diff --git a/PdkFriendServer/Logic/CardTracker.cs b/PdkFriendServer/Logic/CardTracker.cs
index 4948fd79..195faa1d 100644
--- a/PdkFriendServer/Logic/CardTracker.cs
+++ b/PdkFriendServer/Logic/CardTracker.cs
@@ -299,6 +299,70 @@ namespace PdkFriendServer.Logic
             return Math.Min(score, 1.0);
         }
 
+        /// <summary>
+        /// 预测对手手牌组成。
+        /// 基于：未知牌池中各 rank 剩余张数 + 对手手牌张数 → 期望持有量。
+        /// 用于修正 ISMCTS 随机采样，使模拟更接近真实分布。
+        /// </summary>
+        public OpponentPrediction PredictOpponent(int oppIdx, TCardInfoPdkF[] myHand, PdkBotView view)
+        {
+            var pred = new OpponentPrediction();
+            int oppNeed = view.ShenYuCard[oppIdx];
+            if (oppNeed == 0) return pred;
+
+            var pool = GetUnknownPool(myHand);
+            double totalUnknown = Math.Max(pool.Count, 1);
+
+            foreach (int rank in new[] { 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 16 })
+            {
+                int remaining = RemainingCount(rank, myHand);
+                if (remaining == 0) continue;
+
+                double expected = remaining * oppNeed / totalUnknown;
+                double prob = Math.Min(1.0, expected);
+
+                pred.RankProbabilities[rank] = prob;
+
+                if (expected >= 1.5 && remaining >= 2)
+                    pred.LikelyPairs.Add(rank);
+                if (expected >= 2.5 && remaining >= 3)
+                    pred.LikelyTriples.Add(rank);
+                if (prob >= 0.3 && rank > pred.MaxRank)
+                    pred.MaxRank = rank;
+            }
+
+            // 炸弹概率
+            double bombProb = 0;
+            foreach (int rank in new[] { 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 16 })
+            {
+                int remaining = RemainingCount(rank, myHand);
+                if (remaining == 4)
+                {
+                    double p = oppNeed / totalUnknown;
+                    bombProb += Math.Pow(p, 4);
+                }
+            }
+            pred.BombProbability = Math.Min(bombProb, 1.0);
+
+            // 顺子长度
+            int maxCons = 0, cur = 0;
+            foreach (int rank in new[] { 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14 })
+            {
+                if (pred.RankProbabilities.GetValueOrDefault(rank, 0) >= 0.5) cur++;
+                else { maxCons = Math.Max(maxCons, cur); cur = 0; }
+            }
+            pred.MaxStraightLength = Math.Max(maxCons, cur);
+
+            // Pass 约束强化
+            foreach (var c in _opponentConstraints[oppIdx])
+            {
+                if (c.Type == CardType1.DanZhang && c.GameNum > 0 && pred.MaxRank > c.GameNum)
+                    pred.MaxRank = c.GameNum;
+            }
+
+            return pred;
+        }
+
         /// <summary>在外面可能存在的炸弹数（按 rank 计）</summary>
         public int BombsOutside(TCardInfoPdkF[] myHand)
         {
@@ -557,4 +621,34 @@ namespace PdkFriendServer.Logic
             public int Count;
         }
     }
+
+    /// <summary>
+    /// 对手手牌预测结果 — 基于剩余牌计数 + pass 约束的确定性推断
+    /// </summary>
+    public class OpponentPrediction
+    {
+        /// <summary>每个 rank 对手至少持有一张的概率 (0.0-1.0)</summary>
+        public Dictionary<int, double> RankProbabilities = new Dictionary<int, double>();
+
+        /// <summary>对手最可能的最高牌 rank (概率>30%)</summary>
+        public int MaxRank;
+
+        /// <summary>对手可能有炸弹的概率</summary>
+        public double BombProbability;
+
+        /// <summary>对手很可能持有对子的 rank 列表</summary>
+        public List<int> LikelyPairs = new List<int>();
+
