Rowfeed Search & Market Data

rowfeed/google-ads-transparency

rowfeed--google-ads-transparency

Destructive

This tool calls the Actor "rowfeed/google-ads-transparency" and retrieves its output results. Actor description: Every ad a domain or advertiser runs on Google, YouTube, Play, Maps and Shopping, from the Google Ads Transparency Center: advertiser, format, preview image, first and last shown. Find advertisers by name, monitor new ads. Licensed data, no blocked runs.

Input Schema

Name	Required	Description	Default
`dateTo`	No	Only ads shown on or before this date (YYYY-MM-DD).
`onlyNew`	No	Return only ads not returned in earlier runs with the same domain or advertiser and filters. Schedule it daily or weekly to track competitor ads.
`targets`	No	A domain (nike.com) or advertiser id (AR...) returns its ads. Anything else (e.g. 'Shopify') is searched as an advertiser name and returns matching advertisers with their ids and ad counts. Up to 500. Example values: ["nike.com"]
`adFormat`	No	Only ads in this format.
`dateFrom`	No	Only ads shown on or after this date (YYYY-MM-DD).
`location`	No	Country whose Transparency Center region to search, e.g. 'United States', 'United Kingdom', 'Germany'. Leave empty for all countries. Example values: "United States"	United States
`platform`	No	Only ads shown on this platform.
`waitSecs`	No	Max seconds (0–45, default 30) to cap the wait for the Actor run to reach terminal state. For long-running Actors the response returns at the cap with the current run status; follow `nextStep` to poll via get-actor-run. Set to 0 to fire-and-forget.
`maxAdsPerTarget`	No	Up to 680, in steps of 40 (most recently shown first). Example values: 40

Output Schema

Name	Required	Description
`tip`	No	Advisory guidance RAG Web Browser wrote to its key-value store under the reserved "TIP" key
`runId`	Yes	Actor run ID
`stats`	No	Run statistics
`status`	Yes	Run status: READY \| RUNNING \| TIMING-OUT \| TIMED-OUT \| ABORTING \| ABORTED \| SUCCEEDED \| FAILED
`actorId`	Yes	Stable Apify Actor ID from the run record
`summary`	Yes	Past-tense summary of the run state
`exitCode`	No	Actor process exit code; populated for terminal states (especially FAILED)
`nextStep`	Yes	One primary follow-up action with identifiers interpolated
`storages`	Yes	Dataset and key-value store metadata, keyed by alias. "default" is always the primary entry.
`actorName`	No	"username/actor-name"
`startedAt`	No	ISO timestamp when the run started
`finishedAt`	No	ISO timestamp when the run finished (terminal states only)
`statusMessage`	No	Pass-through from Apify run.statusMessage
`apifyConsoleUrl`	No	Personalized Apify Console link to the run; present only for Console sessions

Schema Changelog

Changes observed during successful MCP inspections.

Changed1 schema field changedNov 6, 2026

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": {
+    "ad_url": {
+      "type": "string"
+    },
+    "advertiser": {
+      "type": "string"
+    },
+    "advertiser_id": {
+      "type": "string"
+    },
+    "checked_at": {
+      "type": "string"
+    },
+    "creative_id": {
+      "type": "string"
+    },
+    "days_running": {
+      "type": "number"
+    },
+    "first_shown": {
+      "type": "string"
+    },
+    "format": {
+      "type": "string"
+    },
+    "from_snapshot": {
+      "type": "boolean"
+    },
+    "last_shown": {
+      "type": "string"
+    },
+    "location": {
+      "type": "string"
+    },
+    "preview_image_height": {
+      "type": [
+        "null",
+        "number"
+      ]
+    },
+    "preview_image_url": {
+      "type": [
+        "null",
+        "string"
+      ]
+    },
+    "preview_image_width": {
+      "type": [
+        "null",
+        "number"
+      ]
+    },
+    "preview_url": {
+      "type": [
+        "null",
+        "string"
+      ]
+    },
+    "rank": {
+      "type": "number"
+    },
+    "target": {
+      "type": "string"
+    },
+    "transparency_url": {
+      "type": "string"
+    },
+    "type": {
+      "type": "string"
+    },
+    "verified": {
+      "type": "boolean"
+    }
+  },
+  "type": "object"
+}

Changed2 schema fields changedNov 6, 2026
- addedInput schema / properties / location / prefill
```
Added value: +"United States"
```
- addedInput schema / properties / targets / prefill
```
Added value: +[
+  "nike.com"
+]
```

Changed1 schema field changedNov 6, 2026

addedInput schema / description

Added value: +"Live lookups need a paid Apify plan (any plan). The pre-filled example works on the free plan."

