diff --git a/.claude-plugin/marketplace.json b/.claude-plugin/marketplace.json
index 63d22beda..fc996833c 100644
--- a/.claude-plugin/marketplace.json
+++ b/.claude-plugin/marketplace.json
@@ -9,7 +9,7 @@
     {
       "name": "ndf",
       "source": "./plugins/ndf",
-      "description": "Claude Code plugin (v10.27.18-dev.1): 8 specialized agents (plus 1 worker agent for the 3-layer workflow) and 49 focused NDF skills for PR/review workflows, cross-review, implementation planning, plan-to-spec, Docker container access, statusline, external AI delegation (Codex/agy), transcript retention guard, and optional Slack notifications.",
+      "description": "Claude Code plugin (v10.27.18): 8 specialized agents (plus 1 worker agent for the 3-layer workflow) and 49 focused NDF skills for PR/review workflows, cross-review, implementation planning, plan-to-spec, Docker container access, statusline, external AI delegation (Codex/agy), transcript retention guard, and optional Slack notifications.",
       "policy": {
         "installation": "AVAILABLE",
         "authentication": "ON_INSTALL"
diff --git a/README.md b/README.md
index 49b672310..ce730a17e 100644
--- a/README.md
+++ b/README.md
@@ -48,7 +48,7 @@ Claude Code では `/ndf:<Skill 名>` と打って呼びます。**Skill** は
 
 | プラグイン名 | バージョン | できること | 詳細 |
 | --- | --- | --- | --- |
-| **ndf** | 10.27.18-dev.1 | 開発の作業手順（Skill）と専門のサブエージェント。Claude Code と Codex へ同じ名前で入る | [README](./plugins/ndf/README.md) |
+| **ndf** | 10.27.18 | 開発の作業手順（Skill）と専門のサブエージェント。Claude Code と Codex へ同じ名前で入る | [README](./plugins/ndf/README.md) |
 | **playwright-kit** | 4.0.0 | Playwright による E2E テストの計画・スクリプト作成・証跡のレポート | [README](./plugins/playwright-kit/README.md) |
 
 外部サービスへつなぐ MCP サーバーの設定のプラグインが 10 個あります（Claude Code / Codex 向け）。
@@ -69,7 +69,7 @@ Claude Code では `/ndf:<Skill 名>` と打って呼びます。**Skill** は
 
 ### NDF プラグインの Skill の一覧
 
-**NDFプラグイン v10.27.18-dev.1** に入る Skill の数は、AI ツールごとに違います。
+**NDFプラグイン v10.27.18** に入る Skill の数は、AI ツールごとに違います。
 Claude Code向け core 49個、Codex向け core 45個です。
 元Skills（49個）の内訳は次のとおりです。
   - Pull Request とレビュー (7): pr, pr-tests, fix, pr-review, cherry-pick-pr, deploy, merged
diff --git a/docs/metrics/ndf-token-usage/2026-11-05.json b/docs/metrics/ndf-token-usage/2026-11-05.json
new file mode 100644
index 000000000..fa2cb5d33
--- /dev/null
+++ b/docs/metrics/ndf-token-usage/2026-11-05.json
@@ -0,0 +1,1049 @@
+{
+ "per_pr": [
+  {
+   "version": "10.27.15",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "sessions": 20,
+   "sessions_with_pr": 0,
+   "prs": 0
+  },
+  {
+   "version": "10.27.15",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.317",
+   "reviewers": "-",
+   "sessions": 1,
+   "sessions_with_pr": 1,
+   "prs": 3,
+   "conductor_cost": 802454.7666666666,
+   "supervisor_cost": 634856.4166666666,
+   "worker_cost": 0.0,
+   "context": 13893558.333333334,
+   "out": 47368.333333333336,
+   "minutes": 51.90099444521798,
+   "codex_input": 0.0,
+   "codex_out": 0.0,
+   "kiro_credit": 0.0,
+   "claude_seat_cost": 0.0
+  },
+  {
+   "version": "10.27.15",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "sessions": 25,
+   "sessions_with_pr": 1,
+   "prs": 1,
+   "conductor_cost": 648905.75,
+   "supervisor_cost": 0.0,
+   "worker_cost": 0.0,
+   "context": 5325894.0,
+   "out": 23884.0,
+   "minutes": 10.57671666542689,
+   "codex_input": 0.0,
+   "codex_out": 0.0,
+   "kiro_credit": 0.0,
+   "claude_seat_cost": 0.0
+  },
+  {
+   "version": "10.27.15",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "claude+codex",
+   "sessions": 1,
+   "sessions_with_pr": 1,
+   "prs": 3,
+   "conductor_cost": 2448057.05,
+   "supervisor_cost": 904120.7666666666,
+   "worker_cost": 132714.11666666667,
+   "context": 38971428.333333336,
+   "out": 95174.66666666667,
+   "minutes": 170.40631111065548,
+   "codex_input": 3794037.0,
+   "codex_out": 25157.0,
+   "kiro_credit": 0.0,
+   "claude_seat_cost": 1065309.2333333332
+  },
+  {
+   "version": "10.27.16",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "sessions": 31,
+   "sessions_with_pr": 0,
+   "prs": 0
+  },
+  {
+   "version": "10.27.16",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "claude+codex",
+   "sessions": 1,
+   "sessions_with_pr": 0,
+   "prs": 0
+  },
+  {
+   "version": "10.27.16",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "sessions": 28,
+   "sessions_with_pr": 0,
+   "prs": 0
+  }
+ ],
+ "per_role": [
+  {