+        /// <summary>对手很可能持有三张的 rank 列表</summary>
+        public List<int> LikelyTriples = new List<int>();
+
+        /// <summary>对手可能持有的最大顺子长度</summary>
+        public int MaxStraightLength;
+
+        /// <summary>对手是否很可能没有高于指定 rank 的单牌</summary>
+        public bool LikelyNoHigherThan(int rank) => MaxRank > 0 && MaxRank <= rank;
+
+        /// <summary>对手是否很可能没有高于指定 rank 的对子</summary>
+        public bool LikelyNoPairHigherThan(int rank) => !LikelyPairs.Any(r => r > rank);
+    }
 }
\ No newline at end of file
diff --git a/PdkFriendServer/Logic/IsmctsBot.cs b/PdkFriendServer/Logic/IsmctsBot.cs
index 7042bc5c..bf0c9104 100644
--- a/PdkFriendServer/Logic/IsmctsBot.cs
+++ b/PdkFriendServer/Logic/IsmctsBot.cs
@@ -278,6 +278,40 @@ namespace PdkFriendServer.Logic
                     }
                 }
 
+                // 5.7. 对手牌型预测加权：基于剩余牌计数推断对手能压制我的概率
+                var opp1Pred = _tracker.PredictOpponent(view.MyPos % 3, hand, view);
+                var opp2Pred = _tracker.PredictOpponent((view.MyPos + 1) % 3, hand, view);
+                int oppMaxRank = Math.Max(opp1Pred.MaxRank, opp2Pred.MaxRank);
+
+                for (int i = 0; i < scoredCandidates.Count; i++)
+                {
+                    var (p, wr, am, m) = scoredCandidates[i];
+                    if (p.Type == CardType1.None || p.Ids == null || p.Ids.Length == 0)
+                        continue;
+
+                    int myRank = p.GameNum;
+
+                    // 我的出牌 rank 高于两对手最高牌 → 他们很可能压不了
+                    if (myRank > oppMaxRank && oppMaxRank > 0)
+                    {
+                        wr += 0.08;
+                        if (opp1Pred.LikelyNoHigherThan(myRank) && opp2Pred.LikelyNoHigherThan(myRank))
+                            wr += 0.05; // 两个对手都可能压不了 → 更像无敌
+                    }
+                    // 我的出牌低于对手最高牌 → 容易被压制
+                    else if (myRank < oppMaxRank && oppMaxRank > 0)
+                    {
+                        wr -= 0.05;
+                    }
+
+                    // 对手可能有炸弹 → 大牌型谨慎
+                    double maxBombProb = Math.Max(opp1Pred.BombProbability, opp2Pred.BombProbability);
+                    if (maxBombProb > 0.3 && (p.Type == CardType1.ZhaDan || p.Type == CardType1.ShunZi))
+                        wr -= 0.03;
+
+                    scoredCandidates[i] = (p, wr, am, m);
+                }
+
                 // 6. 两阶段选择：多牌优先
                 scoredCandidates.Sort((a, b) => b.winRate.CompareTo(a.winRate));
                 var best = scoredCandidates[0];
diff --git a/exe/PdkFriendServer/PdkFriendServer.dll b/exe/PdkFriendServer/PdkFriendServer.dll
index de535739..ae0e15ff 100644
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diff --git a/exe/PdkFriendServer/PdkFriendServer.pdb b/exe/PdkFriendServer/PdkFriendServer.pdb
index 06491c6c..d9abc03e 100644
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diff --git a/exe/hjha-console/PdkFriendServer.dll b/exe/hjha-console/PdkFriendServer.dll
index de535739..ae0e15ff 100644
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diff --git a/exe/hjha-console/PdkFriendServer.pdb b/exe/hjha-console/PdkFriendServer.pdb
index 06491c6c..d9abc03e 100644
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diff --git a/exe/hjha-console/hjha-console.dll b/exe/hjha-console/hjha-console.dll
index b38bea20..ea636c67 100644
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diff --git a/exe/hjha-console/hjha-console.pdb b/exe/hjha-console/hjha-console.pdb
index 85b2e1b6..cf672b8f 100644
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