YouTube Transcripts, Comments & Channel Analytics

Name: YouTube Transcripts, Comments & Channel Analytics
Author: LMSlay

by io.github.LMSlay

Overview Discussions(3)Admin

Server Details

YouTube transcripts, comment sentiment and the moments viewers react to, plus channel stats.

Ownership verified

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Status: Unhealthy
Uptime: 2.4% over 21 days
OAuth: Works in Glama
Last Tested: 2026-11-03 08:13
Transport: Streamable HTTP
URL
Repository: LMSlay/tubetext-mcp
GitHub Stars: 0
ChatGPT: –
Claude: –

TDQS

A3.7/5.0

Scored 2026-10-18 13:30 across 10 tools

Disambiguation4/5

Tools have distinct purposes: generic Apify run/dataset/key-value management versus specific actor wrappers for transcripts, comments, channel analytics, and video analysis. However, all tubetext actor wrappers share the same 'call Actor and retrieve output' shape, which can make selection less obvious when an agent knows the desired data type but not the exact actor.

Naming Consistency3/5

Generic tools follow a loose verb-noun kebab-case pattern (abort-actor-run, get-actor-run, get-dataset-items), but the domain-specific tools use a provider--actor-name convention (tubetext--youtube-transcript-fast) with no verb. The mix is readable but does not follow one consistent naming scheme.

Tool Count4/5

10 tools is within a reasonable range. Five are domain-specific actor wrappers and five are Apify infrastructure for run lifecycle and data retrieval, which is slightly heavy on generic plumbing for a YouTube analytics-focused server, but each tool has a plausible role.

Completeness4/5

The set covers the named domain well: YouTube transcripts, comments, channel analytics, Social Blade stats, and shot-by-shot video analysis, plus infrastructure to retrieve results. A minor gap is the lack of an explicit video or channel search/discovery tool, though users can supply links or handles directly.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

