 2,
      "elastic": 1
     },
     "top": "meilisearch",
     "tops": [
      "meilisearch"
     ],
     "top_share": 0.75,
     "top_ci": [
      0.4677,
      0.9111
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "elastic": 6,
      "meilisearch": 4,
      "algolia": 2
     },
     "top": "elastic",
     "tops": [
      "elastic"
     ],
     "top_share": 0.5,
     "top_ci": [
      0.2538,
      0.7462
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "meilisearch": 9,
      "elastic": 2,
      "algolia": 1
     },
     "top": "meilisearch",
     "tops": [
      "meilisearch"
     ],
     "top_share": 0.75,
     "top_ci": [
      0.4677,
      0.9111
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "meilisearch": 11,
      "elastic": 1
     },
     "top": "meilisearch",
     "tops": [
      "meilisearch"
     ],
     "top_share": 0.9167,
     "top_ci": [
      0.6461,
      0.9851
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "meilisearch": 9,
      "algolia": 3
     },
     "top": "meilisearch",
     "tops": [
      "meilisearch"
     ],
     "top_share": 0.75,
     "top_ci": [
      0.4677,
      0.9111
     ]
    }
   },
   "pooled": {
    "meilisearch": 0.7667,
    "elastic": 0.1333,
    "algolia": 0.1
   },
   "top": "meilisearch",
   "top_share": 0.7667,
   "models_agree": 9,
   "models_total": 10,
   "variant_consistent": 7,
   "hhi": 0.6156,
   "tier": "leaning"
  },
  "background_jobs": {
   "label": "Background jobs",
   "group": "platform",
   "tasks": [
    "ts-jobs"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "bullmq": 12
     },
     "top": "bullmq",
     "tops": [
      "bullmq"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "bullmq": 12
     },
     "top": "bullmq",
     "tops": [
      "bullmq"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "bullmq": 12
     },
     "top": "bullmq",
     "tops": [
      "bullmq"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "bullmq": 12
     },
     "top": "bullmq",
     "tops": [
      "bullmq"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "bullmq": 12
     },
     "top": "bullmq",
     "tops": [
      "bullmq"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "bullmq": 12
     },
     "top": "bullmq",
     "tops": [
      "bullmq"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "bullmq": 12
     },
     "top": "bullmq",
     "tops": [
      "bullmq"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "bullmq": 12
     },
     "top": "bullmq",
     "tops": [
      "bullmq"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "bullmq": 12
     },
     "top": "bullmq",
     "tops": [
      "bullmq"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "bullmq": 12
     },
     "top": "bullmq",
     "tops": [
      "bullmq"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    }
   },
   "pooled": {
    "bullmq": 1.0
   },
   "top": "bullmq",
   "top_share": 1.0,
   "models_agree": 10,
   "models_total": 10,
   "variant_consistent": 10,
   "hhi": 1.0,
   "tier": "default"
  },
  "product_analytics": {
   "label": "Product analytics",
   "group": "app",
   "tasks": [
    "ts-analytics"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "posthog": 12
     },
     "top": "posthog",
     "tops": [
      "posthog"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "posthog": 12
     },
     "top": "posthog",
     "tops": [
      "posthog"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "posthog": 12
     },
     "top": "posthog",
     "tops": [
      "posthog"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "posthog": 12
     },
     "top": "posthog",
     "tops": [
      "posthog"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "posthog": 12
     },
     "top": "posthog",
     "tops": [
      "posthog"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "posthog": 12
     },
     "top": "posthog",
     "tops": [
      "posthog"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "posthog": 12
     },
     "top": "posthog",
     "tops": [
      "posthog"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "posthog": 12
     },
     "top": "posthog",
     "tops": [
      "posthog"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "posthog": 12
     },
     "top": "posthog",
     "tops": [
      "posthog"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "posthog": 12
     },
     "top": "posthog",
     "tops": [
      "posthog"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    }
   },
   "pooled": {
    "posthog": 1.0
   },
   "top": "posthog",
   "top_share": 1.0,
   "models_agree": 10,
   "models_total": 10,
   "variant_consistent": 10,
   "hhi": 1.0,
   "tier": "default"
  },
  "feature_flags": {
   "label": "Feature flags",
   "group": "app",
   "tasks": [
    "ts-analytics"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "posthog": 12
     },
     "top": "posthog",
     "tops": [
      "posthog"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "posthog": 12
     },
     "top": "posthog",
     "tops": [
      "posthog"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "launchdarkly": 12
     },
     "top": "launchdarkly",
     "tops": [
      "launchdarkly"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "launchdarkly": 12
     },
     "top": "launchdarkly",
     "tops": [
      "launchdarkly"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "launchdarkly": 9,
      "posthog": 3
     },
     "top": "launchdarkly",
     "tops": [
      "launchdarkly"
     ],
     "top_share": 0.75,
     "top_ci": [
      0.4677,
      0.9111
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "launchdarkly": 12
     },
     "top": "launchdarkly",
     "tops": [
      "launchdarkly"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "launchdarkly": 10,
      "posthog": 2
     },
     "top": "launchdarkly",
     "tops": [
      "launchdarkly"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "launchdarkly": 10,
      "posthog": 1,
      "vercel": 1
     },
     "top": "launchdarkly",
     "tops": [
      "launchdarkly"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "posthog": 12
     },
     "top": "posthog",
     "tops": [
      "posthog"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "launchdarkly": 6,
      "posthog": 3,
      "growthbook": 2,
      "vercel": 1
     },
     "top": "launchdarkly",
     "tops": [
      "launchdarkly"
     ],
     "top_share": 0.5,
     "top_ci": [
      0.2538,
      0.7462
     ]
    }
   },
   "pooled": {
    "launchdarkly": 0.5917,
    "posthog": 0.375,
    "growthbook": 0.0167,
    "vercel": 0.0167
   },
   "top": "launchdarkly",
   "top_share": 0.5917,
   "models_agree": 7,
   "models_total": 10,
   "variant_consistent": 9,
   "hhi": 0.4913,
   "tier": "contested"
  },
  "object_storage": {
   "label": "File storage",
   "group": "platform",
   "tasks": [
    "ts-uploads"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "aws": 12
     },
     "top": "aws",
     "tops": [
      "aws"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "aws": 12
     },
     "top": "aws",
     "tops": [
      "aws"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "aws": 9,
      "vercel": 3
     },
     "top": "aws",
     "tops": [
      "aws"
     ],
     "top_share": 0.75,
     "top_ci": [
      0.4677,
      0.9111
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "aws": 10,
      "cloudflare": 2
     },
     "top": "aws",
     "tops": [
      "aws"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "aws": 11,
      "vercel": 1
     },
     "top": "aws",
     "tops": [
      "aws"
     ],
     "top_share": 0.9167,
     "top_ci": [
      0.6461,
      0.9851
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "aws": 12
     },
     "top": "aws",
     "tops": [
      "aws"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "aws": 12
     },
     "top": "aws",
     "tops": [
      "aws"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "aws": 10,
      "vercel": 2
     },
     "top": "aws",
     "tops": [
      "aws"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "aws": 12
     },
     "top": "aws",
     "tops": [
      "aws"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "cloudflare": 12
     },
     "top": "cloudflare",
     "tops": [
      "cloudflare"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    }
   },
   "pooled": {
    "aws": 0.8333,
    "cloudflare": 0.1167,
    "vercel": 0.05
   },
   "top": "aws",
   "top_share": 0.8333,
   "models_agree": 9,
