diff --git a/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/SKILL.md b/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/SKILL.md
index 6534fb332f2..f9c5156ca69 100644
--- a/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/SKILL.md
+++ b/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/SKILL.md
@@ -23,10 +23,10 @@ IMPORTANT: 执行前阅读 references/log_formats.md 了解日志格式和解析
 运行脚本前，Claude 必须先向用户确认以下参数：
 
 ### 1. 日志文件路径
-使用 AskUserQuestion 工具向用户询问日志文件路径。提供常见的默认选项，同时允许用户直接输入自定义路径（支持绝对路径和相对路径）：
+使用 AskUserQuestion 工具向用户询问日志文件路径。提供两个常用快捷选项 + Other 自定义输入（支持绝对路径和相对路径）：
 - 选项 1: `logs/router.log`（默认）
-- 选项 2: `fd-router.log`（golang_router 根目录）
-- 选项 3: 用户通过 Other 输入自定义路径
+- 选项 2: `fd-router.log`（golang_router 根目录常用文件名）
+- 选项 3: Other（用户直接输入任意路径，例如 `logs/fd-router.log`、`/home/user/logs/router.log`）
 
 **重要规则**：
 - 如果用户已经在消息中明确指定了日志路径，直接使用该路径，跳过询问步骤
@@ -75,7 +75,7 @@ python3 .claude/skills/stat-cache-hitrate/scripts/stat_cache_hitrate.py <日志
 python3 .claude/skills/stat-cache-hitrate/scripts/stat_cache_hitrate.py <日志文件> --start "03/31" --end "03/31 18:00"
 ```
 
-默认日志路径：`logs/router.log` 或 `fd-router.log`（相对于 `fastdeploy/golang_router/`）。不传 `--output` 时自动输出到 `skill_output/stat-cache-hitrate/<timestamp>/`。
+默认日志路径：`logs/router.log`（相对于 `fastdeploy/golang_router/`）。常用备选：`fd-router.log`（根目录）。不传 `--output` 时自动输出到 `skill_output/stat-cache-hitrate/<timestamp>/`。
 
 脚本会自动根据文件大小选择解析策略：小文件（<5000 行）在内存中处理，大文件用 grep + 管道流式处理。
 
@@ -94,7 +94,8 @@ python3 .claude/skills/stat-cache-hitrate/scripts/stat_cache_hitrate.py <日志
 详细报告和图表输出到 `skill_output/stat-cache-hitrate/<YYYYMMDD_HHMMSS>/` 目录，每次运行自动创建带时间戳的子目录。
 
 - 主报告 `cache_hitrate_report_*.md` — Per-Worker 统计 + Fallback 明细
-- `details/per_window_data.md` — 每5s窗口的完整明细数据（Prefix HR / Session HR / Scoring / Fallback / Running）
+- `details/per_window_data.md` — 每5s窗口明细（连续空窗口自动合并为 3 行：起始/合并说明/结束）
+- `details/session_hit_details.md` — 每个 session 的命中明细（`session / req_count / first_hit / avg_hit(excl_first) / max_hit / min_hit / all_hits`），并附带 `prefill_urls`、prefill URL 切换前后 request_id（或 req_id/trace_id）以及命中率突降 request_id
 
 ### 交叉诊断矩阵
 
diff --git a/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/references/report_templates.md b/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/references/report_templates.md
index 7f060cacb6a..f5a0def5f55 100644
--- a/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/references/report_templates.md
+++ b/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/references/report_templates.md
@@ -72,6 +72,9 @@
     URI: file:///abs/path/to/skill_output/stat-cache-hitrate/<YYYYMMDD_HHMMSS>/cache_hitrate_report_<timestamp>.md
   - 窗口明细: /abs/path/to/skill_output/stat-cache-hitrate/<YYYYMMDD_HHMMSS>/details/per_window_data.md
     URI: file:///abs/path/to/skill_output/stat-cache-hitrate/<YYYYMMDD_HHMMSS>/details/per_window_data.md
+  - Session 命中详情: /abs/path/to/skill_output/stat-cache-hitrate/<YYYYMMDD_HHMMSS>/details/session_hit_details.md
+    URI: file:///abs/path/to/skill_output/stat-cache-hitrate/<YYYYMMDD_HHMMSS>/details/session_hit_details.md
+    (含 prefill_urls、worker 切换前后 request_id，以及命中率突降 request_id)
 ```
 