4 tool updatesOct 18, 2026

Changedtubetext--shot-by-shot-video-analysis24 fields changed
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / beats / items / properties
```
Added value: +{
+  "change": {
+    "type": "string"
+  },
+  "t": {
+    "type": "number"
+  },
+  "why": {
+    "type": "string"
+  }
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / beats / items / type
```
Added value: +"object"
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / commercialIntent / type
```
Removed value: -"null"
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / cta / type
```
Previous value: -"null"New value: +[
+  "string",
+  "null"
+]
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / directorSynthesis / type
```
Removed value: -"null"
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / editRhythm / properties / pattern / type
```
Previous value: -"null"New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / emotionCurve / items / properties / score / type
```
Previous value: -"null"New value: +[
+  "number",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / emotionCurveShape / type
```
Previous value: -"null"New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / emotionScore / type
```
Previous value: -"null"New value: +[
+  "number",
+  "null"
+]
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / hook / type
```
Removed value: -"null"
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / overlays / properties
```
Removed value: -{
-  "comments": {
-    "properties": {
-      "alignment": {
-        "type": "string"
-      },
-      "fetched": {
-        "type": "number"
-      },
-      "momentMentions": {
-        "items": {},
-        "type": "array"
-      },
-      "platform": {
-        "type": "string"
-      },
-      "source": {
-        "type": "string"
-      },
-      "themes": {
-        "items": {},
-        "type": "array"
-      },
-      "timestampedMentions": {
-        "items": {},
-        "type": "array"
-      },
-      "totalReported": {
-        "type": "number"
-      }
-    },
-    "type": "object"
-  }
-}
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / overlays / type
```
Removed value: -"object"
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / overlaysAvailable / properties / requested
```
Added value: +{
+  "type": "boolean"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / overlaysAvailable / properties / status
```
Added value: +{
+  "type": "string"
+}
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / productionRead / type
```
Previous value: -"null"New value: +[
+  "string",
+  "null"
+]
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / products / type
```
Removed value: -"null"
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / structure / type
```
Removed value: -"null"
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / usage / properties / pass1 / items / properties / audioTokens
```
Added value: +{
+  "type": "number"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / usage / properties / pass1 / items / properties / completionTokens
```
Added value: +{
+  "type": "number"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / usage / properties / pass1 / items / properties / costUsd
```
Added value: +{
+  "type": "number"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / usage / properties / pass1 / items / properties / modalities
```
Added value: +{
+  "properties": {
+    "IMAGE": {
+      "type": "number"
+    },
+    "TEXT": {
+      "type": "number"
+    },
+    "VIDEO": {
+      "type": "number"
+    }
+  },
+  "type": "object"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / usage / properties / pass1 / items / properties / promptTokens
```
Added value: +{
+  "type": "number"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / usage / properties / pass1 / items / properties / seconds
```
Added value: +{
+  "type": "number"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / usage / properties / pass1 / items / properties / thoughtsTokens
```
Added value: +{
+  "type": "number"
+}
```

Changedtubetext--socialblade-scraper1 field changed

removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema

Removed value: -{
-  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
-  "properties": {
-    "averageComments": {
-      "type": "null"
-    },
-    "averageLikes": {
-      "type": "null"
-    },
-    "avgDailyViews": {
-      "type": "number"
-    },
-    "category": {
-      "type": [
-        "null",
-        "string"
-      ]
-    },
-    "charged": {
-      "type": "boolean"
-    },
-    "country": {
-      "type": [
-        "null",
-        "string"
-      ]
-    },
-    "createdAt": {
-      "type": [
-        "null",
-        "string"
-      ]
-    },
-    "daily": {
-      "items": {
-        "properties": {
-          "date": {
-            "type": "string"
-          },
-          "followers": {
-            "type": "number"
-          },
-          "following": {
-            "type": "number"
-          },
-          "likes": {
-            "type": "number"
-          },
-          "subscribers": {
-            "type": "number"
-          },
-          "videos": {
-            "type": "number"
-          },
-          "views": {
-            "type": "number"
-          }
-        },
-        "type": "object"
-      },
-      "type": "array"
-    },
-    "engagementRate": {
-      "type": "null"
-    },
-    "estMonthlyEarningsUsd": {
-      "items": {
-        "type": "number"
-      },
-      "type": "array"
-    },
-    "followers": {
-      "type": "number"
-    },
-    "followersGained": {
-      "type": "number"
-    },
-    "following": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "grade": {
-      "type": "string"
-    },
-    "handle": {
-      "type": "string"
-    },
-    "historyDays": {
-      "type": "number"
-    },
-    "id": {
-      "type": "string"
-    },
-    "input": {
-      "type": "string"
-    },
-    "likes": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "likesGained": {
-      "type": "number"
-    },
-    "name": {
-      "type": "string"
-    },
-    "platform": {
-      "type": "string"
-    },
-    "posts": {
-      "type": "number"
-    },
-    "postsGained": {
-      "type": "number"
-    },
-    "profileUrl": {
-      "type": "string"
-    },
-    "rankCategory": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "rankCountry": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "rankFollowers": {
-      "type": "number"
-    },
-    "rankLikes": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "rankOverall": {