   "models_total": 10,
   "variant_consistent": 10,
   "hhi": 0.7105,
   "tier": "leaning"
  },
  "image_delivery": {
   "label": "Image delivery",
   "group": "platform",
   "tasks": [
    "ts-uploads"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "imgix": 5,
      "aws": 4,
      "vercel": 2,
      "cloudinary": 1
     },
     "top": "imgix",
     "tops": [
      "imgix"
     ],
     "top_share": 0.4167,
     "top_ci": [
      0.1933,
      0.6805
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "cloudinary": 4,
      "vercel": 4,
      "cloudflare": 2,
      "aws": 1,
      "sharp": 1
     },
     "top": "cloudinary",
     "tops": [
      "cloudinary",
      "vercel"
     ],
     "top_share": 0.3333,
     "top_ci": [
      0.1381,
      0.6094
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "cloudinary": 11,
      "vercel": 1
     },
     "top": "cloudinary",
     "tops": [
      "cloudinary"
     ],
     "top_share": 0.9167,
     "top_ci": [
      0.6461,
      0.9851
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "cloudinary": 9,
      "cloudflare": 2,
      "imgix": 1
     },
     "top": "cloudinary",
     "tops": [
      "cloudinary"
     ],
     "top_share": 0.75,
     "top_ci": [
      0.4677,
      0.9111
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "cloudinary": 10,
      "imgix": 1,
      "vercel": 1
     },
     "top": "cloudinary",
     "tops": [
      "cloudinary"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "cloudinary": 10,
      "imgix": 2
     },
     "top": "cloudinary",
     "tops": [
      "cloudinary"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "cloudinary": 12
     },
     "top": "cloudinary",
     "tops": [
      "cloudinary"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "cloudinary": 10,
      "imgix": 1,
      "vercel": 1
     },
     "top": "cloudinary",
     "tops": [
      "cloudinary"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "cloudinary": 10,
      "aws": 2
     },
     "top": "cloudinary",
     "tops": [
      "cloudinary"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "cloudflare": 12
     },
     "top": "cloudflare",
     "tops": [
      "cloudflare"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    }
   },
   "pooled": {
    "cloudinary": 0.6417,
    "cloudflare": 0.1333,
    "imgix": 0.0833,
    "vercel": 0.075,
    "aws": 0.0583,
    "sharp": 0.0083
   },
   "top": "cloudinary",
   "top_share": 0.6417,
   "models_agree": 8,
   "models_total": 10,
   "variant_consistent": 8,
   "hhi": 0.4456,
   "tier": "leaning"
  },
  "llm_sdk": {
   "label": "LLM SDK",
   "group": "ai",
   "tasks": [
    "ts-ai-chat"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "vercel": 12
     },
     "top": "vercel",
     "tops": [
      "vercel"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "vercel": 12
     },
     "top": "vercel",
     "tops": [
      "vercel"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "vercel": 12
     },
     "top": "vercel",
     "tops": [
      "vercel"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "vercel": 12
     },
     "top": "vercel",
     "tops": [
      "vercel"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "vercel": 12
     },
     "top": "vercel",
     "tops": [
      "vercel"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "vercel": 11,
      "openai": 1
     },
     "top": "vercel",
     "tops": [
      "vercel"
     ],
     "top_share": 0.9167,
     "top_ci": [
      0.6461,
      0.9851
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "vercel": 10,
      "openai": 2
     },
     "top": "vercel",
     "tops": [
      "vercel"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "vercel": 12
     },
     "top": "vercel",
     "tops": [
      "vercel"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "openai": 10,
      "vercel": 2
     },
     "top": "openai",
     "tops": [
      "openai"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "vercel": 12
     },
     "top": "vercel",
     "tops": [
      "vercel"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    }
   },
   "pooled": {
    "vercel": 0.8917,
    "openai": 0.1083
   },
   "top": "vercel",
   "top_share": 0.8917,
   "models_agree": 9,
   "models_total": 10,
   "variant_consistent": 10,
   "hhi": 0.8069,
   "tier": "leaning"
  },
  "llm_provider": {
   "label": "LLM provider",
   "group": "ai",
   "tasks": [
    "ts-ai-chat"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "anthropic": 12
     },
     "top": "anthropic",
     "tops": [
      "anthropic"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "anthropic": 6,
      "openai": 6
     },
     "top": "anthropic",
     "tops": [
      "anthropic",
      "openai"
     ],
     "top_share": 0.5,
     "top_ci": [
      0.2538,
      0.7462
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "openai": 12
     },
     "top": "openai",
     "tops": [
      "openai"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "openai": 11,
      "google": 1
     },
     "top": "openai",
     "tops": [
      "openai"
     ],
     "top_share": 0.9167,
     "top_ci": [
      0.6461,
      0.9851
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "openai": 11,
      "anthropic": 1
     },
     "top": "openai",
     "tops": [
      "openai"
     ],
     "top_share": 0.9167,
     "top_ci": [
      0.6461,
      0.9851
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "openai": 12
     },
     "top": "openai",
     "tops": [
      "openai"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "openai": 12
     },
     "top": "openai",
     "tops": [
      "openai"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "openai": 12
     },
     "top": "openai",
     "tops": [
      "openai"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "openai": 12
     },
     "top": "openai",
     "tops": [
      "openai"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "openai": 12
     },
     "top": "openai",
     "tops": [
      "openai"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    }
   },
   "pooled": {
    "openai": 0.8333,
    "anthropic": 0.1583,
    "google": 0.0083
   },
   "top": "openai",
   "top_share": 0.8333,
   "models_agree": 9,
   "models_total": 10,
   "variant_consistent": 9,
   "hhi": 0.7195,
   "tier": "leaning"
  },
  "hosting": {
   "label": "App hosting",
   "group": "platform",
   "tasks": [
    "ts-deploy"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "vercel": 12
     },
     "top": "vercel",
     "tops": [
      "vercel"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "vercel": 12
     },
     "top": "vercel",
     "tops": [
      "vercel"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "vercel": 12
     },
     "top": "vercel",
     "tops": [
      "vercel"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "vercel": 12
     },
     "top": "vercel",
     "tops": [
      "vercel"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "vercel": 12
     },
     "top": "vercel",
     "tops": [
      "vercel"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "vercel": 12
     },
     "top": "vercel",
     "tops": [
      "vercel"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "vercel": 12
     },
     "top": "vercel",
     "tops": [
      "vercel"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "vercel": 12
     },
     "top": "vercel",
     "tops": [
      "vercel"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "vercel": 12
     },
     "top": "vercel",
     "tops": [
      "vercel"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "vercel": 12
     },
     "top": "vercel",
     "tops": [
      "vercel"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    }
   },
   "pooled": {
    "vercel": 1.0
   },
   "top": "vercel",
   "top_share": 1.0,
   "models_agree": 10,
   "models_total": 10,
   "variant_consistent": 10,
   "hhi": 1.0,
   "tier": "default"
  },
  "realtime": {
   "label": "Realtime",
   "group": "app",
   "tasks": [
    "ts-realtime"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "liveblocks": 12
     },
     "top": "liveblocks",
     "tops": [
      "liveblocks"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "liveblocks": 12
     },
     "top": "liveblocks",
     "tops": [
      "liveblocks"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "liveblocks": 12
     },
     "top": "liveblocks",
     "tops": [
      "liveblocks"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "liveblocks": 12
     },