Changed1 schema field changedNov 5, 2026

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": {
-    "ad_url": {
-      "type": "string"
-    },
-    "advertiser": {
-      "type": "string"
-    },
-    "advertiser_id": {
-      "type": "string"
-    },
-    "checked_at": {
-      "type": "string"
-    },
-    "creative_id": {
-      "type": "string"
-    },
-    "days_running": {
-      "type": "number"
-    },
-    "first_shown": {
-      "type": "string"
-    },
-    "format": {
-      "type": "string"
-    },
-    "from_snapshot": {
-      "type": "boolean"
-    },
-    "last_shown": {
-      "type": "string"
-    },
-    "location": {
-      "type": "string"
-    },
-    "preview_image_height": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "preview_image_url": {
-      "type": [
-        "null",
-        "string"
-      ]
-    },
-    "preview_image_width": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "preview_url": {
-      "type": [
-        "null",
-        "string"
-      ]
-    },
-    "rank": {
-      "type": "number"
-    },
-    "target": {
-      "type": "string"
-    },
-    "transparency_url": {
-      "type": "string"
-    },
-    "type": {
-      "type": "string"
-    },
-    "verified": {
-      "type": "boolean"
-    }
-  },
-  "type": "object"
-}

Changed1 schema field changedNov 5, 2026

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": {
+    "ad_url": {
+      "type": "string"
+    },
+    "advertiser": {
+      "type": "string"
+    },
+    "advertiser_id": {
+      "type": "string"
+    },
+    "checked_at": {
+      "type": "string"
+    },
+    "creative_id": {
+      "type": "string"
+    },
+    "days_running": {
+      "type": "number"
+    },
+    "first_shown": {
+      "type": "string"
+    },
+    "format": {
+      "type": "string"
+    },
+    "from_snapshot": {
+      "type": "boolean"
+    },
+    "last_shown": {
+      "type": "string"
+    },
+    "location": {
+      "type": "string"
+    },
+    "preview_image_height": {
+      "type": [
+        "null",
+        "number"
+      ]
+    },
+    "preview_image_url": {
+      "type": [
+        "null",
+        "string"
+      ]
+    },
+    "preview_image_width": {
+      "type": [
+        "null",
+        "number"
+      ]
+    },
+    "preview_url": {
+      "type": [
+        "null",
+        "string"
+      ]
+    },
+    "rank": {
+      "type": "number"
+    },
+    "target": {
+      "type": "string"
+    },
+    "transparency_url": {
+      "type": "string"
+    },
+    "type": {
+      "type": "string"
+    },
+    "verified": {
+      "type": "boolean"
+    }
+  },
+  "type": "object"
+}

Changed1 schema field changedNov 4, 2026

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": {
-    "ad_url": {
-      "type": "string"
-    },
-    "advertiser": {
-      "type": "string"
-    },
-    "advertiser_country": {
-      "type": "string"
-    },
-    "advertiser_id": {
-      "type": "string"
-    },
-    "advertiser_ids": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    },
-    "approx_ads_count": {
-      "type": "number"
-    },
-    "checked_at": {
-      "type": "string"
-    },
-    "creative_id": {
-      "type": "string"
-    },
-    "days_running": {
-      "type": "number"
-    },
-    "first_shown": {
-      "type": "string"
-    },
-    "format": {
-      "type": "string"
-    },
-    "from_snapshot": {
-      "type": "boolean"
-    },
-    "last_shown": {
-      "type": "string"
-    },
-    "location": {
-      "type": "string"
-    },
-    "preview_image_height": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "preview_image_url": {
-      "type": [
-        "null",
-        "string"
-      ]
-    },
-    "preview_image_width": {
-      "type": [
-        "null",
-        "number"
-      ]
-    },
-    "preview_url": {
-      "type": [
-        "null",
-        "string"
-      ]
-    },
-    "rank": {
-      "type": "number"
-    },
-    "target": {
-      "type": "string"
-    },
-    "transparency_url": {
-      "type": "string"
-    },
-    "type": {
-      "type": "string"
-    },
-    "verified": {
-      "type": "boolean"
-    }
-  },
-  "type": "object"
-}