+   "version": "10.27.15",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "conductor",
+   "role": "-",
+   "agent_type": "-",
+   "count": 20,
+   "cost": 674537.1700000002,
+   "context": 4977035.25,
+   "out": 27067.55,
+   "minutes": 18.688582499424616,
+   "p": 60783.4,
+   "k": 36.45,
+   "w5": 0.0,
+   "w1h": 148859.55,
+   "rewrites": 2,
+   "rewrites_after_5m": 2,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 248519,
+   "rewrite_tokens_after_5m": 248519,
+   "read_tokens_after_5m": 1436991,
+   "rewrite_gap_median": 93.8481916685899
+  },
+  {
+   "version": "10.27.15",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "supervisor",
+   "role": "judge",
+   "agent_type": "claude -p",
+   "count": 2,
+   "cost": 26853.5,
+   "context": 12709.0,
+   "out": 287.5,
+   "minutes": 0.095,
+   "k": 1.0,
+   "w5": 0.0,
+   "w1h": 12707.0
+  },
+  {
+   "version": "10.27.15",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "supervisor",
+   "role": "pr",
+   "agent_type": "claude -p",
+   "count": 2,
+   "cost": 31303.225,
+   "context": 14633.0,
+   "out": 2149.0,
+   "minutes": 0.35083333333333333,
+   "k": 1.0,
+   "w5": 0.0,
+   "w1h": 10166.5
+  },
+  {
+   "version": "10.27.15",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "supervisor",
+   "role": "その他",
+   "agent_type": "その他",
+   "count": 1,
+   "cost": 19460.15,
+   "context": 12955.0,
+   "out": 1441.0,
+   "minutes": 0.1465333342552185,
+   "p": 3426.0,
+   "k": 2.0,
+   "w5": 9527.0,
+   "w1h": 0.0,
+   "rewrites": 0,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 0,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 0,
+   "rewrite_gap_median": null
+  },
+  {
+   "version": "10.27.15",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "worker",
+   "role": "work",
+   "agent_type": "claude -p",
+   "count": 12,
+   "cost": 552397.85,
+   "context": 4826722.416666667,
+   "out": 25591.5,
+   "minutes": 5.110416666666666,
+   "k": 43.25,
+   "w5": 0.0,
+   "w1h": 93862.41666666667
+  },
+  {
+   "version": "10.27.15",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.317",
+   "reviewers": "-",
+   "layer": "conductor",
+   "role": "-",
+   "agent_type": "-",
+   "count": 1,
+   "cost": 2407364.3,
+   "context": 22167274.0,
+   "out": 58600.0,
+   "minutes": 155.70298333565395,
+   "p": 44902.0,
+   "k": 119.0,
+   "w5": 0.0,
+   "w1h": 515774.0,
+   "rewrites": 3,
+   "rewrites_after_5m": 2,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 342605,
+   "rewrite_tokens_after_5m": 295416,
+   "read_tokens_after_5m": 811441,
+   "rewrite_gap_median": 263.9299999992053
+  },
+  {
+   "version": "10.27.15",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.317",
+   "reviewers": "-",
+   "layer": "supervisor",
+   "role": "その他",
+   "agent_type": "ndf:worker",
+   "count": 2,
+   "cost": 952284.6249999999,
+   "context": 9756700.5,
+   "out": 41752.5,
+   "minutes": 12.307008334000905,
+   "p": 39178.0,
+   "k": 72.0,
+   "w5": 212957.0,
+   "w1h": 0.0,
+   "rewrites": 0,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 0,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 0,
+   "rewrite_gap_median": null
+  },
+  {
+   "version": "10.27.15",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "conductor",
+   "role": "-",
+   "agent_type": "-",
+   "count": 25,
+   "cost": 356384.89,
+   "context": 2206706.64,
+   "out": 14023.28,
+   "minutes": 5.807699333031972,
+   "p": 58815.12,
+   "k": 21.0,
+   "w5": 0.0,
+   "w1h": 90201.32,
+   "rewrites": 0,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 0,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 315665,
+   "rewrite_gap_median": null
+  },
+  {
+   "version": "10.27.15",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "supervisor",
+   "role": "judge",
+   "agent_type": "claude -p",
+   "count": 2,
+   "cost": 27939.0,
+   "context": 13383.0,
+   "out": 235.0,
+   "minutes": 0.12666666666666665,
+   "k": 1.0,
+   "w5": 0.0,
+   "w1h": 13381.0
+  },
+  {
+   "version": "10.27.15",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "supervisor",
+   "role": "mvv",
+   "agent_type": "claude -p",
+   "count": 4,
+   "cost": 62007.275,
+   "context": 27125.5,
+   "out": 1663.0,
+   "minutes": 0.31708333333333333,
+   "k": 1.0,
+   "w5": 0.0,
+   "w1h": 26838.0
+  },
+  {
+   "version": "10.27.15",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "supervisor",
+   "role": "pr",
+   "agent_type": "claude -p",
+   "count": 7,
+   "cost": 19917.321428571428,