     "top": "liveblocks",
     "tops": [
      "liveblocks"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "pusher": 11,
      "liveblocks": 1
     },
     "top": "pusher",
     "tops": [
      "pusher"
     ],
     "top_share": 0.9167,
     "top_ci": [
      0.6461,
      0.9851
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "liveblocks": 12
     },
     "top": "liveblocks",
     "tops": [
      "liveblocks"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "liveblocks": 11,
      "ably": 1
     },
     "top": "liveblocks",
     "tops": [
      "liveblocks"
     ],
     "top_share": 0.9167,
     "top_ci": [
      0.6461,
      0.9851
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "liveblocks": 12
     },
     "top": "liveblocks",
     "tops": [
      "liveblocks"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "liveblocks": 8,
      "ably": 4
     },
     "top": "liveblocks",
     "tops": [
      "liveblocks"
     ],
     "top_share": 0.6667,
     "top_ci": [
      0.3906,
      0.8619
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "liveblocks": 12
     },
     "top": "liveblocks",
     "tops": [
      "liveblocks"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    }
   },
   "pooled": {
    "liveblocks": 0.8667,
    "pusher": 0.0917,
    "ably": 0.0417
   },
   "top": "liveblocks",
   "top_share": 0.8667,
   "models_agree": 9,
   "models_total": 10,
   "variant_consistent": 10,
   "hhi": 0.7613,
   "tier": "leaning"
  },
  "vector_db": {
   "label": "Vector database",
   "group": "ai",
   "tasks": [
    "py-agent",
    "ts-rag"
   ],
   "n": 240,
   "models": {
    "claude-opus-5-5": {
     "n": 24,
     "counts": {
      "qdrant": 12,
      "pgvector": 11,
      "pinecone": 1
     },
     "top": "qdrant",
     "tops": [
      "qdrant"
     ],
     "top_share": 0.5,
     "top_ci": [
      0.3143,
      0.6857
     ]
    },
    "claude-sonnet-5-5": {
     "n": 24,
     "counts": {
      "pgvector": 11,
      "qdrant": 10,
      "chroma": 3
     },
     "top": "pgvector",
     "tops": [
      "pgvector"
     ],
     "top_share": 0.4583,
     "top_ci": [
      0.2789,
      0.6493
     ]
    },
    "deepseek-v4-pro": {
     "n": 24,
     "counts": {
      "pinecone": 19,
      "chroma": 5
     },
     "top": "pinecone",
     "tops": [
      "pinecone"
     ],
     "top_share": 0.7917,
     "top_ci": [
      0.5953,
      0.9076
     ]
    },
    "gemini-3-8-flash": {
     "n": 24,
     "counts": {
      "pinecone": 12,
      "chroma": 8,
      "qdrant": 4
     },
     "top": "pinecone",
     "tops": [
      "pinecone"
     ],
     "top_share": 0.5,
     "top_ci": [
      0.3143,
      0.6857
     ]
    },
    "glm-5-3": {
     "n": 24,
     "counts": {
      "pinecone": 18,
      "chroma": 3,
      "qdrant": 3
     },
     "top": "pinecone",
     "tops": [
      "pinecone"
     ],
     "top_share": 0.75,
     "top_ci": [
      0.551,
      0.88
     ]
    },
    "gpt-6-1-sol": {
     "n": 24,
     "counts": {
      "pinecone": 15,
      "qdrant": 9
     },
     "top": "pinecone",
     "tops": [
      "pinecone"
     ],
     "top_share": 0.625,
     "top_ci": [
      0.4271,
      0.7884
     ]
    },
    "gpt-6-astra": {
     "n": 24,
     "counts": {
      "pinecone": 13,
      "qdrant": 9,
      "chroma": 1,
      "pgvector": 1
     },
     "top": "pinecone",
     "tops": [
      "pinecone"
     ],
     "top_share": 0.5417,
     "top_ci": [
      0.3507,
      0.7211
     ]
    },
    "grok-4-7": {
     "n": 24,
     "counts": {
      "chroma": 8,
      "pinecone": 8,
      "qdrant": 6,
      "pgvector": 2
     },
     "top": "chroma",
     "tops": [
      "chroma",
      "pinecone"
     ],
     "top_share": 0.3333,
     "top_ci": [
      0.1797,
      0.5329
     ]
    },
    "kimi-k2-7-code": {
     "n": 24,
     "counts": {
      "pinecone": 11,
      "chroma": 6,
      "pgvector": 4,
      "weaviate": 3
     },
     "top": "pinecone",
     "tops": [
      "pinecone"
     ],
     "top_share": 0.4583,
     "top_ci": [
      0.2789,
      0.6493
     ]
    },
    "minimax-m3": {
     "n": 24,
     "counts": {
      "pinecone": 13,
      "qdrant": 6,
      "chroma": 5
     },
     "top": "pinecone",
     "tops": [
      "pinecone"
     ],
     "top_share": 0.5417,
     "top_ci": [
      0.3507,
      0.7211
     ]
    }
   },
   "pooled": {
    "pinecone": 0.4583,
    "qdrant": 0.2458,
    "chroma": 0.1625,
    "pgvector": 0.1208,
    "weaviate": 0.0125
   },
   "top": "pinecone",
   "top_share": 0.4583,
   "models_agree": 8,
   "models_total": 10,
   "variant_consistent": 6,
   "hhi": 0.3116,
   "tier": "contested"
  },
  "headless_cms": {
   "label": "Headless CMS",
   "group": "app",
   "tasks": [
    "ts-cms"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "sanity": 12
     },
     "top": "sanity",
     "tops": [
      "sanity"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "sanity": 12
     },
     "top": "sanity",
     "tops": [
      "sanity"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "sanity": 11,
      "contentful": 1
     },
     "top": "sanity",
     "tops": [
      "sanity"
     ],
     "top_share": 0.9167,
     "top_ci": [
      0.6461,
      0.9851
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "sanity": 12
     },
     "top": "sanity",
     "tops": [
      "sanity"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "sanity": 7,
      "contentful": 5
     },
     "top": "sanity",
     "tops": [
      "sanity"
     ],
     "top_share": 0.5833,
     "top_ci": [
      0.3195,
      0.8067
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "sanity": 12
     },
     "top": "sanity",
     "tops": [
      "sanity"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "sanity": 12
     },
     "top": "sanity",
     "tops": [
      "sanity"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "sanity": 12
     },
     "top": "sanity",
     "tops": [
      "sanity"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "sanity": 8,
      "contentful": 3,
      "payload": 1
     },
     "top": "sanity",
     "tops": [
      "sanity"
     ],
     "top_share": 0.6667,
     "top_ci": [
      0.3906,
      0.8619
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "sanity": 10,
      "cms-other": 2
     },
     "top": "sanity",
     "tops": [
      "sanity"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    }
   },
   "pooled": {
    "sanity": 0.9,
    "contentful": 0.075,
    "cms-other": 0.0167,
    "payload": 0.0083
   },
   "top": "sanity",
   "top_share": 0.9,
   "models_agree": 10,
   "models_total": 10,
   "variant_consistent": 9,
   "hhi": 0.816,
   "tier": "leaning"
  },
  "ui_components": {
   "label": "UI components",
   "group": "frontend",
   "tasks": [
    "ts-ui"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "mui": 5,
      "shadcn": 4,
      "ant-design": 3
     },
     "top": "mui",
     "tops": [
      "mui"
     ],
     "top_share": 0.4167,
     "top_ci": [
      0.1933,
      0.6805
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "mui": 12
     },
     "top": "mui",
     "tops": [
      "mui"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "ant-design": 8,
      "mui": 2,
      "shadcn": 2
     },
     "top": "ant-design",
     "tops": [
      "ant-design"
     ],
     "top_share": 0.6667,
     "top_ci": [
      0.3906,
      0.8619
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "shadcn": 6,
      "mui": 5,
      "ant-design": 1
     },
     "top": "shadcn",
     "tops": [
      "shadcn"
     ],
     "top_share": 0.5,
     "top_ci": [
      0.2538,
      0.7462
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "ant-design": 12
     },
     "top": "ant-design",
     "tops": [
      "ant-design"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "mui": 12
     },
     "top": "mui",
     "tops": [
      "mui"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "mui": 12
     },
     "top": "mui",
     "tops": [
      "mui"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "ant-design": 12
     },
     "top": "ant-design",
     "tops": [
      "ant-design"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "mui": 12
     },
     "top": "mui",
     "tops": [
      "mui"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "ant-design": 9,
      "mui": 2,
      "shadcn": 1
     },
     "top": "ant-design",
     "tops": [
      "ant-design"
     ],
     "top_share": 0.75,
     "top_ci": [
      0.4677,
      0.9111
     ]
    }
   },
