diff --git a/astrbot/dashboard/routes/skills.py b/astrbot/dashboard/routes/skills.py
index fb8e71ab6..3c1682baf 100644
--- a/astrbot/dashboard/routes/skills.py
+++ b/astrbot/dashboard/routes/skills.py
@@ -53,6 +53,8 @@ class SkillsRoute(Route):
             "/skills/neo/promote": ("POST", self.promote_neo_candidate),
             "/skills/neo/rollback": ("POST", self.rollback_neo_release),
             "/skills/neo/sync": ("POST", self.sync_neo_release),
+            "/skills/neo/delete-candidate": ("POST", self.delete_neo_candidate),
+            "/skills/neo/delete-release": ("POST", self.delete_neo_release),
         }
         self.register_routes()
 
@@ -76,6 +78,14 @@ class SkillsRoute(Route):
             )
         return endpoint, access_token
 
+    async def _delete_neo_release(self, client: Any, release_id: str, reason: str | None):
+        return await client.skills.delete_release(release_id, reason=reason)
+
+    async def _delete_neo_candidate(
+        self, client: Any, candidate_id: str, reason: str | None
+    ):
+        return await client.skills.delete_candidate(candidate_id, reason=reason)
+
     async def _with_neo_client(
         self,
         operation: Callable[[Any], Awaitable[dict]],
@@ -415,3 +425,45 @@ class SkillsRoute(Route):
             )
 
         return await self._with_neo_client(_do)
+
+    async def delete_neo_candidate(self):
+        if DEMO_MODE:
+            return (
+                Response()
+                .error("You are not permitted to do this operation in demo mode")
+                .__dict__
+            )
+        logger.info("[Neo] POST /skills/neo/delete-candidate requested.")
+        data = await request.get_json()
+        candidate_id = data.get("candidate_id")
+        reason = data.get("reason")
+        if not candidate_id:
+            return Response().error("Missing candidate_id").__dict__
+
+        async def _do(client):
+            result = await self._delete_neo_candidate(client, candidate_id, reason)
+            logger.info(f"[Neo] Candidate deleted: id={candidate_id}")
+            return Response().ok(_to_jsonable(result)).__dict__
+
+        return await self._with_neo_client(_do)
+
+    async def delete_neo_release(self):
+        if DEMO_MODE:
+            return (
+                Response()
+                .error("You are not permitted to do this operation in demo mode")
+                .__dict__
+            )
+        logger.info("[Neo] POST /skills/neo/delete-release requested.")
+        data = await request.get_json()
+        release_id = data.get("release_id")
+        reason = data.get("reason")
+        if not release_id:
+            return Response().error("Missing release_id").__dict__
+
+        async def _do(client):
+            result = await self._delete_neo_release(client, release_id, reason)
+            logger.info(f"[Neo] Release deleted: id={release_id}")
+            return Response().ok(_to_jsonable(result)).__dict__
+
+        return await self._with_neo_client(_do)
diff --git a/dashboard/src/components/extension/SkillsSection.vue b/dashboard/src/components/extension/SkillsSection.vue
index 686890247..8ac2c6143 100644
--- a/dashboard/src/components/extension/SkillsSection.vue
+++ b/dashboard/src/components/extension/SkillsSection.vue
@@ -63,56 +63,73 @@
       </template>
 
       <template v-else>
-        <v-card class="mx-3 mb-4 pa-3" variant="outlined">
-          <v-row>
+        <v-card class="mx-3 mb-4 pa-4 neo-filter-card" variant="outlined">
+          <div class="d-flex flex-wrap justify-space-between align-center ga-2 mb-3">
+            <div>
+              <div class="text-subtitle-1 font-weight-bold">Neo Skills</div>
+              <div class="text-caption text-medium-emphasis">筛选候选与发布记录</div>
+            </div>
+            <v-btn color="primary" prepend-icon="mdi-refresh" variant="flat" @click="fetchNeoData">
+              {{ tm("skills.refresh") }}
+            </v-btn>
+          </div>
+
+          <v-row class="ga-md-0 ga-2">
             <v-col cols="12" md="4">
               <v-text-field
                 v-model="neoFilters.skill_key"
                 :label="tm('skills.neoSkillKey')"
+                prepend-inner-icon="mdi-key-outline"
                 density="comfortable"
                 hide-details
                 variant="outlined"
               />
             </v-col>
-            <v-col cols="12" md="3">
+            <v-col cols="12" md="4">
               <v-select
                 v-model="neoFilters.status"
                 :label="tm('skills.neoStatus')"
                 :items="candidateStatusItems"
                 item-title="title"
                 item-value="value"
+                prepend-inner-icon="mdi-progress-check"
                 density="comfortable"
                 hide-details
                 variant="outlined"
               />
             </v-col>
-            <v-col cols="12" md="3">
+            <v-col cols="12" md="4">
               <v-select
                 v-model="neoFilters.stage"
                 :label="tm('skills.neoStage')"
                 :items="releaseStageItems"
                 item-title="title"
                 item-value="value"
+                prepend-inner-icon="mdi-layers-outline"
                 density="comfortable"
                 hide-details
                 variant="outlined"
               />
             </v-col>
-            <v-col cols="12" md="2" class="d-flex align-center">
-              <v-btn color="primary" block @click="fetchNeoData">{{ tm("skills.refresh") }}</v-btn>
-            </v-col>
           </v-row>
         </v-card>
 