+   "context": 13575.57142857143,
+   "out": 1041.0,
+   "minutes": 0.23547619047619048,
+   "k": 1.0,
+   "w5": 0.0,
+   "w1h": 7195.714285714285
+  },
+  {
+   "version": "10.27.15",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "supervisor",
+   "role": "その他",
+   "agent_type": "general-purpose",
+   "count": 2,
+   "cost": 102377.875,
+   "context": 104781.5,
+   "out": 4193.0,
+   "minutes": 0.7202416678269704,
+   "p": 36575.5,
+   "k": 2.0,
+   "w5": 63475.0,
+   "w1h": 0.0,
+   "rewrites": 0,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 0,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 0,
+   "rewrite_gap_median": null
+  },
+  {
+   "version": "10.27.15",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "supervisor",
+   "role": "その他",
+   "agent_type": "ndf:worker",
+   "count": 5,
+   "cost": 73552.94,
+   "context": 68403.6,
+   "out": 4303.2,
+   "minutes": 0.748746665318807,
+   "p": 24921.2,
+   "k": 2.0,
+   "w5": 40510.8,
+   "w1h": 0.0,
+   "rewrites": 2,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 56092,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 0,
+   "rewrite_gap_median": 0.5356166660785675
+  },
+  {
+   "version": "10.27.15",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "worker",
+   "role": "work",
+   "agent_type": "claude -p",
+   "count": 16,
+   "cost": 437842.20625000005,
+   "context": 3942818.0625,
+   "out": 19452.75,
+   "minutes": 4.175833333333333,
+   "k": 28.125,
+   "w5": 0.0,
+   "w1h": 73532.8125
+  },
+  {
+   "version": "10.27.15",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "claude+codex",
+   "layer": "conductor",
+   "role": "-",
+   "agent_type": "-",
+   "count": 1,
+   "cost": 7344171.149999999,
+   "context": 99071892.0,
+   "out": 176956.0,
+   "minutes": 511.2189333319664,
+   "p": 45175.0,
+   "k": 327.0,
+   "w5": 0.0,
+   "w1h": 771799.0,
+   "rewrites": 2,
+   "rewrites_after_5m": 2,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 335959,
+   "rewrite_tokens_after_5m": 335959,
+   "read_tokens_after_5m": 5102252,
+   "rewrite_gap_median": 346.74322499831516
+  },
+  {
+   "version": "10.27.15",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "claude+codex",
+   "layer": "supervisor",
+   "role": "その他",
+   "agent_type": "Explore",
+   "count": 1,
+   "cost": 653471.6000000001,
+   "context": 6666806.0,
+   "out": 25828.0,
+   "minutes": 8.993599998950959,
+   "p": 21921.0,
+   "k": 58.0,
+   "w5": 159066.0,
+   "w1h": 0.0,
+   "rewrites": 0,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 0,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 0,
+   "rewrite_gap_median": null
+  },
+  {
+   "version": "10.27.15",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "claude+codex",
+   "layer": "supervisor",
+   "role": "その他",
+   "agent_type": "ndf:supervisor-waits",
+   "count": 2,
+   "cost": 235793.0,
+   "context": 1476042.0,
+   "out": 5404.0,
+   "minutes": 13.845449999968212,
+   "p": 46957.0,
+   "k": 21.0,
+   "w5": 0.0,
+   "w1h": 69191.0,
+   "rewrites": 0,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 0,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 70286,
+   "rewrite_gap_median": null
+  },
+  {
+   "version": "10.27.15",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "claude+codex",
+   "layer": "supervisor",
+   "role": "その他",
+   "agent_type": "ndf:worker",
+   "count": 15,
+   "cost": 105820.31333333332,
+   "context": 432512.4,
+   "out": 3754.4,
+   "minutes": 2.7827022218704225,
+   "p": 38411.8,
+   "k": 8.2,
+   "w5": 54505.4,
+   "w1h": 0.0,
+   "rewrites": 2,
+   "rewrites_after_5m": 2,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 109482,
+   "rewrite_tokens_after_5m": 109482,
+   "read_tokens_after_5m": 0,
+   "rewrite_gap_median": 13.753474998474122
+  },
+  {
+   "version": "10.27.15",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "claude+codex",
+   "layer": "worker",
+   "role": "その他",
+   "agent_type": "ndf:worker",
+   "count": 3,
+   "cost": 132714.11666666667,
+   "context": 578605.6666666666,
+   "out": 5205.333333333333,
+   "minutes": 1.3990166677369011,
+   "p": 38413.666666666664,
+   "k": 9.666666666666666,
+   "w5": 64782.333333333336,
+   "w1h": 0.0,
+   "rewrites": 0,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 0,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 0,
+   "rewrite_gap_median": null
+  },
+  {
+   "version": "10.27.16",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "conductor",