   "pooled": {
    "mui": 0.5167,
    "ant-design": 0.375,
    "shadcn": 0.1083
   },
   "top": "mui",
   "top_share": 0.5167,
   "models_agree": 5,
   "models_total": 10,
   "variant_consistent": 7,
   "hhi": 0.4193,
   "tier": "contested"
  },
  "unit_testing": {
   "label": "Unit testing",
   "group": "testing",
   "tasks": [
    "ts-testing"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "vitest": 12
     },
     "top": "vitest",
     "tops": [
      "vitest"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "vitest": 10,
      "jest": 2
     },
     "top": "vitest",
     "tops": [
      "vitest"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "jest": 7,
      "vitest": 5
     },
     "top": "jest",
     "tops": [
      "jest"
     ],
     "top_share": 0.5833,
     "top_ci": [
      0.3195,
      0.8067
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "vitest": 9,
      "jest": 3
     },
     "top": "vitest",
     "tops": [
      "vitest"
     ],
     "top_share": 0.75,
     "top_ci": [
      0.4677,
      0.9111
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "vitest": 8,
      "jest": 4
     },
     "top": "vitest",
     "tops": [
      "vitest"
     ],
     "top_share": 0.6667,
     "top_ci": [
      0.3906,
      0.8619
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "vitest": 8,
      "jest": 4
     },
     "top": "vitest",
     "tops": [
      "vitest"
     ],
     "top_share": 0.6667,
     "top_ci": [
      0.3906,
      0.8619
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "vitest": 8,
      "jest": 4
     },
     "top": "vitest",
     "tops": [
      "vitest"
     ],
     "top_share": 0.6667,
     "top_ci": [
      0.3906,
      0.8619
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "jest": 10,
      "vitest": 2
     },
     "top": "jest",
     "tops": [
      "jest"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "jest": 9,
      "vitest": 3
     },
     "top": "jest",
     "tops": [
      "jest"
     ],
     "top_share": 0.75,
     "top_ci": [
      0.4677,
      0.9111
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "jest": 8,
      "vitest": 4
     },
     "top": "jest",
     "tops": [
      "jest"
     ],
     "top_share": 0.6667,
     "top_ci": [
      0.3906,
      0.8619
     ]
    }
   },
   "pooled": {
    "vitest": 0.575,
    "jest": 0.425
   },
   "top": "vitest",
   "top_share": 0.575,
   "models_agree": 6,
   "models_total": 10,
   "variant_consistent": 6,
   "hhi": 0.5112,
   "tier": "contested"
  },
  "e2e_testing": {
   "label": "End-to-end testing",
   "group": "testing",
   "tasks": [
    "ts-testing"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "playwright": 12
     },
     "top": "playwright",
     "tops": [
      "playwright"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "playwright": 12
     },
     "top": "playwright",
     "tops": [
      "playwright"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "playwright": 12
     },
     "top": "playwright",
     "tops": [
      "playwright"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "playwright": 12
     },
     "top": "playwright",
     "tops": [
      "playwright"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "playwright": 12
     },
     "top": "playwright",
     "tops": [
      "playwright"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "playwright": 12
     },
     "top": "playwright",
     "tops": [
      "playwright"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "playwright": 12
     },
     "top": "playwright",
     "tops": [
      "playwright"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "playwright": 12
     },
     "top": "playwright",
     "tops": [
      "playwright"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "playwright": 12
     },
     "top": "playwright",
     "tops": [
      "playwright"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "playwright": 12
     },
     "top": "playwright",
     "tops": [
      "playwright"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    }
   },
   "pooled": {
    "playwright": 1.0
   },
   "top": "playwright",
   "top_share": 1.0,
   "models_agree": 10,
   "models_total": 10,
   "variant_consistent": 10,
   "hhi": 1.0,
   "tier": "default"
  },
  "cache": {
   "label": "Cache",
   "group": "platform",
   "tasks": [
    "ts-api-protection"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "redis": 12
     },
     "top": "redis",
     "tops": [
      "redis"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "redis": 12
     },
     "top": "redis",
     "tops": [
      "redis"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "redis": 12
     },
     "top": "redis",
     "tops": [
      "redis"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "redis": 12
     },
     "top": "redis",
     "tops": [
      "redis"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "redis": 12
     },
     "top": "redis",
     "tops": [
      "redis"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "redis": 10,
      "upstash": 2
     },
     "top": "redis",
     "tops": [
      "redis"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "redis": 12
     },
     "top": "redis",
     "tops": [
      "redis"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "redis": 12
     },
     "top": "redis",
     "tops": [
      "redis"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "redis": 10,
      "in-memory-cache": 2
     },
     "top": "redis",
     "tops": [
      "redis"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "redis": 11,
      "upstash": 1
     },
     "top": "redis",
     "tops": [
      "redis"
     ],
     "top_share": 0.9167,
     "top_ci": [
      0.6461,
      0.9851
     ]
    }
   },
   "pooled": {
    "redis": 0.9583,
    "upstash": 0.025,
    "in-memory-cache": 0.0167
   },
   "top": "redis",
   "top_share": 0.9583,
   "models_agree": 10,
   "models_total": 10,
   "variant_consistent": 10,
   "hhi": 0.9192,
   "tier": "default"
  },
  "rate_limiting": {
   "label": "Rate limiting",
   "group": "platform",
   "tasks": [
    "ts-api-protection"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "rate-limiter-flexible": 12
     },
     "top": "rate-limiter-flexible",
     "tops": [
      "rate-limiter-flexible"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "rate-limiter-flexible": 12
     },
     "top": "rate-limiter-flexible",
     "tops": [
      "rate-limiter-flexible"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "rate-limiter-flexible": 10,
      "express-rate-limit": 2
     },
     "top": "rate-limiter-flexible",
     "tops": [
      "rate-limiter-flexible"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "rate-limiter-flexible": 11,
      "express-rate-limit": 1
     },
     "top": "rate-limiter-flexible",
     "tops": [
      "rate-limiter-flexible"
     ],
     "top_share": 0.9167,
     "top_ci": [
      0.6461,
      0.9851
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "rate-limiter-flexible": 9,
      "express-rate-limit": 3
     },
     "top": "rate-limiter-flexible",
     "tops": [
      "rate-limiter-flexible"
     ],
     "top_share": 0.75,
     "top_ci": [
      0.4677,
      0.9111
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "rate-limiter-flexible": 8,
      "express-rate-limit": 2,
      "upstash": 2
     },
     "top": "rate-limiter-flexible",
     "tops": [
      "rate-limiter-flexible"
     ],
     "top_share": 0.6667,
     "top_ci": [
      0.3906,
      0.8619
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "rate-limiter-flexible": 10,
      "express-rate-limit": 2
     },
     "top": "rate-limiter-flexible",
     "tops": [
      "rate-limiter-flexible"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "express-rate-limit": 11,
      "rate-limiter-flexible": 1
     },
     "top": "express-rate-limit",
     "tops": [
      "express-rate-limit"
     ],
     "top_share": 0.9167,
     "top_ci": [
      0.6461,
      0.9851
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "express-rate-limit": 9,
      "rate-limiter-flexible": 3
     },
     "top": "express-rate-limit",
     "tops": [
      "express-rate-limit"
     ],
     "top_share": 0.75,
     "top_ci": [
      0.4677,
      0.9111
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "express-rate-limit": 7,
      "rate-limiter-flexible": 4,
      "upstash": 1
     },
     "top": "express-rate-limit",
     "tops": [
      "express-rate-limit"
     ],
     "top_share": 0.5833,
     "top_ci": [