 ---
diff --git a/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/scripts/session_analysis.py b/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/scripts/session_analysis.py
new file mode 100644
index 00000000000..355ba8fc947
--- /dev/null
+++ b/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/scripts/session_analysis.py
@@ -0,0 +1,116 @@
+#!/usr/bin/env python3
+"""
+Session 维度分析：聚合每个 session 的命中率、worker 切换与突降请求。
+"""
+
+from collections import defaultdict
+
+
+def compute_session_details(strategies, strip_scheme):
+    """按 session 统计命中详情。"""
+
+    def _req_id_from_tags(tags, fallback):
+        return tags.get("request_id") or tags.get("req_id") or tags.get("trace_id") or fallback
+
+    session_records = defaultdict(list)
+    for idx, rec in enumerate(strategies):
+        if rec.get("strategy") != "cache_aware_scoring":
+            continue
+        tags = rec.get("tags", {}) or {}
+        session_id = tags.get("session_id")
+        if not session_id:
+            continue
+        session_records[session_id].append((idx, rec))
+
+    rows = []
+    for session_id, items in session_records.items():
+        items.sort(key=lambda x: (x[1].get("ts_ms", ""), x[1].get("ts", ""), x[0]))
+        recs = [r for _, r in items]
+        hits = [int(r.get("selected_hitRatio", 0)) for r in recs]
+        if not hits:
+            continue
+
+        non_first = hits[1:]
+        avg_excl_first = round(sum(non_first) / len(non_first), 1) if non_first else "-"
+        workers = {r.get("selected", "") for r in recs if r.get("selected")}
+
+        prefill_urls = []
+        for r in recs:
+            u = r.get("selected", "")
+            if u and u not in prefill_urls:
+                prefill_urls.append(u)
+
+        switch_events = []
+        sharp_drop_req_ids = []
+        for i in range(1, len(recs)):
+            prev_r = recs[i - 1]
+            curr_r = recs[i]
+            prev_url = prev_r.get("selected", "")
+            curr_url = curr_r.get("selected", "")
+            prev_tags = prev_r.get("tags", {}) or {}
+            curr_tags = curr_r.get("tags", {}) or {}
+            prev_req = _req_id_from_tags(prev_tags, f"idx#{i}")
+            curr_req = _req_id_from_tags(curr_tags, f"idx#{i+1}")
+
+            if prev_url and curr_url and prev_url != curr_url:
+                switch_events.append(f"{prev_req}->{curr_req} ({strip_scheme(prev_url)}→{strip_scheme(curr_url)})")
+
+            prev_hit = int(prev_r.get("selected_hitRatio", 0))
+            curr_hit = int(curr_r.get("selected_hitRatio", 0))
+            if curr_hit - prev_hit <= -30:
+                sharp_drop_req_ids.append(f"{curr_req} ({prev_hit}%→{curr_hit}%)")
+
+        rows.append(
+            {
+                "session": session_id,
+                "req_count": len(hits),
+                "first_hit": f"{hits[0]}%",
+                "avg_hit(excl_first)": f"{avg_excl_first}%" if avg_excl_first != "-" else "-",
+                "max_hit": f"{max(hits)}%",
+                "min_hit": f"{min(hits)}%",
+                "all_hits": ", ".join(f"{h}%" for h in hits),
+                "sticky": "yes" if len(workers) <= 1 else "no",
+                "unique_workers": len(workers),
+                "prefill_urls": " | ".join(strip_scheme(u) for u in prefill_urls),
+                "switch_req_pairs": " ; ".join(switch_events) if switch_events else "-",
+                "sharp_drop_request_ids": " ; ".join(sharp_drop_req_ids) if sharp_drop_req_ids else "-",
+            }
+        )
+
+    rows.sort(key=lambda r: (r["req_count"], r["session"]), reverse=True)
+    return rows
+
+
+def summarize_session_details(rows):
+    """生成 session 级摘要指标。"""
+    if not rows:
+        return {
+            "total_sessions": 0,
+            "multi_req": 0,
+            "single_req": 0,
+            "sticky_multi": 0,
+            "non_sticky_multi": 0,
+            "non_first_avg": 0,
+            "non_first_total": 0,
+        }
+
+    multi_req_rows = [r for r in rows if r["req_count"] > 1]
+    sticky_multi = [r for r in multi_req_rows if r["sticky"] == "yes"]
+    non_sticky_multi = [r for r in multi_req_rows if r["sticky"] == "no"]
+
+    non_first_vals = []
+    for r in rows:
+        hit_tokens = [h.strip().rstrip("%") for h in r["all_hits"].split(",") if h.strip()]
+        nums = [int(x) for x in hit_tokens if x.isdigit()]
+        if len(nums) > 1:
+            non_first_vals.extend(nums[1:])
+
+    return {
+        "total_sessions": len(rows),
+        "multi_req": len(multi_req_rows),
+        "single_req": len(rows) - len(multi_req_rows),
+        "sticky_multi": len(sticky_multi),
+        "non_sticky_multi": len(non_sticky_multi),
+        "non_first_avg": round(sum(non_first_vals) / len(non_first_vals), 2) if non_first_vals else 0,
+        "non_first_total": len(non_first_vals),
+    }
diff --git a/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/scripts/stat_cache_hitrate.py b/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/scripts/stat_cache_hitrate.py
index 6d09bc1915d..066c15330d7 100644
--- a/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/scripts/stat_cache_hitrate.py
+++ b/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/scripts/stat_cache_hitrate.py
@@ -33,7 +33,9 @@
     parse_stats_line,
     parse_ts,
 )
+from session_analysis import compute_session_details, summarize_session_details
 from stats import compute_statistics, count_by, time_bucket
+from window_utils import merge_blank_window_rows
 