+   "role": "-",
+   "agent_type": "-",
+   "count": 31,
+   "cost": 451688.9112903226,
+   "context": 3034750.1612903224,
+   "out": 18385.290322580644,
+   "minutes": 22.554559140307926,
+   "p": 60330.12903225807,
+   "k": 25.903225806451612,
+   "w5": 0.0,
+   "w1h": 106652.90322580645,
+   "rewrites": 1,
+   "rewrites_after_5m": 1,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 91350,
+   "rewrite_tokens_after_5m": 91350,
+   "read_tokens_after_5m": 2471876,
+   "rewrite_gap_median": 72.19301666418711
+  },
+  {
+   "version": "10.27.16",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "supervisor",
+   "role": "judge",
+   "agent_type": "claude -p",
+   "count": 5,
+   "cost": 27704.6,
+   "context": 12992.8,
+   "out": 344.2,
+   "minutes": 0.11099999999999999,
+   "k": 1.0,
+   "w5": 0.0,
+   "w1h": 12990.8
+  },
+  {
+   "version": "10.27.16",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "supervisor",
+   "role": "mvv",
+   "agent_type": "claude -p",
+   "count": 1,
+   "cost": 46033.55,
+   "context": 18852.0,
+   "out": 1889.0,
+   "minutes": 0.3433333333333334,
+   "k": 1.0,
+   "w5": 0.0,
+   "w1h": 18279.0
+  },
+  {
+   "version": "10.27.16",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "supervisor",
+   "role": "pr",
+   "agent_type": "claude -p",
+   "count": 12,
+   "cost": 20500.2625,
+   "context": 14004.416666666666,
+   "out": 1109.8333333333333,
+   "minutes": 0.2026388888888889,
+   "k": 1.0,
+   "w5": 0.0,
+   "w1h": 7307.166666666667
+  },
+  {
+   "version": "10.27.16",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "supervisor",
+   "role": "その他",
+   "agent_type": "ndf:worker",
+   "count": 3,
+   "cost": 230859.68333333335,
+   "context": 1373556.3333333333,
+   "out": 14592.333333333334,
+   "minutes": 2.448522220717536,
+   "p": 25547.666666666668,
+   "k": 22.0,
+   "w5": 74315.33333333333,
+   "w1h": 0.0,
+   "rewrites": 0,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 0,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 0,
+   "rewrite_gap_median": null
+  },
+  {
+   "version": "10.27.16",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "supervisor",
+   "role": "その他",
+   "agent_type": "その他",
+   "count": 2,
+   "cost": 93526.025,
+   "context": 118118.0,
+   "out": 6817.5,
+   "minutes": 1.0378249982992809,
+   "p": 3427.5,
+   "k": 4.0,
+   "w5": 41407.5,
+   "w1h": 0.0,
+   "rewrites": 0,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 0,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 0,
+   "rewrite_gap_median": null
+  },
+  {
+   "version": "10.27.16",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "worker",
+   "role": "work",
+   "agent_type": "claude -p",
+   "count": 29,
+   "cost": 296489.5879310345,
+   "context": 2288290.206896552,
+   "out": 13913.379310344828,
+   "minutes": 8.352528735632184,
+   "k": 22.413793103448278,
+   "w5": 0.0,
+   "w1h": 57676.31034482759
+  },
+  {
+   "version": "10.27.16",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "claude+codex",
+   "layer": "conductor",
+   "role": "-",
+   "agent_type": "-",
+   "count": 1,
+   "cost": 886845.25,
+   "context": 9165440.0,
+   "out": 26793.0,
+   "minutes": 188.82836666504542,
+   "p": 45248.0,
+   "k": 62.0,
+   "w5": 0.0,
+   "w1h": 151011.0,
+   "rewrites": 0,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 0,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 799216,
+   "rewrite_gap_median": null
+  },
+  {
+   "version": "10.27.16",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "conductor",
+   "role": "-",
+   "agent_type": "-",
+   "count": 28,
+   "cost": 339263.97500000003,
+   "context": 1942528.3214285714,
+   "out": 12992.5,
+   "minutes": 5.885591666329475,
+   "p": 63552.357142857145,
+   "k": 17.892857142857142,
+   "w5": 0.0,
+   "w1h": 90841.53571428571,
+   "rewrites": 0,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 0,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 244914,
+   "rewrite_gap_median": null
+  },
+  {
+   "version": "10.27.16",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "supervisor",
+   "role": "judge",
+   "agent_type": "claude -p",
+   "count": 3,
+   "cost": 29080.666666666668,
+   "context": 13791.333333333334,
+   "out": 300.0,
+   "minutes": 0.09277777777777778,
+   "k": 1.0,
+   "w5": 0.0,
+   "w1h": 13789.333333333334
+  },
+  {
+   "version": "10.27.16",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "supervisor",