         <v-progress-linear v-if="neoLoading" indeterminate color="primary"></v-progress-linear>
 
-        <v-card class="mx-3 mb-4" variant="outlined">
-          <v-card-title>{{ tm("skills.neoCandidates") }}</v-card-title>
+        <div class="mx-3 mb-3 d-flex flex-wrap ga-2">
+          <v-chip size="small" color="primary" variant="tonal">Candidates: {{ neoCandidates.length }}</v-chip>
+          <v-chip size="small" color="indigo" variant="tonal">Releases: {{ neoReleases.length }}</v-chip>
+          <v-chip size="small" color="success" variant="tonal">Active: {{ activeReleaseCount }}</v-chip>
+        </div>
+
+        <v-card class="mx-3 mb-4 neo-table-card" variant="outlined">
+          <v-card-title class="text-subtitle-1 font-weight-bold">{{ tm("skills.neoCandidates") }}</v-card-title>
           <v-data-table
             :headers="candidateHeaders"
             :items="neoCandidates"
             density="compact"
             :items-per-page="10"
+            class="neo-data-table"
           >
             <template #item.latest_score="{ item }">
               {{ item.latest_score ?? "-" }}
@@ -139,18 +156,27 @@
                 >
                   Payload
                 </v-btn>
+                <v-btn
+                  size="x-small"
+                  color="error"
+                  variant="tonal"
+                  @click="deleteCandidate(item)"
+                >
+                  {{ tm("skills.neoDelete") }}
+                </v-btn>
               </div>
             </template>
           </v-data-table>
         </v-card>
 
-        <v-card class="mx-3 mb-4" variant="outlined">
-          <v-card-title>{{ tm("skills.neoReleases") }}</v-card-title>
+        <v-card class="mx-3 mb-4 neo-table-card" variant="outlined">
+          <v-card-title class="text-subtitle-1 font-weight-bold">{{ tm("skills.neoReleases") }}</v-card-title>
           <v-data-table
             :headers="releaseHeaders"
             :items="neoReleases"
             density="compact"
             :items-per-page="10"
+            class="neo-data-table"
           >
             <template #item.is_active="{ item }">
               <v-chip size="small" :color="item.is_active ? 'success' : 'default'" variant="tonal">
@@ -159,12 +185,25 @@
             </template>
             <template #item.actions="{ item }">
               <div class="d-flex ga-1 flex-wrap">
-                <v-btn size="x-small" color="warning" variant="tonal" @click="rollbackRelease(item)">
-                  {{ tm("skills.neoRollback") }}
+                <v-btn
+                  size="x-small"
+                  color="warning"
+                  variant="tonal"
+                  @click="handleReleaseLifecycleAction(item)"
+                >
+                  {{ item.is_active ? tm("skills.neoDeactivate") : tm("skills.neoRollback") }}
                 </v-btn>
                 <v-btn size="x-small" color="primary" variant="tonal" @click="syncRelease(item)">
                   {{ tm("skills.neoSync") }}
                 </v-btn>
+                <v-btn
+                  size="x-small"
+                  color="error"
+                  variant="tonal"
+                  @click="deleteRelease(item)"
+                >
+                  {{ tm("skills.neoDelete") }}
+                </v-btn>
               </div>
             </template>
           </v-data-table>
@@ -282,6 +321,8 @@ export default {
       { title: "stable", value: "stable" },
     ]);
 
+    const activeReleaseCount = computed(() => neoReleases.value.filter((item) => item?.is_active).length);
+
     const candidateHeaders = computed(() => [
       { title: "ID", key: "id", width: "180px" },
       { title: "skill_key", key: "skill_key" },
@@ -495,6 +536,32 @@ export default {
       }
     };
 
+    const deactivateRelease = async (release) => {
+      try {
+        const res = await axios.post("/api/skills/neo/rollback", {
+          release_id: release.id,
+        });
+        handleApiResponse(
+          res,
+          tm("skills.neoDeactivateSuccess"),
+          tm("skills.neoDeactivateFailed"),
+          async () => {
+            await fetchNeoData();
+          },
+        );
+      } catch (_err) {
+        showMessage(tm("skills.neoDeactivateFailed"), "error");
+      }
+    };
+
+    const handleReleaseLifecycleAction = async (release) => {
+      if (release?.is_active) {
+        await deactivateRelease(release);
+        return;
+      }
+      await rollbackRelease(release);
+    };
+
     const syncRelease = async (release) => {
       try {
         const res = await axios.post("/api/skills/neo/sync", {
@@ -526,6 +593,34 @@ export default {
       }
     };
 