 
 def _strip_scheme(url):
@@ -661,11 +663,15 @@ def save_detailed_report(
 
     # 每窗口明细 → 拆分到 details/
     window_rows = build_per_window_rows(strategies, stats_recs)
+    window_rows_merged = merge_blank_window_rows(window_rows)
+    session_rows = compute_session_details(strategies, _strip_scheme)
+    session_summary = summarize_session_details(session_rows)
 
     if window_rows:
         # 主报告中添加引用
         parts.append(
-            f"> 每5s窗口明细数据 ({len(window_rows)} 条): [details/per_window_data.md](details/per_window_data.md)"
+            f"> 每5s窗口明细数据（原始 {len(window_rows)} 条，合并后 {len(window_rows_merged)} 条）:"
+            " [details/per_window_data.md](details/per_window_data.md)"
         )
         parts.append("")
 
@@ -673,9 +679,13 @@ def save_detailed_report(
         details_dir = os.path.join(output_dir, "details")
         os.makedirs(details_dir, exist_ok=True)
         detail_parts = ["# 每5s窗口明细数据", ""]
+        detail_parts.append(
+            "> 注：连续空窗口（Prefix/Session 都为空、且 Scoring/Fallback=0）已按 3 行格式合并展示（起始/合并说明/结束）。"
+        )
+        detail_parts.append("")
         detail_parts.append(
             render_table(
-                window_rows,
+                window_rows_merged,
                 columns=["Time", "Prefix HR", "Session HR", "Scoring", "Fallback", "Total Running"],
                 right_align={"Scoring", "Fallback", "Total Running"},
             )
@@ -686,6 +696,57 @@ def save_detailed_report(
         with open(detail_path, "w") as f:
             f.write("\n".join(detail_parts))
 