+   "role": "mvv",
+   "agent_type": "claude -p",
+   "count": 5,
+   "cost": 56032.130000000005,
+   "context": 25107.6,
+   "out": 1297.4,
+   "minutes": 0.2506666666666667,
+   "k": 1.0,
+   "w5": 0.0,
+   "w1h": 24763.0
+  },
+  {
+   "version": "10.27.16",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "supervisor",
+   "role": "pr",
+   "agent_type": "claude -p",
+   "count": 7,
+   "cost": 17429.985714285714,
+   "context": 13629.857142857143,
+   "out": 1017.2857142857143,
+   "minutes": 0.2045238095238095,
+   "k": 1.0,
+   "w5": 0.0,
+   "w1h": 5979.571428571428
+  },
+  {
+   "version": "10.27.16",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "supervisor",
+   "role": "その他",
+   "agent_type": "general-purpose",
+   "count": 4,
+   "cost": 86984.95,
+   "context": 94007.0,
+   "out": 3228.5,
+   "minutes": 0.5861708323160807,
+   "p": 36525.25,
+   "k": 2.0,
+   "w5": 55115.25,
+   "w1h": 0.0,
+   "rewrites": 0,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 0,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 0,
+   "rewrite_gap_median": null
+  },
+  {
+   "version": "10.27.16",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "supervisor",
+   "role": "その他",
+   "agent_type": "ndf:worker",
+   "count": 18,
+   "cost": 319765.81944444444,
+   "context": 2716543.5,
+   "out": 15901.222222222223,
+   "minutes": 3.028508334027396,
+   "p": 24915.38888888889,
+   "k": 27.333333333333332,
+   "w5": 86983.83333333333,
+   "w1h": 0.0,
+   "rewrites": 5,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 143388,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 0,
+   "rewrite_gap_median": 0.6457666635513306
+  },
+  {
+   "version": "10.27.16",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "layer": "worker",
+   "role": "work",
+   "agent_type": "claude -p",
+   "count": 13,
+   "cost": 173273.80384615387,
+   "context": 916692.2307692308,
+   "out": 8087.384615384615,
+   "minutes": 6.446538461538462,
+   "k": 20.23076923076923,
+   "w5": 0.0,
+   "w1h": 44599.38461538462
+  }
+ ],
+ "external": [
+  {
+   "version": "10.27.15",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "runtime": "claude",
+   "skill": "cross-refactoring",
+   "cli_model": "claude-opus-5-5",
+   "count": 11,
+   "context": 405299.9090909091,
+   "out": 4969.727272727273,
+   "cost": 122104.31818181813,
+   "minutes": 0.8947151505585873,
+   "p": 26883.81818181818,
+   "k": 9.090909090909092,
+   "w5": 0.0,
+   "w1h": 39473.545454545456,
+   "rewrites": 0,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 0,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 0,
+   "rewrite_gap_median": null,
+   "call_seats": 11
+  },
+  {
+   "version": "10.27.15",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "-",
+   "runtime": "codex",
+   "skill": "cross-refactoring",
+   "cli_model": "gpt-6.1-sol",
+   "count": 1,
+   "input": 2153346.0,
+   "cached": 1998464.0,
+   "out": 10087.0,
+   "minutes": 4.944216664632162,
+   "p": 27887.0,
+   "k": 19.0,
+   "rewrites": 0,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 0,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 0,
+   "rewrite_gap_median": null,
+   "call_seats": 1
+  },
+  {
+   "version": "10.27.15",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "claude+codex",
+   "runtime": "claude",
+   "skill": "cross-review",
+   "cli_model": "claude-opus-5-5",
+   "count": 24,
+   "context": 344675.125,
+   "out": 5442.5,
+   "cost": 133163.65416666665,
+   "minutes": 1.060519444445769,
+   "p": 28692.666666666668,
+   "k": 7.416666666666667,
+   "w5": 0.0,
+   "w1h": 45488.875,
+   "rewrites": 1,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 37815,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 0,
+   "rewrite_gap_median": 0.5753833333651225,
+   "call_seats": 24
+  },
+  {
+   "version": "10.27.15",
+   "mode": "不明",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "claude+codex",
+   "runtime": "codex",
+   "skill": "cross-review",
+   "cli_model": "gpt-6.1-sol",
+   "count": 35,
+   "input": 325203.17142857146,
+   "cached": 278440.22857142857,
+   "out": 2156.3142857142857,
+   "minutes": 1.2748423809096927,
+   "p": 25587.628571428573,
+   "k": 6.571428571428571,
+   "rewrites": 3,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 72691,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 0,
+   "rewrite_gap_median": 0.09981666405995687,
