diff --git a/.claude-plugin/marketplace.json b/.claude-plugin/marketplace.json
index fea456b..51006f8 100644
--- a/.claude-plugin/marketplace.json
+++ b/.claude-plugin/marketplace.json
@@ -58,7 +58,7 @@
     {
       "name": "ragkit",
       "source": "./plugins/ragkit",
-      "version": "0.1.3",
+      "version": "0.1.4",
       "description": "Standalone knowledge-base RAG plugin (vector/lexical/metadata multi-channel recall).",
       "category": "database",
       "homepage": "https://github.com/qxbyte/pluginhub",
diff --git a/plugins/ragkit/.claude-plugin/plugin.json b/plugins/ragkit/.claude-plugin/plugin.json
index e1ab33f..19bb520 100644
--- a/plugins/ragkit/.claude-plugin/plugin.json
+++ b/plugins/ragkit/.claude-plugin/plugin.json
@@ -1,6 +1,6 @@
 {
   "name": "ragkit",
-  "version": "0.1.3",
+  "version": "0.1.4",
   "description": "Standalone knowledge-base RAG: chunk + embed + multi-channel recall (vector/lexical/metadata, RRF-fused) over distill-style knowledge-base/ directories.",
   "author": {
     "name": "xueqiang",
diff --git a/plugins/ragkit/CHANGELOG.md b/plugins/ragkit/CHANGELOG.md
index 91332d4..0f87f98 100644
--- a/plugins/ragkit/CHANGELOG.md
+++ b/plugins/ragkit/CHANGELOG.md
@@ -2,6 +2,12 @@
 
 ## Unreleased
 
+## 0.1.4 (2026-07-08) — 去 commands，skill 直接出斜杠（修记录 2 脱轨元凶）
+
+- **删掉 `commands/` 目录**（4 个薄壳命令），并从 4 个 skill 去掉 `user-invocable: false`。Claude Code 里 command 已并入 skill——默认(不写 `user-invocable`)的 skill 自动就有 `/ragkit:*` 斜杠入口 + 模型自动调,两样都占。`/ragkit:query` 等入口不变,只是现在**直接由 skill 提供**。
+- **根治"模型绕开插件手搓检索"**:旧 command body 那句 `Follow the plugin skill at skills/query/SKILL.md`（相对文件路径）会**诱导弱模型去项目目录搜该文件**(执行记录-2 实证:`Search **/skills/query/SKILL.md` in project → 0 命中 → 放弃插件、装 numpy 自己算)。去掉这层 command 间接,模型只能按名 `Skill(ragkit:query)`,不再被指去搜文件。
+- specode 按名调用 `ragkit:query` 不受影响(skill 名不变)。`__env_probe__` 探针仍在(待 CodeBuddy 实跑)。
+
 ## 0.1.3 (2026-07-08) — 修 skill YAML + 临时探针 spike
 