      0.3195,
      0.8067
     ]
    }
   },
   "pooled": {
    "rate-limiter-flexible": 0.6667,
    "express-rate-limit": 0.3083,
    "upstash": 0.025
   },
   "top": "rate-limiter-flexible",
   "top_share": 0.6667,
   "models_agree": 7,
   "models_total": 10,
   "variant_consistent": 9,
   "hhi": 0.5402,
   "tier": "contested"
  },
  "py_web_framework": {
   "label": "Python web framework",
   "group": "python",
   "tasks": [
    "py-saas-api"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "fastapi": 12
     },
     "top": "fastapi",
     "tops": [
      "fastapi"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "fastapi": 12
     },
     "top": "fastapi",
     "tops": [
      "fastapi"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "fastapi": 12
     },
     "top": "fastapi",
     "tops": [
      "fastapi"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "fastapi": 12
     },
     "top": "fastapi",
     "tops": [
      "fastapi"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "fastapi": 12
     },
     "top": "fastapi",
     "tops": [
      "fastapi"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "fastapi": 12
     },
     "top": "fastapi",
     "tops": [
      "fastapi"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "fastapi": 12
     },
     "top": "fastapi",
     "tops": [
      "fastapi"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "fastapi": 12
     },
     "top": "fastapi",
     "tops": [
      "fastapi"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "fastapi": 12
     },
     "top": "fastapi",
     "tops": [
      "fastapi"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "fastapi": 12
     },
     "top": "fastapi",
     "tops": [
      "fastapi"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    }
   },
   "pooled": {
    "fastapi": 1.0
   },
   "top": "fastapi",
   "top_share": 1.0,
   "models_agree": 10,
   "models_total": 10,
   "variant_consistent": 10,
   "hhi": 1.0,
   "tier": "default"
  },
  "py_orm": {
   "label": "Python database layer",
   "group": "python",
   "tasks": [
    "py-saas-api"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "sqlalchemy": 12
     },
     "top": "sqlalchemy",
     "tops": [
      "sqlalchemy"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "sqlalchemy": 12
     },
     "top": "sqlalchemy",
     "tops": [
      "sqlalchemy"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "sqlalchemy": 12
     },
     "top": "sqlalchemy",
     "tops": [
      "sqlalchemy"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "sqlalchemy": 12
     },
     "top": "sqlalchemy",
     "tops": [
      "sqlalchemy"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "sqlalchemy": 12
     },
     "top": "sqlalchemy",
     "tops": [
      "sqlalchemy"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "sqlalchemy": 12
     },
     "top": "sqlalchemy",
     "tops": [
      "sqlalchemy"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "sqlalchemy": 12
     },
     "top": "sqlalchemy",
     "tops": [
      "sqlalchemy"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "sqlalchemy": 12
     },
     "top": "sqlalchemy",
     "tops": [
      "sqlalchemy"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "sqlalchemy": 12
     },
     "top": "sqlalchemy",
     "tops": [
      "sqlalchemy"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "sqlalchemy": 12
     },
     "top": "sqlalchemy",
     "tops": [
      "sqlalchemy"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    }
   },
   "pooled": {
    "sqlalchemy": 1.0
   },
   "top": "sqlalchemy",
   "top_share": 1.0,
   "models_agree": 10,
   "models_total": 10,
   "variant_consistent": 10,
   "hhi": 1.0,
   "tier": "default"
  },
  "py_auth": {
   "label": "Python authentication",
   "group": "python",
   "tasks": [
    "py-saas-api"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "fastapi-users": 12
     },
     "top": "fastapi-users",
     "tops": [
      "fastapi-users"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "authlib": 10,
      "auth0": 1,
      "fastapi-users": 1
     },
     "top": "authlib",
     "tops": [
      "authlib"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "auth0": 9,
      "authlib": 2,
      "diy-auth": 1
     },
     "top": "auth0",
     "tops": [
      "auth0"
     ],
     "top_share": 0.75,
     "top_ci": [
      0.4677,
      0.9111
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "diy-auth": 9,
      "fastapi-users": 3
     },
     "top": "diy-auth",
     "tops": [
      "diy-auth"
     ],
     "top_share": 0.75,
     "top_ci": [
      0.4677,
      0.9111
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "auth0": 8,
      "fastapi-users": 4
     },
     "top": "auth0",
     "tops": [
      "auth0"
     ],
     "top_share": 0.6667,
     "top_ci": [
      0.3906,
      0.8619
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "auth0": 7,
      "authlib": 3,
      "fastapi-users": 2
     },
     "top": "auth0",
     "tops": [
      "auth0"
     ],
     "top_share": 0.5833,
     "top_ci": [
      0.3195,
      0.8067
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "auth0": 9,
      "authlib": 1,
      "diy-auth": 1,
      "fastapi-users": 1
     },
     "top": "auth0",
     "tops": [
      "auth0"
     ],
     "top_share": 0.75,
     "top_ci": [
      0.4677,
      0.9111
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "authlib": 10,
      "auth0": 2
     },
     "top": "authlib",
     "tops": [
      "authlib"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "auth0": 6,
      "authlib": 6
     },
     "top": "auth0",
     "tops": [
      "auth0",
      "authlib"
     ],
     "top_share": 0.5,
     "top_ci": [
      0.2538,
      0.7462
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "auth0": 9,
      "fastapi-users": 2,
      "diy-auth": 1
     },
     "top": "auth0",
     "tops": [
      "auth0"
     ],
     "top_share": 0.75,
     "top_ci": [
      0.4677,
      0.9111
     ]
    }
   },
   "pooled": {
    "auth0": 0.425,
    "authlib": 0.2667,
    "fastapi-users": 0.2083,
    "diy-auth": 0.1
   },
   "top": "auth0",
   "top_share": 0.425,
   "models_agree": 6,
   "models_total": 10,
   "variant_consistent": 7,
   "hhi": 0.3051,
   "tier": "contested"
  },
  "py_jobs": {
   "label": "Python background jobs",
   "group": "python",
   "tasks": [
    "py-saas-api"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "celery": 12
     },
     "top": "celery",
     "tops": [
      "celery"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "celery": 12
     },
     "top": "celery",
     "tops": [
      "celery"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "celery": 12
     },
     "top": "celery",
     "tops": [
      "celery"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "celery": 12
     },
     "top": "celery",
     "tops": [
      "celery"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "celery": 12
     },
     "top": "celery",
     "tops": [
      "celery"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "celery": 12
     },
     "top": "celery",
     "tops": [
      "celery"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "celery": 12
     },
     "top": "celery",
     "tops": [
      "celery"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "celery": 12
     },
     "top": "celery",
     "tops": [
      "celery"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "celery": 12
     },
     "top": "celery",
     "tops": [
      "celery"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "celery": 12
     },
     "top": "celery",
     "tops": [
      "celery"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    }
   },
   "pooled": {
    "celery": 1.0
   },
   "top": "celery",
   "top_share": 1.0,
   "models_agree": 10,
   "models_total": 10,
   "variant_consistent": 10,
   "hhi": 1.0,
   "tier": "default"
  },
  "py_llm_framework": {
   "label": "Python agent framework",
   "group": "python",
   "tasks": [
    "py-agent"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "llamaindex": 12
     },
     "top": "llamaindex",
     "tops": [
      "llamaindex"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "llamaindex": 12
     },
     "top": "llamaindex",
     "tops": [
      "llamaindex"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "langchain": 12
     },
     "top": "langchain",
     "tops": [
      "langchain"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "llamaindex": 7,