+   "call_seats": 35
+  },
+  {
+   "version": "10.27.16",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "claude+codex",
+   "runtime": "claude",
+   "skill": "cross-review",
+   "cli_model": "claude-opus-5-5",
+   "count": 4,
+   "context": 253228.25,
+   "out": 5068.75,
+   "cost": 115206.8125,
+   "minutes": 4.319233335057894,
+   "p": 24890.0,
+   "k": 6.25,
+   "w5": 0.0,
+   "w1h": 39584.5,
+   "rewrites": 0,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 0,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 28121,
+   "rewrite_gap_median": null,
+   "call_seats": 4
+  },
+  {
+   "version": "10.27.16",
+   "mode": "standard",
+   "model": "claude-opus-5-5",
+   "cc": "2.1.318",
+   "reviewers": "claude+codex",
+   "runtime": "codex",
+   "skill": "cross-review",
+   "cli_model": "gpt-6.1-sol",
+   "count": 3,
+   "input": 271961.0,
+   "cached": 228352.0,
+   "out": 2139.6666666666665,
+   "minutes": 2.0000500003496806,
+   "p": 25574.0,
+   "k": 6.0,
+   "rewrites": 0,
+   "rewrites_after_5m": 0,
+   "rewrites_untimed": 0,
+   "rewrite_tokens": 0,
+   "rewrite_tokens_after_5m": 0,
+   "read_tokens_after_5m": 0,
+   "rewrite_gap_median": null,
+   "call_seats": 3
+  }
+ ],
+ "meta": {
+  "by": [
+   "version",
+   "mode",
+   "model",
+   "cc",
+   "reviewers"
+  ],
+  "min_version": "10.27.15",
+  "until": "2026-11-05T01:04:00Z",
+  "sessions": 107,
+  "sessions_with_pr": 3,
+  "unlinked_external": 3146,
+  "unlinked_ledger": 0,
+  "skipped": {
+   "ndf の Skill が無い": 896,
+   "版を判定できない": 21
+  },
+  "released": "10.27.18",
+  "previous": "2026-11-04.json"
+ }
+}
diff --git a/docs/metrics/ndf-token-usage/2026-11-05.md b/docs/metrics/ndf-token-usage/2026-11-05.md
new file mode 100644
index 000000000..3f1774531
--- /dev/null
+++ b/docs/metrics/ndf-token-usage/2026-11-05.md
@@ -0,0 +1,131 @@
+# ndf の版ごとのトークン消費と所要時間（2026-11-05 集計・10.27.18 の配布）
+
+**10.27.18 を正式版として出したときの記録である。** 打ち切りの時刻は `2026-11-05T01:04:00Z`。表の最初の行は 10.27.15（前の記録: 2026-11-04.md）。既定では前の記録の最後の版で、記録どうしが 1 行ずつ重なる。生の記録・会話の本文・リポジトリ名・会話の ID は残していない。集計した日時点の記録で、以後の記録の増減には追随しない。
+
+## 作り方
+
+同じ打ち切りの時刻で走らせ直すと、記録が残っている間は同じ `.json` ができる。ただし kiro の記録はターンに時刻を持たないため、打ち切りをまたいで進行中だった席は credit が変わりうる。
+
+```bash
+python3 scripts/token-usage-snapshot.py --released 10.27.18 --until 2026-11-05T01:04:00Z --min-version 10.27.15
+python3 scripts/token-usage.py --min-version 10.27.15 --until 2026-11-05T01:04:00Z --by version   # 末尾の「集計の出力」
+```
+
+## 比べるときの注意
+
+- **PR を作った会話が 2 件以下の版:** 無し。作業の中身の違いが版の違いより大きい
+- **CHANGELOG.md にあって表に出ない版:** 10.27.16, 10.27.18。その版で始めた PR つきの会話が無い（会話の版は最初に読んだ版で決まる）
+- **打ち切りの 30 分前以降にも行がある会話を含む版:** 10.27.15, 10.27.16。進行中だった会話は、値が打ち切りの時刻までの分である
+
+## 版ごとの差（PR 1 本あたり）
+
+換算の合計は conductor・supervisor・worker の換算の和。前の版との差は、表の 1 つ上の行との比である。±30% を超えた版を下の「読み取り」で扱う。
+
+| ndf の版 | 会話 | PR | 換算の合計 | 前の版との差 | conductor | supervisor | worker | 入力 | 所要 | codex 入力 |
+| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| 10.27.15 | 3 | 7 | 2.20M | - | 1.49M | 0.66M | 0.06M | 23.42M | 96.8 | 1.63M |
+
+## 版と層ごとの呼び出しとキャッシュ（1 起動あたり）
+
+P と k と書き込みは 1 起動あたり、書き直しとうち 5 分超は合計の回数である。
+
+| ndf の版 | 層 | 起動 | P | k | 書き込み 5 分 | 書き込み 1 時間 | 書き直し | うち 5 分超 | 1 起動あたりの書き直し |
+| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| 10.27.15 | conductor | 47 | 59.1k | 36.2 | 0.00M | 0.14M | 7 | 6 | 0.15 |
+| 10.27.15 | supervisor | 45 | 34.7k | 8.9 | 0.04M | 0.01M | 4 | 2 | 0.14 |
+| 10.27.15 | worker | 31 | 38.4k | 32.2 | 0.01M | 0.07M | 0 | 0 | 0.00 |
+| 10.27.16 | conductor | 60 | 61.6k | 22.8 | 0.00M | 0.10M | 1 | 1 | 0.02 |
+| 10.27.16 | supervisor | 60 | 25.1k | 10.1 | 0.03M | 0.01M | 5 | 0 | 0.19 |
+| 10.27.16 | worker | 42 | - | 21.7 | 0.00M | 0.05M | - | - | - |
+
+## 読み取り
+
+差の大きい版は無い（すべて ±30% の内）。読み取りは要らない。
+
+## 集計の出力
+
+対象の会話: 107 件 / PR を作った会話: 3 件 / 寄せ先の無い外部 CLI: 3146 件 / 寄せ先の無い帳簿の行: 0 件
+
+換算は input を 1 とした費用（cache read はモデル別: claude-opus-5-5 0.05 / claude-fable-5-1 0.025 / 他 0.1。cache write 5 分 1.25・1 時間 2 / output 5）。入力は input + cache read + cache write。所要は分。
+
+### PR 1 本あたり
+
+| 動いた版 | 会話 | PR | conductor 換算 | supervisor 換算 | worker 換算 | 入力 | 出力 | 所要 | codex 入力 | codex 出力 | kiro credit | claude 席 換算 |
+| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| 10.27.15 | 3 | 7 | 1.49M | 0.66M | 0.06M | 23.42M | 64.5k | 96.8 | 1.63M | 10.8k | 0.00 | 0.46M |
+
+### フェーズごと（1 起動あたり）
+
+| 動いた版 | 層 | フェーズ | 定義 | 起動 | 換算 | 入力 | 出力 | 所要 |
+| --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| 10.27.15 | conductor | - | - | 47 | 0.68M | 5.87M | 24.0k | 25.2 |