+    const deleteCandidate = async (candidate) => {
+      try {
+        const res = await axios.post("/api/skills/neo/delete-candidate", {
+          candidate_id: candidate.id,
+          reason: "deleted_from_webui",
+        });
+        handleApiResponse(res, tm("skills.neoDeleteSuccess"), tm("skills.neoDeleteFailed"), async () => {
+          await fetchNeoData();
+        });
+      } catch (_err) {
+        showMessage(tm("skills.neoDeleteFailed"), "error");
+      }
+    };
+
+    const deleteRelease = async (release) => {
+      try {
+        const res = await axios.post("/api/skills/neo/delete-release", {
+          release_id: release.id,
+          reason: "deleted_from_webui",
+        });
+        handleApiResponse(res, tm("skills.neoDeleteSuccess"), tm("skills.neoDeleteFailed"), async () => {
+          await fetchNeoData();
+        });
+      } catch (_err) {
+        showMessage(tm("skills.neoDeleteFailed"), "error");
+      }
+    };
+
     const refreshCurrentMode = async () => {
       if (mode.value === "neo") {
         await fetchNeoData();
@@ -565,6 +660,7 @@ export default {
       neoFilters,
       candidateStatusItems,
       releaseStageItems,
+      activeReleaseCount,
       candidateHeaders,
       releaseHeaders,
       payloadDialog,
@@ -577,8 +673,12 @@ export default {
       evaluateCandidate,
       promoteCandidate,
       rollbackRelease,
+      deactivateRelease,
+      handleReleaseLifecycleAction,
       syncRelease,
       viewPayload,
+      deleteCandidate,
+      deleteRelease,
     };
   },
 };
@@ -601,4 +701,21 @@ export default {
   border-radius: 8px;
   font-size: 12px;
 }
+.neo-filter-card {
+  border-radius: 14px;
+  border-color: rgba(var(--v-theme-primary), 0.25);
+  background: linear-gradient(180deg, rgba(var(--v-theme-primary), 0.03), rgba(var(--v-theme-surface), 1));
+}
+
+.neo-table-card {
+  border-radius: 14px;
+}
+
+.neo-data-table :deep(.v-data-table-header__content) {
+  font-weight: 700;
+}
+
+.neo-data-table :deep(tbody tr:hover) {
+  background: rgba(var(--v-theme-primary), 0.04);
+}
 </style>
diff --git a/dashboard/src/i18n/locales/en-US/features/extension.json b/dashboard/src/i18n/locales/en-US/features/extension.json
index 284521e39..e05b08141 100644
--- a/dashboard/src/i18n/locales/en-US/features/extension.json
+++ b/dashboard/src/i18n/locales/en-US/features/extension.json
@@ -246,6 +246,9 @@
     "neoSync": "Sync",
     "neoSyncSuccess": "Sync succeeded",
     "neoSyncFailed": "Sync failed",
+    "neoDelete": "Delete",
+    "neoDeleteSuccess": "Deleted successfully",
+    "neoDeleteFailed": "Failed to delete",
     "neoPayloadTitle": "Neo Payload",
     "neoPayloadFailed": "Failed to load payload",
     "runtimeNoneWarning": "Computer Use runtime is set to None; Skills may not run correctly because no runtime is enabled.",
diff --git a/dashboard/src/i18n/locales/zh-CN/features/extension.json b/dashboard/src/i18n/locales/zh-CN/features/extension.json
index 57718f5fa..db6cfeef5 100644
--- a/dashboard/src/i18n/locales/zh-CN/features/extension.json
+++ b/dashboard/src/i18n/locales/zh-CN/features/extension.json
@@ -243,9 +243,15 @@
     "neoRollback": "回滚",
     "neoRollbackSuccess": "回滚成功",
     "neoRollbackFailed": "回滚失败",
+    "neoDeactivate": "失活",
+    "neoDeactivateSuccess": "失活成功",
+    "neoDeactivateFailed": "失活失败",
     "neoSync": "同步",
     "neoSyncSuccess": "同步成功",
     "neoSyncFailed": "同步失败",
+    "neoDelete": "删除",
+    "neoDeleteSuccess": "删除成功",
+    "neoDeleteFailed": "删除失败",
     "neoPayloadTitle": "Neo Payload 详情",
     "neoPayloadFailed": "读取 Payload 失败",
     "runtimeNoneWarning": "Computer Use 运行环境为无，Skills 可能无法正确被 Agent 运行，因为没有启用运行环境。",