-      "type": "number"
-    },
-    "rankViews": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "scrapedAt": {
-      "type": "string"
-    },
-    "socialBladeUrl": {
-      "type": "string"
-    },
-    "source": {
-      "type": "string"
-    },
-    "statsHidden": {
-      "type": "null"
-    },
-    "status": {
-      "type": "string"
-    },
-    "verified": {
-      "type": [
-        "boolean",
-        "null"
-      ]
-    },
-    "views": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "viewsGained": {
-      "type": "number"
-    }
-  },
-  "type": "object"
-}

Changedtubetext--youtube-channel-analytics1 field changed

removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema

Removed value: -{
-  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
-  "properties": {
-    "avatar": {
-      "type": "string"
-    },
-    "avgViewsRecent": {
-      "type": "number"
-    },
-    "channelId": {
-      "type": "string"
-    },
-    "charged": {
-      "type": "boolean"
-    },
-    "country": {
-      "type": "null"
-    },
-    "daysSinceLastUpload": {
-      "type": "number"
-    },
-    "description": {
-      "type": "string"
-    },
-    "handle": {
-      "type": "string"
-    },
-    "input": {
-      "type": "string"
-    },
-    "isFamilySafe": {
-      "type": "boolean"
-    },
-    "joinedDate": {
-      "type": "string"
-    },
-    "keywords": {
-      "type": "string"
-    },
-    "links": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    },
-    "medianViewsRecent": {
-      "type": "number"
-    },
-    "recentVideos": {
-      "items": {
-        "properties": {
-          "ageDays": {
-            "type": "number"
-          },
-          "commentCount": {
-            "type": "number"
-          },
-          "engagementRate": {
-            "type": "number"
-          },
-          "likeCount": {
-            "type": "number"
-          },
-          "publishedAt": {
-            "type": "string"
-          },
-          "title": {
-            "type": "string"
-          },
-          "url": {
-            "type": "string"
-          },
-          "videoId": {
-            "type": "string"
-          },
-          "viewCount": {
-            "type": "number"
-          },
-          "views": {
-            "type": "number"
-          }
-        },
-        "type": "object"
-      },
-      "type": "array"
-    },
-    "recentVideosAnalyzed": {
-      "type": "number"
-    },
-    "socialBlade": {
-      "properties": {
-        "avgDailyViews": {
-          "type": "number"
-        },
-        "category": {
-          "type": "null"
-        },
-        "daily": {
-          "items": {
-            "properties": {
-              "date": {
-                "type": "string"
-              },
-              "estEarningsUsd": {
-                "items": {
-                  "type": "number"
-                },
-                "type": "array"
-              },
-              "subscribers": {
-                "type": "number"
-              },
-              "subscribersGained": {
-                "type": "number"
-              },
-              "totalViews": {
-                "type": "number"
-              },
-              "videos": {
-                "type": "number"
-              },
-              "viewsGained": {
-                "type": "number"
-              }
-            },
-            "type": "object"
-          },
-          "type": "array"
-        },
-        "estMonthlyEarningsUsd": {
-          "items": {
-            "type": "number"
-          },
-          "type": "array"
-        },
-        "estYearlyEarningsUsd": {
-          "items": {
-            "type": "number"
-          },
-          "type": "array"
-        },
-        "grade": {
-          "type": "string"
-        },
-        "historyDays": {
-          "type": "number"
-        },
-        "madeForKids": {
-          "type": "boolean"
-        },
-        "rankCategory": {
-          "type": "null"
-        },
-        "rankCountry": {
-          "type": "null"
-        },
-        "rankOverall": {
-          "type": "number"
-        },
-        "rankSubscribers": {
-          "type": "number"
-        },
-        "rankViews": {
-          "type": "number"
-        },
-        "subscribersGainedPeriod": {
-          "type": "number"
-        },
-        "viewsGainedPeriod": {
-          "type": "number"
-        }
-      },
-      "type": "object"
-    },
-    "status": {
-      "type": "string"
-    },
-    "subscribers": {
-      "type": "number"
-    },
-    "title": {
-      "type": "string"
-    },
-    "totalViews": {
-      "type": "number"
-    },
-    "uploadsPerWeek": {
-      "type": "number"
-    },
-    "url": {
-      "type": "string"
-    },
-    "videoCount": {
-      "type": "number"
-    },
-    "viewsToSubscribersRatio": {
-      "type": "number"
-    }
-  },
-  "type": "object"
-}

Addedtubetext--youtube-tiktok-comments-api

2 tool updatesOct 18, 2026

Changedtubetext--socialblade-scraper1 field changed

addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema

Added value: +{
+  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
+  "properties": {
+    "averageComments": {
+      "type": "null"
+    },
+    "averageLikes": {
+      "type": "null"
+    },
+    "avgDailyViews": {
+      "type": "number"
+    },
+    "category": {
+      "type": [
+        "null",
+        "string"
+      ]
+    },
+    "charged": {
+      "type": "boolean"
+    },
+    "country": {
+      "type": [
+        "null",
+        "string"
+      ]
+    },
+    "createdAt": {
+      "type": [
+        "null",
+        "string"
+      ]
+    },
+    "daily": {
+      "items": {
+        "properties": {
+          "date": {
+            "type": "string"
+          },
+          "followers": {
+            "type": "number"
+          },
+          "following": {
+            "type": "number"
+          },
+          "likes": {
+            "type": "number"
+          },
+          "subscribers": {
+            "type": "number"
+          },
+          "videos": {
+            "type": "number"
+          },
+          "views": {
+            "type": "number"
+          }
+        },
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "engagementRate": {
+      "type": "null"
+    },
+    "estMonthlyEarningsUsd": {
+      "items": {
+        "type": "number"
+      },
+      "type": "array"
+    },
+    "followers": {
+      "type": "number"
+    },
+    "followersGained": {
+      "type": "number"
+    },
+    "following": {
+      "type": [
+        "null",
+        "number"