+| 10.27.15 | supervisor | judge | claude -p | 4 | 0.03M | 0.01M | 0.3k | 0.1 |
+| 10.27.15 | supervisor | mvv | claude -p | 4 | 0.06M | 0.03M | 1.7k | 0.3 |
+| 10.27.15 | supervisor | pr | claude -p | 9 | 0.02M | 0.01M | 1.3k | 0.3 |
+| 10.27.15 | supervisor | その他 | Explore | 1 | 0.65M | 6.67M | 25.8k | 9.0 |
+| 10.27.15 | supervisor | その他 | general-purpose | 2 | 0.10M | 0.10M | 4.2k | 0.7 |
+| 10.27.15 | supervisor | その他 | ndf:supervisor-waits | 2 | 0.24M | 1.48M | 5.4k | 13.8 |
+| 10.27.15 | supervisor | その他 | ndf:worker | 22 | 0.18M | 1.20M | 7.3k | 3.2 |
+| 10.27.15 | supervisor | その他 | その他 | 1 | 0.02M | 0.01M | 1.4k | 0.1 |
+| 10.27.15 | worker | work | claude -p | 28 | 0.49M | 4.32M | 22.1k | 4.6 |
+| 10.27.15 | worker | その他 | ndf:worker | 3 | 0.13M | 0.58M | 5.2k | 1.4 |
+| 10.27.16 | conductor | - | - | 60 | 0.41M | 2.63M | 16.0k | 17.5 |
+| 10.27.16 | supervisor | judge | claude -p | 8 | 0.03M | 0.01M | 0.3k | 0.1 |
+| 10.27.16 | supervisor | mvv | claude -p | 6 | 0.05M | 0.02M | 1.4k | 0.3 |
+| 10.27.16 | supervisor | pr | claude -p | 19 | 0.02M | 0.01M | 1.1k | 0.2 |
+| 10.27.16 | supervisor | その他 | general-purpose | 4 | 0.09M | 0.09M | 3.2k | 0.6 |
+| 10.27.16 | supervisor | その他 | ndf:worker | 21 | 0.31M | 2.52M | 15.7k | 2.9 |
+| 10.27.16 | supervisor | その他 | その他 | 2 | 0.09M | 0.12M | 6.8k | 1.0 |
+| 10.27.16 | worker | work | claude -p | 42 | 0.26M | 1.86M | 12.1k | 7.8 |
+
+### フェーズごとの呼び出しとキャッシュ
+
+P は起動ごとの固定費（最初の呼び出しの文脈）、k は呼び出し回数（どちらも 1 起動あたり）。書き直しは 2 回目以降の呼び出しのうち、書き込みが文脈の 50% を超え、かつ 20k を超えたものの回数（合計）。5 分超はそのうち直前の呼び出しとの間隔が 5 分を超えた回数、間隔は直前の間隔の中央値（分）。5 分超の書き直し・読み込みは、直前の間隔が 5 分を超えた呼び出しの書き直しの量と、書き直しでない呼び出しの読み込みの量（どちらも合計）。定義はサブエージェントの定義の名前。
+
+| 動いた版 | 層 | フェーズ | 定義 | 起動 | P | k | 書き込み 5 分 | 書き込み 1 時間 | 書き直し | 5 分超 | 5 分超の書き直し | 5 分超の読み込み | 間隔 |
+| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| 10.27.15 | conductor | - | - | 47 | 59.1k | 36.2 | 0.00M | 0.14M | 7 | 6 | 0.88M | 7.67M | 263.9 |
+| 10.27.15 | supervisor | judge | claude -p | 4 | - | 1.0 | 0.00M | 0.01M | - | - | - | - | - |
+| 10.27.15 | supervisor | mvv | claude -p | 4 | - | 1.0 | 0.00M | 0.03M | - | - | - | - | - |
+| 10.27.15 | supervisor | pr | claude -p | 9 | - | 1.0 | 0.00M | 0.01M | - | - | - | - | - |
+| 10.27.15 | supervisor | その他 | Explore | 1 | 21.9k | 58.0 | 0.16M | 0.00M | 0 | 0 | 0.00M | 0.00M | - |
+| 10.27.15 | supervisor | その他 | general-purpose | 2 | 36.6k | 2.0 | 0.06M | 0.00M | 0 | 0 | 0.00M | 0.00M | - |
+| 10.27.15 | supervisor | その他 | ndf:supervisor-waits | 2 | 47.0k | 21.0 | 0.00M | 0.07M | 0 | 0 | 0.00M | 0.07M | - |
+| 10.27.15 | supervisor | その他 | ndf:worker | 22 | 35.4k | 12.6 | 0.07M | 0.00M | 4 | 2 | 0.11M | 0.00M | 6.9 |
+| 10.27.15 | supervisor | その他 | その他 | 1 | 3.4k | 2.0 | 0.01M | 0.00M | 0 | 0 | 0.00M | 0.00M | - |
+| 10.27.15 | worker | work | claude -p | 28 | - | 34.6 | 0.00M | 0.08M | - | - | - | - | - |
+| 10.27.15 | worker | その他 | ndf:worker | 3 | 38.4k | 9.7 | 0.06M | 0.00M | 0 | 0 | 0.00M | 0.00M | - |
+| 10.27.16 | conductor | - | - | 60 | 61.6k | 22.8 | 0.00M | 0.10M | 1 | 1 | 0.09M | 3.52M | 72.2 |
+| 10.27.16 | supervisor | judge | claude -p | 8 | - | 1.0 | 0.00M | 0.01M | - | - | - | - | - |
+| 10.27.16 | supervisor | mvv | claude -p | 6 | - | 1.0 | 0.00M | 0.02M | - | - | - | - | - |
+| 10.27.16 | supervisor | pr | claude -p | 19 | - | 1.0 | 0.00M | 0.01M | - | - | - | - | - |
+| 10.27.16 | supervisor | その他 | general-purpose | 4 | 36.5k | 2.0 | 0.06M | 0.00M | 0 | 0 | 0.00M | 0.00M | - |
+| 10.27.16 | supervisor | その他 | ndf:worker | 21 | 25.0k | 26.6 | 0.09M | 0.00M | 5 | 0 | 0.00M | 0.00M | 0.6 |
+| 10.27.16 | supervisor | その他 | その他 | 2 | 3.4k | 4.0 | 0.04M | 0.00M | 0 | 0 | 0.00M | 0.00M | - |
+| 10.27.16 | worker | work | claude -p | 42 | - | 21.7 | 0.00M | 0.05M | - | - | - | - | - |
+
+### 外部 CLI（1 起動あたり）
+
+kiro はトークン数を記録しない（値が 0）ため credit だけを載せる。agy は読まない。
+
+| 動いた版 | ランタイム | Skill | モデル | 起動 | 入力 | cache | 出力 | credit | 所要 |
+| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| 10.27.15 | claude | cross-review | claude-opus-5-5 | 24 | 0.34M | 0.00M | 5.4k | 0.00 | 1.1 |
+| 10.27.15 | claude | cross-refactoring | claude-opus-5-5 | 11 | 0.41M | 0.00M | 5.0k | 0.00 | 0.9 |
+| 10.27.15 | codex | cross-review | gpt-6.1-sol | 35 | 0.33M | 0.28M | 2.2k | 0.00 | 1.3 |
+| 10.27.15 | codex | cross-refactoring | gpt-6.1-sol | 1 | 2.15M | 2.00M | 10.1k | 0.00 | 4.9 |