      "langchain": 5
     },
     "top": "llamaindex",
     "tops": [
      "llamaindex"
     ],
     "top_share": 0.5833,
     "top_ci": [
      0.3195,
      0.8067
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "langchain": 7,
      "llamaindex": 5
     },
     "top": "langchain",
     "tops": [
      "langchain"
     ],
     "top_share": 0.5833,
     "top_ci": [
      0.3195,
      0.8067
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "llamaindex": 8,
      "langchain": 4
     },
     "top": "llamaindex",
     "tops": [
      "llamaindex"
     ],
     "top_share": 0.6667,
     "top_ci": [
      0.3906,
      0.8619
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "langchain": 8,
      "llamaindex": 4
     },
     "top": "langchain",
     "tops": [
      "langchain"
     ],
     "top_share": 0.6667,
     "top_ci": [
      0.3906,
      0.8619
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "langchain": 10,
      "llamaindex": 2
     },
     "top": "langchain",
     "tops": [
      "langchain"
     ],
     "top_share": 0.8333,
     "top_ci": [
      0.552,
      0.953
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "langchain": 12
     },
     "top": "langchain",
     "tops": [
      "langchain"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "langchain": 11,
      "llamaindex": 1
     },
     "top": "langchain",
     "tops": [
      "langchain"
     ],
     "top_share": 0.9167,
     "top_ci": [
      0.6461,
      0.9851
     ]
    }
   },
   "pooled": {
    "langchain": 0.575,
    "llamaindex": 0.425
   },
   "top": "langchain",
   "top_share": 0.575,
   "models_agree": 6,
   "models_total": 10,
   "variant_consistent": 8,
   "hhi": 0.5112,
   "tier": "contested"
  },
  "py_orchestration": {
   "label": "Pipeline orchestration",
   "group": "python",
   "tasks": [
    "py-pipeline"
   ],
   "n": 120,
   "models": {
    "claude-opus-5-5": {
     "n": 12,
     "counts": {
      "prefect": 8,
      "airflow": 2,
      "dagster": 2
     },
     "top": "prefect",
     "tops": [
      "prefect"
     ],
     "top_share": 0.6667,
     "top_ci": [
      0.3906,
      0.8619
     ]
    },
    "claude-sonnet-5-5": {
     "n": 12,
     "counts": {
      "airflow": 6,
      "prefect": 6
     },
     "top": "airflow",
     "tops": [
      "airflow",
      "prefect"
     ],
     "top_share": 0.5,
     "top_ci": [
      0.2538,
      0.7462
     ]
    },
    "deepseek-v4-pro": {
     "n": 12,
     "counts": {
      "airflow": 7,
      "prefect": 5
     },
     "top": "airflow",
     "tops": [
      "airflow"
     ],
     "top_share": 0.5833,
     "top_ci": [
      0.3195,
      0.8067
     ]
    },
    "gemini-3-8-flash": {
     "n": 12,
     "counts": {
      "airflow": 8,
      "prefect": 3,
      "dagster": 1
     },
     "top": "airflow",
     "tops": [
      "airflow"
     ],
     "top_share": 0.6667,
     "top_ci": [
      0.3906,
      0.8619
     ]
    },
    "glm-5-3": {
     "n": 12,
     "counts": {
      "airflow": 7,
      "prefect": 5
     },
     "top": "airflow",
     "tops": [
      "airflow"
     ],
     "top_share": 0.5833,
     "top_ci": [
      0.3195,
      0.8067
     ]
    },
    "gpt-6-1-sol": {
     "n": 12,
     "counts": {
      "prefect": 7,
      "airflow": 5
     },
     "top": "prefect",
     "tops": [
      "prefect"
     ],
     "top_share": 0.5833,
     "top_ci": [
      0.3195,
      0.8067
     ]
    },
    "gpt-6-astra": {
     "n": 12,
     "counts": {
      "prefect": 7,
      "airflow": 5
     },
     "top": "prefect",
     "tops": [
      "prefect"
     ],
     "top_share": 0.5833,
     "top_ci": [
      0.3195,
      0.8067
     ]
    },
    "grok-4-7": {
     "n": 12,
     "counts": {
      "airflow": 12
     },
     "top": "airflow",
     "tops": [
      "airflow"
     ],
     "top_share": 1.0,
     "top_ci": [
      0.7575,
      1.0
     ]
    },
    "kimi-k2-7-code": {
     "n": 12,
     "counts": {
      "prefect": 6,
      "airflow": 5,
      "dagster": 1
     },
     "top": "prefect",
     "tops": [
      "prefect"
     ],
     "top_share": 0.5,
     "top_ci": [
      0.2538,
      0.7462
     ]
    },
    "minimax-m3": {
     "n": 12,
     "counts": {
      "airflow": 8,
      "prefect": 4
     },
     "top": "airflow",
     "tops": [
      "airflow"
     ],
     "top_share": 0.6667,
     "top_ci": [
      0.3906,
      0.8619
     ]
    }
   },
   "pooled": {
    "airflow": 0.5417,
    "prefect": 0.425,
    "dagster": 0.0333
   },
   "top": "airflow",
   "top_share": 0.5417,
   "models_agree": 6,
   "models_total": 10,
   "variant_consistent": 3,
   "hhi": 0.4752,
   "tier": "contested"
  }
 },
 "duel": {
  "background_jobs": {
   "label": "Background jobs",
   "task": "ts-jobs",
   "vendors": [
    "bullmq",
    "inngest",
    "trigger-dev"
   ],
   "arms": {
    "none": {
     "bullmq": 0.9667,
     "inngest": 0.0333
    },
    "trio": {
     "bullmq": 0.9167,
     "inngest": 0.0667,
     "trigger-dev": 0.0167
    },
    "solo:bullmq": {
     "bullmq": 1.0
    },
    "solo:inngest": {
     "inngest": 1.0
    },
    "solo:trigger-dev": {
     "trigger-dev": 0.9,
     "bullmq": 0.1
    }
   },
   "n": {
    "none": 30,
    "trio": 60,
    "solo:bullmq": 20,
    "solo:inngest": 20,
    "solo:trigger-dev": 20
   },
   "lift": {
    "bullmq": -0.05,
    "inngest": 0.0334,
    "trigger-dev": 0.0167
   },
   "solo_win": {
    "bullmq": 1.0,
    "inngest": 1.0,
    "trigger-dev": 0.9
   },
   "first_position_rate": 0.35,
   "trio_top_by_model": {
    "claude-opus-5-5": "bullmq",
    "claude-sonnet-5-5": "bullmq",
    "deepseek-v4-pro": "bullmq",
    "gemini-3-8-flash": "bullmq",
    "glm-5-3": "bullmq",
    "gpt-6-1-sol": "bullmq",
    "gpt-6-astra": "bullmq",
    "grok-4-7": "bullmq",
    "kimi-k2-7-code": "bullmq",
    "minimax-m3": "inngest"
   }
  },
  "search": {
   "label": "Search",
   "task": "ts-search",
   "vendors": [
    "typesense",
    "meilisearch",
    "algolia"
   ],
   "arms": {
    "none": {
     "meilisearch": 0.6667,
     "algolia": 0.1667,
     "elastic": 0.1333,
     "typesense": 0.0333
    },
    "trio": {
     "meilisearch": 0.5833,
     "algolia": 0.2333,
     "typesense": 0.1833
    },
    "solo:typesense": {
     "typesense": 1.0
    },
    "solo:meilisearch": {
     "meilisearch": 1.0
    },
    "solo:algolia": {
     "algolia": 1.0
    }
   },
   "n": {
    "none": 30,
    "trio": 60,
    "solo:typesense": 20,
    "solo:meilisearch": 20,
    "solo:algolia": 20
   },
   "lift": {
    "typesense": 0.15,
    "meilisearch": -0.0834,
    "algolia": 0.0666
   },
   "solo_win": {
    "typesense": 1.0,
    "meilisearch": 1.0,
    "algolia": 1.0
   },
   "first_position_rate": 0.5833,
   "trio_top_by_model": {
    "claude-opus-5-5": "meilisearch",
    "claude-sonnet-5-5": "meilisearch",
    "deepseek-v4-pro": "algolia",
    "gemini-3-8-flash": "meilisearch",
    "glm-5-3": "meilisearch",
    "gpt-6-1-sol": "algolia",
    "gpt-6-astra": "typesense",
    "grok-4-7": "meilisearch",
    "kimi-k2-7-code": "meilisearch",
    "minimax-m3": "algolia"
   }
  },
  "auth": {
   "label": "Authentication",
   "task": "ts-auth",
   "vendors": [
    "better-auth",
    "clerk",
    "authjs"
   ],
   "arms": {
    "none": {
     "authjs": 0.6667,
     "better-auth": 0.1667,
     "clerk": 0.1667
    },
    "trio": {
     "better-auth": 0.5167,
     "authjs": 0.2666,
     "clerk": 0.2167
    },
    "solo:better-auth": {
     "better-auth": 1.0
    },
    "solo:clerk": {
     "clerk": 1.0
    },
    "solo:authjs": {
     "authjs": 1.0
    }
   },
   "n": {
    "none": 30,
    "trio": 60,
    "solo:better-auth": 20,
    "solo:clerk": 20,
    "solo:authjs": 20
   },
   "lift": {
    "better-auth": 0.35,
    "clerk": 0.05,
    "authjs": -0.4001
   },
   "solo_win": {
    "better-auth": 1.0,
    "clerk": 1.0,
    "authjs": 1.0
   },
   "first_position_rate": 0.5167,
   "trio_top_by_model": {
    "claude-opus-5-5": "better-auth",
    "claude-sonnet-5-5": "better-auth",
    "deepseek-v4-pro": "clerk",
    "gemini-3-8-flash": "clerk",
    "glm-5-3": "better-auth",
    "gpt-6-1-sol": "clerk",
    "gpt-6-astra": "clerk",
    "grok-4-7": "better-auth",
    "kimi-k2-7-code": "better-auth",
    "minimax-m3": "authjs"
   }
  },
  "transactional_email": {
   "label": "Transactional email",
   "task": "ts-email",
   "vendors": [
    "resend",
    "postmark",
    "sendgrid"
   ],
   "arms": {
    "none": {
     "resend": 1.0
    },
    "trio": {
     "resend": 0.95,
     "postmark": 0.05
    },
