AP Score Distributions

Official College Board AP score distributions 2026, 2025, 2024: percentiles, pass rates.

使うべきか

品質と安全性

A
説明の品質
96%
スキーマの完全性
96%
命名の品質
84%
ポイズニングのリスク
100%
権限の一致
100%
プロトコルへの準拠
100%

検出事項(1)

  • LOWTool 'estimate_ap_score_from_composite' name length outside 3-30 rangeestimate_ap_score_from_composite 内

ツール定義とプロトコルへの準拠に関する自動分析に基づいています。

コンテキストコスト

~1,399トークン数(ツール定義)
~1.7 KB一般的なレスポンスサイズ
注意への影響は中程度(128k コンテキストの 1.09%)

これは、サーバーのツールがモデルのコンテキストに読み込まれるたびに消費されるおおよそのトークン数です。数が多いほど、ほかのタスクに使える注意が減ります。

インストール

ワンクリックインストール

これを `claude_desktop_config.json` ファイルに追加してください:

{
  "mcpServers": {
    "ap-score-distributions-mcp": {
      "url": "https://ap-score-distributions-mcp.lipmichal.workers.dev/mcp"
    }
  }
}

リモートエンドポイント

https://ap-score-distributions-mcp.lipmichal.workers.dev/mcpstreamable-http

できること

ツール一覧

ツール(5)

🟢 読み取り専用🟡 書き込み🔴 削除⚪ 不明
🟢get_ap_score_distribution(exam, year)

Returns the College Board score distribution (percent of students scoring 5, 4, 3, 2, 1 and 3 or higher) for an AP exam and year, plus student counts, mean and standard deviation where College Board published them (2024 and 2025 PDFs). Includes the May 2026 results from the College Board 2026 AP Score Distributions page, which are newer than most model training data. Shows the 2024/2025/2026 history for the exam.

入力スキーマ

{
  "type": "object",
  "properties": {
    "exam": {
      "type": "string",
      "minLength": 1,
      "maxLength": 80,
      "description": "AP exam name or common short name, e.g. \"AP Biology\", \"APUSH\", \"Calc BC\", \"Lang\", \"Physics 1\", \"APES\"."
    },
    "year": {
      "type": "integer",
      "minimum": 2024,
      "maximum": 2030,
      "description": "Exam year (May administration). Available: 2024, 2025, 2026. Default 2026, the latest College Board release."
    }
  },
  "required": [
    "exam"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢estimate_ap_percentile(exam, score, year)

For an AP exam, year and score from 1 to 5, returns the percent of test takers who scored lower, the same and higher, and the midpoint percentile rank, from the official College Board distribution. Uses exact counts for 2024 and 2025 and the published whole percents for 2026.

入力スキーマ

{
  "type": "object",
  "properties": {
    "exam": {
      "type": "string",
      "minLength": 1,
      "maxLength": 80,
      "description": "AP exam name or common short name, e.g. \"AP Biology\", \"APUSH\", \"Calc BC\", \"Lang\", \"Physics 1\", \"APES\"."
    },
    "score": {
      "type": "integer",
      "minimum": 1,
      "maximum": 5,
      "description": "AP score, 1 to 5."
    },
    "year": {
      "type": "integer",
      "minimum": 2024,
      "maximum": 2030,
      "description": "Exam year (May administration). Available: 2024, 2025, 2026. Default 2026, the latest College Board release."
    }
  },
  "required": [
    "exam",
    "score"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢compare_ap_exams(exams, year, sort_by, order, limit)

Ranks AP exams for one year by pass rate (share scoring 3 or higher), share of 5s, mean score or number of test takers (mean and test takers for 2024 and 2025 only), using the official College Board distributions. Give a list of exams to compare a few, or leave it empty to rank all of them.

入力スキーマ

{
  "type": "object",
  "properties": {
    "exams": {
      "maxItems": 60,
      "type": "array",
      "items": {
        "type": "string",
        "minLength": 1,
        "maxLength": 80
      },
      "description": "Exams to compare, e.g. [\"Calc AB\", \"Calc BC\", \"Statistics\"]. Empty means all exams."
    },
    "year": {
      "type": "integer",
      "minimum": 2024,
      "maximum": 2030,
      "description": "Exam year (May administration). Available: 2024, 2025, 2026. Default 2026, the latest College Board release."
    },
    "sort_by": {
      "type": "string",
      "enum": [
        "pass_rate",
        "five_rate",
        "mean",
        "test_takers"
      ],
      "description": "Ranking key. Default pass_rate (3 or higher)."
    },
    "order": {
      "type": "string",
      "enum": [
        "desc",
        "asc"
      ],
      "description": "desc = highest first (default), asc = lowest first."
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 60,
      "description": "Maximum rows. Default 50."
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢list_ap_exams(year)

Lists every AP exam with College Board score distributions in this server, the years available for each, the source of each year, and which exams have a College Board scoring worksheet for composite score estimates.

入力スキーマ

{
  "type": "object",
  "properties": {
    "year": {
      "type": "integer",
      "minimum": 2024,
      "maximum": 2030,
      "description": "Exam year (May administration). Available: 2024, 2025, 2026. Default 2026, the latest College Board release."
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢estimate_ap_score_from_composite(exam, multiple_choice_correct, free_response_points)

Converts multiple-choice correct answers and free-response points into a weighted composite and an estimated AP score, using the scoring worksheet and conversion chart College Board printed in its official practice exams. Only for the 7 exams with such a worksheet: AP Calculus AB (2012), AP Biology (2013), AP Statistics (2012), AP World History (2013), AP Psychology (2012), AP Macroeconomics (2012), AP Microeconomics (2012). Cut scores are never invented; other exams return an error.

入力スキーマ

{
  "type": "object",
  "properties": {
    "exam": {
      "type": "string",
      "minLength": 1,
      "maxLength": 80,
      "description": "AP exam name or common short name, e.g. \"AP Biology\", \"APUSH\", \"Calc BC\", \"Lang\", \"Physics 1\", \"APES\"."
    },
    "multiple_choice_correct": {
      "type": "number",
      "minimum": 0,
      "maximum": 200,
      "description": "Number of multiple-choice questions answered correctly."
    },
    "free_response_points": {
      "minItems": 1,
      "maxItems": 12,
      "type": "array",
      "items": {
        "type": "number",
        "minimum": 0,
        "maximum": 100
      },
      "description": "Points earned on each free-response question, in order. The error message lists how many questions and the maximum for each."
    }
  },
  "required": [
    "exam",
    "multiple_choice_correct",
    "free_response_points"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

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