+        if session_rows:
+            parts.append(
+                f"> Session 命中详情 ({len(session_rows)} sessions): [details/session_hit_details.md](details/session_hit_details.md)"
+            )
+            parts.append("")
+
+            session_parts = ["# Session 命中详情", ""]
+            session_parts.append("## 概览")
+            session_parts.append(f'- Total sessions: **{session_summary["total_sessions"]}**')
+            session_parts.append(
+                f'- Sessions with >1 request: **{session_summary["multi_req"]}**'
+                f' | single request: **{session_summary["single_req"]}**'
+            )
+            if session_summary["multi_req"] > 0:
+                sticky_pct = round(session_summary["sticky_multi"] / session_summary["multi_req"] * 100, 1)
+                session_parts.append(
+                    f'- Sticky (multi-request): **{session_summary["sticky_multi"]} ({sticky_pct}%)**'
+                    f' | non-sticky: **{session_summary["non_sticky_multi"]}**'
+                )
+            session_parts.append(
+                f'- Non-first request avg hit: **{session_summary["non_first_avg"]}%**'
+                f' (N={session_summary["non_first_total"]})'
+            )
+            session_parts.append("")
+            session_parts.append("## 明细表")
+            session_parts.append(
+                render_table(
+                    session_rows,
+                    columns=[
+                        "session",
+                        "req_count",
+                        "first_hit",
+                        "avg_hit(excl_first)",
+                        "max_hit",
+                        "min_hit",
+                        "all_hits",
+                        "prefill_urls",
+                        "switch_req_pairs",
+                        "sharp_drop_request_ids",
+                        "sticky",
+                        "unique_workers",
+                    ],
+                    right_align={"req_count", "first_hit", "avg_hit(excl_first)", "max_hit", "min_hit", "unique_workers"},
+                )
+            )
+            session_parts.append("")
+
+            session_path = os.path.join(details_dir, "session_hit_details.md")
+            with open(session_path, "w") as f:
+                f.write("\n".join(session_parts))
+
     os.makedirs(os.path.dirname(output_path) or ".", exist_ok=True)
     with open(output_path, "w") as f:
         f.write("\n".join(parts))
diff --git a/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/scripts/window_utils.py b/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/scripts/window_utils.py
new file mode 100644
index 00000000000..526fe2382ce
--- /dev/null
+++ b/fastdeploy/golang_router/.claude/skills/stat-cache-hitrate/scripts/window_utils.py
@@ -0,0 +1,80 @@
+#!/usr/bin/env python3
+"""
+窗口明细压缩工具：合并连续空窗口，降低 per_window_data.md 噪声。
+"""
+
+
+def _is_blank_window_row(row):
+    """判断是否为空窗口（无 Prefix/Session 明细值）。"""
+    return (
+        row.get("Prefix HR") == "-"
+        and row.get("Session HR") == "-"
+        and row.get("Scoring") in {"0", 0}
+        and row.get("Fallback") in {"0", 0}
+    )
+
+
+def merge_blank_window_rows(rows, min_merge_len=5):
+    """合并连续空窗口，避免明细表被大量 '-' 行淹没。
+
+    对于连续空窗口段（长度 >= min_merge_len），压缩成 3 行：
+      1) 起始时间行
+      2) 合并说明行（含窗口数量）
+      3) 结束时间行
+    """
+    if not rows:
+        return rows
+
+    merged = []
+    i = 0
+    while i < len(rows):
+        if not _is_blank_window_row(rows[i]):
+            merged.append(rows[i])
+            i += 1
+            continue
+
+        j = i
+        while j < len(rows) and _is_blank_window_row(rows[j]):
+            j += 1
+
+        seg_len = j - i
+        if seg_len < min_merge_len:
+            merged.extend(rows[i:j])
+            i = j
+            continue
+
+        start_t = rows[i]["Time"]
+        end_t = rows[j - 1]["Time"]
+        merged.append(
+            {
+                "Time": start_t,
+                "Prefix HR": "-",
+                "Session HR": "-",
+                "Scoring": "0",
+                "Fallback": "0",
+                "Total Running": rows[i].get("Total Running", "-"),
+            }
+        )
+        merged.append(
+            {
+                "Time": f"... {start_t} ~ {end_t} merged ({seg_len} windows) ...",
+                "Prefix HR": "-",
+                "Session HR": "-",
+                "Scoring": "0",
+                "Fallback": "0",
+                "Total Running": "-",
+            }
+        )
+        merged.append(
+            {
+                "Time": end_t,
+                "Prefix HR": "-",
+                "Session HR": "-",
+                "Scoring": "0",
+                "Fallback": "0",
+                "Total Running": rows[j - 1].get("Total Running", "-"),
+            }
+        )
+        i = j
+
+    return merged