    "solo:resend": {
     "resend": 1.0
    },
    "solo:postmark": {
     "postmark": 1.0
    },
    "solo:sendgrid": {
     "sendgrid": 0.9,
     "resend": 0.1
    }
   },
   "n": {
    "none": 30,
    "trio": 60,
    "solo:resend": 20,
    "solo:postmark": 20,
    "solo:sendgrid": 20
   },
   "lift": {
    "resend": -0.05,
    "postmark": 0.05,
    "sendgrid": 0.0
   },
   "solo_win": {
    "resend": 1.0,
    "postmark": 1.0,
    "sendgrid": 0.9
   },
   "first_position_rate": 0.3833,
   "trio_top_by_model": {
    "claude-opus-5-5": "resend",
    "claude-sonnet-5-5": "resend",
    "deepseek-v4-pro": "resend",
    "gemini-3-8-flash": "resend",
    "glm-5-3": "resend",
    "gpt-6-1-sol": "resend",
    "gpt-6-astra": "resend",
    "grok-4-7": "resend",
    "kimi-k2-7-code": "resend",
    "minimax-m3": "resend"
   }
  },
  "database_host": {
   "label": "Postgres hosting",
   "task": "ts-db",
   "vendors": [
    "neon",
    "supabase",
    "planetscale"
   ],
   "arms": {
    "none": {
     "neon": 1.0
    },
    "trio": {
     "neon": 0.9167,
     "supabase": 0.0833
    },
    "solo:neon": {
     "neon": 1.0
    },
    "solo:supabase": {
     "supabase": 1.0
    },
    "solo:planetscale": {
     "planetscale": 0.85,
     "neon": 0.15
    }
   },
   "n": {
    "none": 30,
    "trio": 60,
    "solo:neon": 20,
    "solo:supabase": 20,
    "solo:planetscale": 20
   },
   "lift": {
    "neon": -0.0833,
    "supabase": 0.0833,
    "planetscale": 0.0
   },
   "solo_win": {
    "neon": 1.0,
    "supabase": 1.0,
    "planetscale": 0.85
   },
   "first_position_rate": 0.3333,
   "trio_top_by_model": {
    "claude-opus-5-5": "neon",
    "claude-sonnet-5-5": "neon",
    "deepseek-v4-pro": "neon",
    "gemini-3-8-flash": "supabase",
    "glm-5-3": "neon",
    "gpt-6-1-sol": "neon",
    "gpt-6-astra": "neon",
    "grok-4-7": "neon",
    "kimi-k2-7-code": "neon",
    "minimax-m3": "neon"
   }
  }
 },
 "inference": {
  "wording": {
   "contested": {
    "pairs": 100,
    "changed": 31,
    "null_mean": 17.0,
    "null_sd": 2.8,
    "excess": 14.0,
    "p": 0.001
   },
   "default": {
    "pairs": 120,
    "changed": 0,
    "null_mean": 0.0,
    "null_sd": 0.0,
    "excess": 0.0,
    "p": 1.0
   },
   "leaning": {
    "pairs": 70,
    "changed": 7,
    "null_mean": 5.5,
    "null_sd": 1.2,
    "excess": 1.5,
    "p": 0.1998
   }
  },
  "duel": {
   "contrasts": [
    {
     "category": "background_jobs",
     "vendor": "bullmq",
     "none": [
      29,
      30
     ],
     "trio": [
      55,
      60
     ],
     "delta_points": -5,
     "ci_none": [
      0.8333,
      0.9941
     ],
     "ci_trio": [
      0.8193,
      0.9639
     ],
     "p": 0.6593,
     "p_adj": 1.0,
     "shifted": false
    },
    {
     "category": "background_jobs",
     "vendor": "inngest",
     "none": [
      1,
      30
     ],
     "trio": [
      4,
      60
     ],
     "delta_points": 3,
     "ci_none": [
      0.0059,
      0.1667
     ],
     "ci_trio": [
      0.0262,
      0.1593
     ],
     "p": 0.6613,
     "p_adj": 1.0,
     "shifted": false
    },
    {
     "category": "background_jobs",
     "vendor": "trigger-dev",
     "none": [
      0,
      30
     ],
     "trio": [
      1,
      60
     ],
     "delta_points": 2,
     "ci_none": [
      0.0,
      0.1135
     ],
     "ci_trio": [
      0.0029,
      0.0886
     ],
     "p": 1.0,
     "p_adj": 1.0,
     "shifted": false
    },
    {
     "category": "search",
     "vendor": "typesense",
     "none": [
      1,
      30
     ],
     "trio": [
      11,
      60
     ],
     "delta_points": 15,
     "ci_none": [
      0.0059,
      0.1667
     ],
     "ci_trio": [
      0.1056,
      0.2992
     ],
     "p": 0.0551,
     "p_adj": 0.7158,
     "shifted": false
    },
    {
     "category": "search",
     "vendor": "meilisearch",
     "none": [
      20,
      30
     ],
     "trio": [
      35,
      60
     ],
     "delta_points": -8,
     "ci_none": [
      0.4878,
      0.8077
     ],
     "ci_trio": [
      0.4573,
      0.6994
     ],
     "p": 0.4978,
     "p_adj": 1.0,
     "shifted": false
    },
    {
     "category": "search",
     "vendor": "algolia",
     "none": [
      5,
      30
     ],
     "trio": [
      14,
      60
     ],
     "delta_points": 7,
     "ci_none": [
      0.0734,
      0.3356
     ],
     "ci_trio": [
      0.1444,
      0.3544
     ],
     "p": 0.588,
     "p_adj": 1.0,
     "shifted": false
    },
    {
     "category": "auth",
     "vendor": "better-auth",
     "none": [
      5,
      30
     ],
     "trio": [
      31,
      60
     ],
     "delta_points": 35,
     "ci_none": [
      0.0734,
      0.3356
     ],
     "ci_trio": [
      0.3931,
      0.6383
     ],
     "p": 0.0014,
     "p_adj": 0.0202,
     "shifted": true
    },
    {
     "category": "auth",
     "vendor": "clerk",
     "none": [
      5,
      30
     ],
     "trio": [
      13,
      60
     ],
     "delta_points": 5,
     "ci_none": [
      0.0734,
      0.3356
     ],
     "ci_trio": [
      0.1312,
      0.3362
     ],
     "p": 0.7807,
     "p_adj": 1.0,
     "shifted": false
    },
    {
     "category": "auth",
     "vendor": "authjs",
     "none": [
      20,
      30
     ],
     "trio": [
      16,
      60
     ],
     "delta_points": -40,
     "ci_none": [
      0.4878,
      0.8077
     ],
     "ci_trio": [
      0.1713,
      0.3901
     ],
     "p": 0.0005,
     "p_adj": 0.0075,
     "shifted": true
    },
    {
     "category": "transactional_email",
     "vendor": "resend",
     "none": [
      30,
      30
     ],
     "trio": [
      57,
      60
     ],
     "delta_points": -5,
     "ci_none": [
      0.8865,
      1.0
     ],
     "ci_trio": [
      0.863,
      0.9829
     ],
     "p": 0.548,
     "p_adj": 1.0,
     "shifted": false
    },
    {
     "category": "transactional_email",
     "vendor": "postmark",
     "none": [
      0,
      30
     ],
     "trio": [
      3,
      60
     ],
     "delta_points": 5,
     "ci_none": [
      0.0,
      0.1135
     ],
     "ci_trio": [
      0.0171,
      0.137
     ],
     "p": 0.548,
     "p_adj": 1.0,
     "shifted": false
    },
    {
     "category": "transactional_email",
     "vendor": "sendgrid",
     "none": [
      0,
      30
     ],
     "trio": [
      0,
      60
     ],
     "delta_points": 0,
     "ci_none": [
      0.0,
      0.1135
     ],
     "ci_trio": [
      0.0,
      0.0602
     ],
     "p": 1.0,
     "p_adj": 1.0,
     "shifted": false
    },
    {
     "category": "database_host",
     "vendor": "neon",
     "none": [
      30,
      30
     ],
     "trio": [
      55,
      60
     ],
     "delta_points": -8,
     "ci_none": [
      0.8865,
      1.0
     ],
     "ci_trio": [
      0.8193,
      0.9639
     ],
     "p": 0.1649,
     "p_adj": 1.0,
     "shifted": false
    },
    {
     "category": "database_host",
     "vendor": "supabase",
     "none": [
      0,
      30
     ],
     "trio": [
      5,
      60
     ],
     "delta_points": 8,
     "ci_none": [
      0.0,
      0.1135
     ],
     "ci_trio": [
      0.0361,
      0.1807
     ],
     "p": 0.1649,
     "p_adj": 1.0,
     "shifted": false
    },
    {
     "category": "database_host",
     "vendor": "planetscale",
     "none": [
      0,
      30
     ],
     "trio": [
      0,
      60
     ],
     "delta_points": 0,
     "ci_none": [
      0.0,
      0.1135
     ],
     "ci_trio": [
      0.0,
      0.0602
     ],
     "p": 1.0,
     "p_adj": 1.0,
     "shifted": false
    }
   ],
   "mde_points": {
    "background_jobs": 19,
    "search": 30,
    "auth": 30,
    "transactional_email": 19,
    "database_host": 19
   }
  },
  "position": {
   "first": 130,
   "n": 300,
   "rate": 0.4333,
   "expected": 0.3333,
   "ci": [
    0.3785,
    0.4899
   ],
   "p": 0.0002
  }
 },
 "pilot": {
  "agent": "claude-code",
  "model_id": "claude-opus-5-5",
  "runs": 5,
  "file": "docs/pilots/2026-10-15-agent-probe.json",
  "items": [
   {
    "item": "auth",
    "asked": "better-auth",
    "asked_n": 12,
    "asked_total": 12,
    "done": "authjs",
    "done_n": 5,
    "packages": [
     "next-auth"
    ],
    "runs": 5,
    "same": false
   },
   {
    "item": "database_host",
    "asked": "neon",
    "asked_n": 12,
    "asked_total": 12,
    "done": "_unspecified",
    "done_n": 5,
    "packages": [],
    "runs": 5,
    "same": false
   },
   {
    "item": "orm",
    "asked": "drizzle",
    "asked_n": 12,
    "asked_total": 12,
    "done": "drizzle",