 - **修 frontmatter YAML 解析失败(P0)**：0.1.2 的四个 skill `description` 含 `Trigger: `（冒号+空格），未加引号导致 YAML 解析失败——`claude plugin validate` 报错、且**运行时 frontmatter 被整体静默丢弃**（name/description 全丢，影响 skill 发现）。修法：四个 description 全部加双引号。（同款 bug 也在 specode / task-swarm 的 skill 里，单独处理。）
diff --git a/plugins/ragkit/commands/embed.md b/plugins/ragkit/commands/embed.md
deleted file mode 100644
index ca2c00f..0000000
--- a/plugins/ragkit/commands/embed.md
+++ /dev/null
@@ -1,7 +0,0 @@
----
-description: RagKit 向量索引构建与更新
-argument-hint: "[--kb 路径] [--rebuild]"
----
-
-Follow the plugin skill at `skills/embed/SKILL.md` (use the Skill tool: `ragkit:embed`).
-User input: $ARGUMENTS
diff --git a/plugins/ragkit/commands/eval.md b/plugins/ragkit/commands/eval.md
deleted file mode 100644
index b0a671a..0000000
--- a/plugins/ragkit/commands/eval.md
+++ /dev/null
@@ -1,7 +0,0 @@
----
-description: RagKit 检索精度评估
-argument-hint: "[--kb 路径] [--channels ...]"
----
-
-Follow the plugin skill at `skills/eval/SKILL.md` (use the Skill tool: `ragkit:eval`).
-User input: $ARGUMENTS
diff --git a/plugins/ragkit/commands/query.md b/plugins/ragkit/commands/query.md
deleted file mode 100644
index 6e22e35..0000000
--- a/plugins/ragkit/commands/query.md
+++ /dev/null
@@ -1,7 +0,0 @@
----
-description: RagKit 多路召回查询（向量+词汇+元数据，RRF 融合）
-argument-hint: "<检索问题>"
----
-
-Follow the plugin skill at `skills/query/SKILL.md` (use the Skill tool: `ragkit:query`).
-User input: $ARGUMENTS
diff --git a/plugins/ragkit/commands/status.md b/plugins/ragkit/commands/status.md
deleted file mode 100644
index 558380d..0000000
--- a/plugins/ragkit/commands/status.md
+++ /dev/null
@@ -1,7 +0,0 @@
----
-description: RagKit 索引健康检查
-argument-hint: "[--kb 路径]"
----
-
-Follow the plugin skill at `skills/status/SKILL.md` (use the Skill tool: `ragkit:status`).
-User input: $ARGUMENTS
diff --git a/plugins/ragkit/skills/embed/SKILL.md b/plugins/ragkit/skills/embed/SKILL.md
index 960b9bb..b7adcf8 100644
--- a/plugins/ragkit/skills/embed/SKILL.md
+++ b/plugins/ragkit/skills/embed/SKILL.md
@@ -1,6 +1,5 @@
 ---
 name: embed
-user-invocable: false
 description: "Use when building or refreshing the RagKit index for a project `knowledge-base/` (e.g. after distill added/updated knowledge points). Trigger: /ragkit:embed. Querying instead → ragkit:query; index health → ragkit:status."
 ---
 
diff --git a/plugins/ragkit/skills/eval/SKILL.md b/plugins/ragkit/skills/eval/SKILL.md
index ac80632..a056248 100644
--- a/plugins/ragkit/skills/eval/SKILL.md
+++ b/plugins/ragkit/skills/eval/SKILL.md
@@ -1,6 +1,5 @@
 ---
 name: eval
-user-invocable: false
 description: "Use when measuring or tuning RagKit retrieval accuracy — runs the golden evalset, reports recall@k / MRR per bucket. Trigger: /ragkit:eval. Run before/after any retrieval-param change to keep a baseline."
 ---
 
diff --git a/plugins/ragkit/skills/query/SKILL.md b/plugins/ragkit/skills/query/SKILL.md
index 41b6cd6..aa11984 100644
--- a/plugins/ragkit/skills/query/SKILL.md
+++ b/plugins/ragkit/skills/query/SKILL.md
@@ -1,6 +1,5 @@
 ---
 name: query
-user-invocable: false
 description: "Use when retrieving from a project `knowledge-base/` — multi-channel RAG recall (vector + lexical + metadata, RRF-fused) returning locate-pointer cards; multi-round/multi-angle querying allowed. Trigger: /ragkit:query, or called by name by workflows like specode. Building/refreshing the index instead → ragkit:embed."
 ---
 
diff --git a/plugins/ragkit/skills/status/SKILL.md b/plugins/ragkit/skills/status/SKILL.md
index 93aa9f2..f91a4a1 100644
--- a/plugins/ragkit/skills/status/SKILL.md
+++ b/plugins/ragkit/skills/status/SKILL.md
@@ -1,6 +1,5 @@
 ---
 name: status
-user-invocable: false
 description: "Use when checking RagKit index health — doc/chunk counts, backend resolution, staleness and drift between `knowledge-base/` and index. Trigger: /ragkit:status. Rebuilding after drift → ragkit:embed."
 ---