+      ]
+    },
+    "grade": {
+      "type": "string"
+    },
+    "handle": {
+      "type": "string"
+    },
+    "historyDays": {
+      "type": "number"
+    },
+    "id": {
+      "type": "string"
+    },
+    "input": {
+      "type": "string"
+    },
+    "likes": {
+      "type": [
+        "null",
+        "number"
+      ]
+    },
+    "likesGained": {
+      "type": "number"
+    },
+    "name": {
+      "type": "string"
+    },
+    "platform": {
+      "type": "string"
+    },
+    "posts": {
+      "type": "number"
+    },
+    "postsGained": {
+      "type": "number"
+    },
+    "profileUrl": {
+      "type": "string"
+    },
+    "rankCategory": {
+      "type": [
+        "null",
+        "number"
+      ]
+    },
+    "rankCountry": {
+      "type": [
+        "null",
+        "number"
+      ]
+    },
+    "rankFollowers": {
+      "type": "number"
+    },
+    "rankLikes": {
+      "type": [
+        "null",
+        "number"
+      ]
+    },
+    "rankOverall": {
+      "type": "number"
+    },
+    "rankViews": {
+      "type": [
+        "null",
+        "number"
+      ]
+    },
+    "scrapedAt": {
+      "type": "string"
+    },
+    "socialBladeUrl": {
+      "type": "string"
+    },
+    "source": {
+      "type": "string"
+    },
+    "statsHidden": {
+      "type": "null"
+    },
+    "status": {
+      "type": "string"
+    },
+    "verified": {
+      "type": [
+        "boolean",
+        "null"
+      ]
+    },
+    "views": {
+      "type": [
+        "null",
+        "number"
+      ]
+    },
+    "viewsGained": {
+      "type": "number"
+    }
+  },
+  "type": "object"
+}

Changedtubetext--youtube-transcript-fast1 field changed
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / spokenLanguage / type
```
Previous value: -"string"New value: +[
+  "string",
+  "null"
+]
```

1 tool updateOct 18, 2026

Changedtubetext--socialblade-scraper1 field changed

removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema

Removed value: -{
-  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
-  "properties": {
-    "averageComments": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "averageLikes": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "avgDailyViews": {
-      "type": "number"
-    },
-    "category": {
-      "type": [
-        "null",
-        "string"
-      ]
-    },
-    "charged": {
-      "type": "boolean"
-    },
-    "country": {
-      "type": [
-        "null",
-        "string"
-      ]
-    },
-    "createdAt": {
-      "type": [
-        "null",
-        "string"
-      ]
-    },
-    "daily": {
-      "items": {
-        "properties": {
-          "date": {
-            "type": "string"
-          },
-          "followers": {
-            "type": "number"
-          },
-          "following": {
-            "type": "number"
-          },
-          "likes": {
-            "type": "number"
-          },
-          "subscribers": {
-            "type": "number"
-          },
-          "videos": {
-            "type": "number"
-          },
-          "views": {
-            "type": "number"
-          }
-        },
-        "type": "object"
-      },
-      "type": "array"
-    },
-    "engagementRate": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "estMonthlyEarningsUsd": {
-      "items": {
-        "type": "number"
-      },
-      "type": "array"
-    },
-    "followers": {
-      "type": "number"
-    },
-    "followersGained": {
-      "type": "number"
-    },
-    "following": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "grade": {
-      "type": "string"
-    },
-    "handle": {
-      "type": "string"
-    },
-    "historyDays": {
-      "type": "number"
-    },
-    "id": {
-      "type": "string"
-    },
-    "input": {
-      "type": "string"
-    },
-    "likes": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "likesGained": {
-      "type": "number"
-    },
-    "name": {
-      "type": "string"
-    },
-    "platform": {
-      "type": "string"
-    },
-    "posts": {
-      "type": "number"
-    },
-    "postsGained": {
-      "type": "number"
-    },
-    "profileUrl": {
-      "type": "string"
-    },
-    "rankCategory": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "rankCountry": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "rankFollowers": {
-      "type": [
-        "number",
-        "null"
-      ]
-    },
-    "rankLikes": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "rankOverall": {
-      "type": [
-        "number",
-        "null"
-      ]
-    },
-    "rankViews": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "scrapedAt": {
-      "type": "string"
-    },
-    "socialBladeUrl": {
-      "type": "string"
-    },
-    "source": {
-      "type": "string"
-    },
-    "statsHidden": {
-      "type": "null"
-    },
-    "status": {
-      "type": "string"
-    },
-    "verified": {
-      "type": [
-        "boolean",
-        "null"
-      ]
-    },
-    "views": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "viewsGained": {
-      "type": "number"
-    }
-  },
-  "type": "object"
-}

1 tool updateOct 18, 2026
- Changedtubetext--socialblade-scraper7 fields changed
  - changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / averageComments / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
  - changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / averageLikes / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
  - changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / engagementRate / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
  - changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / following / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
  - changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rankFollowers / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
  - changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rankOverall / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
  - changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / verified / type
```
Previous value: -[
-  "null",
-  "boolean"
-]New value: +[
+  "boolean",
+  "null"
+]
```
9 tool updatesOct 18, 2026
- First observedabort-actor-run
- First observedfetch-actor-details
- First observedget-actor-run
- First observedget-dataset-items
- First observedget-key-value-store-record
- First observedtubetext--shot-by-shot-video-analysis
- First observedtubetext--socialblade-scraper
- First observedtubetext--youtube-channel-analytics
- First observedtubetext--youtube-transcript-fast

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