    "done_n": 5,
    "packages": [
     "@auth/drizzle-adapter",
     "drizzle-kit",
     "drizzle-orm"
    ],
    "runs": 5,
    "same": true
   },
   {
    "item": "payments",
    "asked": "stripe",
    "asked_n": 12,
    "asked_total": 12,
    "done": "stripe",
    "done_n": 5,
    "packages": [
     "stripe"
    ],
    "runs": 5,
    "same": true
   },
   {
    "item": "transactional_email",
    "asked": "resend",
    "asked_n": 12,
    "asked_total": 12,
    "done": "resend",
    "done_n": 5,
    "packages": [
     "resend"
    ],
    "runs": 5,
    "same": true
   },
   {
    "item": "error_monitoring",
    "asked": "sentry",
    "asked_n": 24,
    "asked_total": 24,
    "done": "sentry",
    "done_n": 5,
    "packages": [
     "@sentry/nextjs"
    ],
    "runs": 5,
    "same": true
   }
  ],
  "same": 4,
  "total": 6,
  "database_url_hosts": [
   "localhost"
  ]
 },
 "story": {
  "tiers": {
   "default": [
    "hosting",
    "background_jobs",
    "e2e_testing",
    "error_monitoring",
    "database_host",
    "product_analytics",
    "py_jobs",
    "py_orm",
    "py_web_framework",
    "payments",
    "transactional_email",
    "cache"
   ],
   "leaning": [
    "headless_cms",
    "llm_sdk",
    "realtime",
    "object_storage",
    "llm_provider",
    "search",
    "image_delivery"
   ],
   "contested": [
    "orm",
    "rate_limiting",
    "feature_flags",
    "py_llm_framework",
    "unit_testing",
    "py_orchestration",
    "auth",
    "ui_components",
    "vector_db",
    "py_auth"
   ]
  },
  "counts": {
   "default": 12,
   "leaning": 7,
   "contested": 10,
   "categories": 29
  },
  "scale": {
   "models": 10,
   "labs": 8,
   "baseline_answers": 1920,
   "duel_answers": 750,
   "tasks": 16,
   "phrasings": 3,
   "repeats": 4
  },
  "wording": {
   "contested": {
    "pairs": 100,
    "changed": 31,
    "null_mean": 17.0,
    "null_sd": 2.8,
    "excess": 14.0,
    "p": 0.001
   },
   "default": {
    "pairs": 120,
    "changed": 0,
    "null_mean": 0.0,
    "null_sd": 0.0,
    "excess": 0.0,
    "p": 1.0
   },
   "leaning": {
    "pairs": 70,
    "changed": 7,
    "null_mean": 5.5,
    "null_sd": 1.2,
    "excess": 1.5,
    "p": 0.1998
   }
  },
  "position": {
   "first": 130,
   "n": 300,
   "rate": 0.4333,
   "expected": 0.3333,
   "ci": [
    0.3785,
    0.4899
   ],
   "p": 0.0002
  },
  "splits": {
   "orm": [
    [
     "drizzle",
     7
    ],
    [
     "prisma",
     3
    ]
   ],
   "rate_limiting": [
    [
     "rate-limiter-flexible",
     7
    ],
    [
     "express-rate-limit",
     3
    ]
   ],
   "feature_flags": [
    [
     "launchdarkly",
     7
    ],
    [
     "posthog",
     3
    ]
   ],
   "py_llm_framework": [
    [
     "langchain",
     6
    ],
    [
     "llamaindex",
     4
    ]
   ],
   "unit_testing": [
    [
     "vitest",
     6
    ],
    [
     "jest",
     4
    ]
   ],
   "py_orchestration": [
    [
     "airflow",
     6
    ],
    [
     "prefect",
     5
    ]
   ],
   "auth": [
    [
     "authjs",
     5
    ],
    [
     "clerk",
     3
    ],
    [
     "better-auth",
     2
    ]
   ],
   "ui_components": [
    [
     "mui",
     5
    ],
    [
     "ant-design",
     4
    ],
    [
     "shadcn",
     1
    ]
   ],
   "vector_db": [
    [
     "pinecone",
     8
    ],
    [
     "chroma",
     1
    ],
    [
     "pgvector",
     1
    ],
    [
     "qdrant",
     1
    ]
   ],
   "py_auth": [
    [
     "auth0",
     6
    ],
    [
     "authlib",
     3
    ],
    [
     "diy-auth",
     1
    ],
    [
     "fastapi-users",
     1
    ]
   ]
  },
  "feature_split": "auth",
  "flagged_models": [
   "claude-opus-5-5",
   "claude-sonnet-5-5"
  ],
  "contested_unflagged_disagree": 9,
  "duels": {
   "background_jobs": {
    "favourite": "bullmq",
    "favourite_none": 0.9667,
    "favourite_trio": 0.9167,
    "leader_trio": "bullmq",
    "leader_trio_share": 0.9167,
    "leader_none": 0.9667,
    "held": true,
    "solo": {
     "bullmq": 1.0,
     "inngest": 1.0,
     "trigger-dev": 0.9
    },
    "first_position_rate": 0.35,
    "baseline_tier": "default",
    "shifted": [],
    "favourite_delta": -5,
    "answers": [
     30,
     60
    ],
    "mde_points": 19
   },
   "search": {
    "favourite": "meilisearch",
    "favourite_none": 0.6667,
    "favourite_trio": 0.5833,
    "leader_trio": "meilisearch",
    "leader_trio_share": 0.5833,
    "leader_none": 0.6667,
    "held": true,
    "solo": {
     "typesense": 1.0,
     "meilisearch": 1.0,
     "algolia": 1.0
    },
    "first_position_rate": 0.5833,
    "baseline_tier": "leaning",
    "shifted": [],
    "favourite_delta": -8,
    "answers": [
     30,
     60
    ],
    "mde_points": 30
   },
   "auth": {
    "favourite": "authjs",
    "favourite_none": 0.6667,
    "favourite_trio": 0.2666,
    "leader_trio": "better-auth",
    "leader_trio_share": 0.5167,
    "leader_none": 0.1667,
    "held": false,
    "solo": {
     "better-auth": 1.0,
     "clerk": 1.0,
     "authjs": 1.0
    },
    "first_position_rate": 0.5167,
    "baseline_tier": "contested",
    "shifted": [
     "better-auth",
     "authjs"
    ],
    "favourite_delta": -40,
    "answers": [
     30,
     60
    ],
    "mde_points": 30
   },
   "transactional_email": {
    "favourite": "resend",
    "favourite_none": 1.0,
    "favourite_trio": 0.95,
    "leader_trio": "resend",
    "leader_trio_share": 0.95,
    "leader_none": 1.0,
    "held": true,
    "solo": {
     "resend": 1.0,
     "postmark": 1.0,
     "sendgrid": 0.9
    },
    "first_position_rate": 0.3833,
    "baseline_tier": "default",
    "shifted": [],
    "favourite_delta": -5,
    "answers": [
     30,
     60
    ],
    "mde_points": 19
   },
   "database_host": {
    "favourite": "neon",
    "favourite_none": 1.0,
    "favourite_trio": 0.9167,
    "leader_trio": "neon",
    "leader_trio_share": 0.9167,
    "leader_none": 1.0,
    "held": true,
    "solo": {
     "neon": 1.0,
     "supabase": 1.0,
     "planetscale": 0.85
    },
    "first_position_rate": 0.3333,
    "baseline_tier": "default",
    "shifted": [],
    "favourite_delta": -8,
    "answers": [
     30,
     60
    ],
    "mde_points": 19
   }
  },
  "solo_range": [
   0.85,
   1.0
  ],
  "zero_to_solo": [
   [
    "database_host",
    "supabase",
    0.0,
    1.0
   ],
   [
    "transactional_email",
    "postmark",
    0.0,
    1.0
   ],
   [
    "background_jobs",
    "trigger-dev",
    0.0,
    0.9
   ],
   [
    "transactional_email",
    "sendgrid",
    0.0,
    0.9
   ],
   [
    "database_host",
    "planetscale",
    0.0,
    0.85
   ]
  ],
  "held": [
   "background_jobs",
   "search",
   "transactional_email",
   "database_host"
  ],
  "flipped": [
   "auth"
  ],
  "first_position_mean": 0.4333,
  "first_position_top": [
   [
    "search",
    0.5833
   ],
   [
    "auth",
    0.5167
   ]
  ],
  "pilot": {
   "agent": "claude-code",
   "model_id": "claude-opus-5-5",
   "runs": 5,
   "file": "docs/pilots/2026-10-15-agent-probe.json",
   "items": [
    {
     "item": "auth",
     "asked": "better-auth",
     "asked_n": 12,
     "asked_total": 12,
     "done": "authjs",
     "done_n": 5,
     "packages": [
      "next-auth"
     ],
     "runs": 5,
     "same": false
    },
    {
     "item": "database_host",
     "asked": "neon",
     "asked_n": 12,
     "asked_total": 12,
     "done": "_unspecified",
     "done_n": 5,
     "packages": [],
     "runs": 5,
     "same": false
    },
    {
     "item": "orm",
     "asked": "drizzle",
     "asked_n": 12,
     "asked_total": 12,
     "done": "drizzle",
     "done_n": 5,
     "packages": [
      "@auth/drizzle-adapter",
      "drizzle-kit",
      "drizzle-orm"
     ],
     "runs": 5,
     "same": true
    },
    {
     "item": "payments",
     "asked": "stripe",
     "asked_n": 12,
     "asked_total": 12,
     "done": "stripe",
     "done_n": 5,
     "packages": [
      "stripe"
     ],
     "runs": 5,
     "same": true
    },
    {
     "item": "transactional_email",
     "asked": "resend",
     "asked_n": 12,
     "asked_total": 12,
     "done": "resend",
     "done_n": 5,
     "packages": [
      "resend"
     ],
     "runs": 5,
     "same": true
    },
    {
     "item": "error_monitoring",
     "asked": "sentry",
     "asked_n": 24,
     "asked_total": 24,
     "done": "sentry",
     "done_n": 5,
     "packages": [
      "@sentry/nextjs"
     ],
     "runs": 5,
     "same": true
    }
   ],
   "same": 4,
   "total": 6,
   "database_url_hosts": [
    "localhost"
   ]
  }
 }
}