+| 10.27.16 | claude | cross-review | claude-opus-5-5 | 4 | 0.25M | 0.00M | 5.1k | 0.00 | 4.3 |
+| 10.27.16 | codex | cross-review | gpt-6.1-sol | 3 | 0.27M | 0.23M | 2.1k | 0.00 | 2.0 |
+
+### 外部 CLI の呼び出しとキャッシュ（1 起動あたり）
+
+codex は input のうち cached に当たらなかった分を書き込みとみなし、呼び出しごとの値（last_token_usage）を持つ席だけで数える。kiro は呼び出し回数を記録しない（利用者のターン数は JSON の turns）。取れない値は -。
+
+| 動いた版 | ランタイム | Skill | モデル | 起動 | P | k | 書き直し | 5 分超 | 5 分超の書き直し | 5 分超の読み込み | 間隔 |
+| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| 10.27.15 | claude | cross-review | claude-opus-5-5 | 24 | 28.7k | 7.4 | 1 | 0 | 0.00M | 0.00M | 0.6 |
+| 10.27.15 | claude | cross-refactoring | claude-opus-5-5 | 11 | 26.9k | 9.1 | 0 | 0 | 0.00M | 0.00M | - |
+| 10.27.15 | codex | cross-review | gpt-6.1-sol | 35 | 25.6k | 6.6 | 3 | 0 | 0.00M | 0.00M | 0.1 |
+| 10.27.15 | codex | cross-refactoring | gpt-6.1-sol | 1 | 27.9k | 19.0 | 0 | 0 | 0.00M | 0.00M | - |
+| 10.27.16 | claude | cross-review | claude-opus-5-5 | 4 | 24.9k | 6.2 | 0 | 0 | 0.00M | 0.03M | - |
+| 10.27.16 | codex | cross-review | gpt-6.1-sol | 3 | 25.6k | 6.0 | 0 | 0 | 0.00M | 0.00M | - |
diff --git a/plugins/ndf/.claude-plugin/plugin.json b/plugins/ndf/.claude-plugin/plugin.json
index d5160a05e..ec3b6ab16 100644
--- a/plugins/ndf/.claude-plugin/plugin.json
+++ b/plugins/ndf/.claude-plugin/plugin.json
@@ -1,7 +1,7 @@
 {
   "name": "ndf",
-  "version": "10.27.18-dev.1",
-  "description": "Claude Code plugin (v10.27.18-dev.1): 8 specialized agents (plus 2 supervisor agents and 1 worker agent for the 3-layer workflow) and 49 focused NDF skills for PR/review workflows, cross-review, implementation planning, plan-to-spec, Docker container access, statusline, external AI delegation (Codex/agy), transcript retention guard, and optional Slack notifications.",
+  "version": "10.27.18",
+  "description": "Claude Code plugin (v10.27.18): 8 specialized agents (plus 2 supervisor agents and 1 worker agent for the 3-layer workflow) and 49 focused NDF skills for PR/review workflows, cross-review, implementation planning, plan-to-spec, Docker container access, statusline, external AI delegation (Codex/agy), transcript retention guard, and optional Slack notifications.",
   "author": {
     "name": "takemi-ohama",
     "url": "https://github.com/takemi-ohama"
diff --git a/plugins/ndf/.codex-plugin/plugin.json b/plugins/ndf/.codex-plugin/plugin.json
index 7214058b9..6d706bf3c 100644
--- a/plugins/ndf/.codex-plugin/plugin.json
+++ b/plugins/ndf/.codex-plugin/plugin.json
@@ -1,7 +1,7 @@
 {
   "name": "ndf",
-  "version": "10.27.18-dev.1",
-  "description": "Codex plugin (v10.27.18-dev.1): 45 focused NDF skills for PR/review workflows, cross-review, implementation planning, plan-to-spec, Docker container access, external AI delegation (Codex/agy), and optional Slack completion notifications.",
+  "version": "10.27.18",
+  "description": "Codex plugin (v10.27.18): 45 focused NDF skills for PR/review workflows, cross-review, implementation planning, plan-to-spec, Docker container access, external AI delegation (Codex/agy), and optional Slack completion notifications.",
   "skills": [
     "./skills/cherry-pick-pr",
     "./skills/cross-refactoring",
diff --git a/plugins/ndf/README.md b/plugins/ndf/README.md
index d7588a4c2..8849dee8c 100644
--- a/plugins/ndf/README.md
+++ b/plugins/ndf/README.md
@@ -350,7 +350,7 @@ agy models   # 認証確認
 
 ```text
 # 動く: 実体パスを示して読ませる
-~/.codex/plugins/cache/ai-plugins/ndf/10.27.18-dev.1/skills/deploy/SKILL.md を読んで、その手順どおりに qa/staging へ deploy PR を作成してください。
+~/.codex/plugins/cache/ai-plugins/ndf/10.27.18/skills/deploy/SKILL.md を読んで、その手順どおりに qa/staging へ deploy PR を作成してください。
 
 # 動かない: 明示起動 ($ は展開されない)
 $deploy qa/staging
@@ -372,14 +372,14 @@ marketplace 経由でインストールした場合、Skill の実体は **ワ
 ```text
 $CODEX_HOME/plugins/cache/<marketplace>/<plugin>/<version>/skills/<skill>/SKILL.md
 # 既定 ($CODEX_HOME=~/.codex) の例:
-# ~/.codex/plugins/cache/ai-plugins/ndf/10.27.18-dev.1/skills/deploy/SKILL.md
+# ~/.codex/plugins/cache/ai-plugins/ndf/10.27.18/skills/deploy/SKILL.md
 ```
 
 そのため「`deploy` の SKILL.md を探して読んで」のような曖昧な依頼は、Codex のファイル探索がワークスペース内に限られる状況では失敗しえます。**抑止した Skill は `$<skill 名>` が展開されない**ので、`codex plugin list` で実体パスを確認し、絶対パスを渡してください。
 
 ```bash
 codex plugin list | grep 'ndf@ai-plugins'
-# => ndf@ai-plugins  installed, enabled  10.27.18-dev.1  <path>
+# => ndf@ai-plugins  installed, enabled  10.27.18  <path>
 ```
 
 抑止していない Skill（`document-style` など）はキャッシュ配下でも `$<skill 名>` で解決するため、そちらは `$` 起動が使えます。