Changed3 schema fields changedNov 3, 2026
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_country
```
Added value: +{
+  "type": "string"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_ids
```
Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / approx_ads_count
```
Added value: +{
+  "type": "number"
+}
```
Changed3 schema fields changedNov 3, 2026
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_country
```
Removed value: -{
-  "type": "string"
-}
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_ids
```
Removed value: -{
-  "items": {
-    "type": "string"
-  },
-  "type": "array"
-}
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / approx_ads_count
```
Removed value: -{
-  "type": "number"
-}
```
Changed3 schema fields changedNov 3, 2026
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_country
```
Added value: +{
+  "type": "string"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_ids
```
Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / approx_ads_count
```
Added value: +{
+  "type": "number"
+}
```
Changed3 schema fields changedNov 3, 2026
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_country
```
Removed value: -{
-  "type": "string"
-}
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_ids
```
Removed value: -{
-  "items": {
-    "type": "string"
-  },
-  "type": "array"
-}
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / approx_ads_count
```
Removed value: -{
-  "type": "number"
-}
```
Changed3 schema fields changedNov 3, 2026
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_country
```
Added value: +{
+  "type": "string"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_ids
```
Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / approx_ads_count
```
Added value: +{
+  "type": "number"
+}
```
Changed3 schema fields changedNov 3, 2026
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_country
```
Removed value: -{
-  "type": "string"
-}
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_ids
```
Removed value: -{
-  "items": {
-    "type": "string"
-  },
-  "type": "array"
-}
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / approx_ads_count
```
Removed value: -{
-  "type": "number"
-}
```
Changed3 schema fields changedNov 2, 2026
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_country
```
Added value: +{
+  "type": "string"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_ids
```
Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / approx_ads_count
```
Added value: +{
+  "type": "number"
+}
```
Changed3 schema fields changedNov 2, 2026
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_country
```
Removed value: -{
-  "type": "string"
-}
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_ids
```
Removed value: -{
-  "items": {
-    "type": "string"
-  },
-  "type": "array"
-}
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / approx_ads_count
```
Removed value: -{
-  "type": "number"
-}
```
Changed3 schema fields changedNov 2, 2026
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_country
```
Added value: +{
+  "type": "string"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_ids
```
Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / approx_ads_count
```
Added value: +{
+  "type": "number"
+}
```
Changed3 schema fields changedNov 2, 2026
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_country
```
Removed value: -{
-  "type": "string"
-}
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_ids
```
Removed value: -{
-  "items": {
-    "type": "string"
-  },
-  "type": "array"
-}
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / approx_ads_count
```
Removed value: -{
-  "type": "number"
-}
```
Changed3 schema fields changedNov 2, 2026
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_country
```
Added value: +{
+  "type": "string"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_ids
```
Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / approx_ads_count
```
Added value: +{
+  "type": "number"
+}
```
Changed3 schema fields changedNov 2, 2026
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_country
```
Removed value: -{
-  "type": "string"
-}
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_ids
```
Removed value: -{
-  "items": {
-    "type": "string"
-  },
-  "type": "array"
-}
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / approx_ads_count
```
Removed value: -{
-  "type": "number"
-}
```
Changed3 schema fields changedNov 2, 2026
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_country
```
Added value: +{
+  "type": "string"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_ids
```
Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / approx_ads_count
```
Added value: +{
+  "type": "number"
+}
```
Changed3 schema fields changedNov 2, 2026
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_country
```
Removed value: -{
-  "type": "string"
-}
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_ids
```
Removed value: -{
-  "items": {
-    "type": "string"
-  },
-  "type": "array"
-}
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / approx_ads_count
```
Removed value: -{
-  "type": "number"
-}
```
Changed3 schema fields changedNov 2, 2026
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_country
```
Added value: +{
+  "type": "string"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_ids
```
Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / approx_ads_count
```
Added value: +{
+  "type": "number"
+}
```
Changed3 schema fields changedNov 2, 2026
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_country
```
Removed value: -{
-  "type": "string"
-}
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / advertiser_ids
```
Removed value: -{
-  "items": {
-    "type": "string"
-  },
-  "type": "array"
-}
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / approx_ads_count
```
Removed value: -{
-  "type": "number"
-}
```

Changed1 schema field changedOct 21, 2026

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": {
+    "ad_url": {
+      "type": "string"
+    },
+    "advertiser": {
+      "type": "string"
+    },
+    "advertiser_country": {
+      "type": "string"
+    },
+    "advertiser_id": {
+      "type": "string"
+    },
+    "advertiser_ids": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "approx_ads_count": {
+      "type": "number"
+    },
+    "checked_at": {
+      "type": "string"
+    },
+    "creative_id": {
+      "type": "string"
+    },
+    "days_running": {
+      "type": "number"
+    },
+    "first_shown": {
+      "type": "string"
+    },
+    "format": {
+      "type": "string"
+    },
+    "from_snapshot": {
+      "type": "boolean"
+    },
+    "last_shown": {
+      "type": "string"
+    },
+    "location": {
+      "type": "string"
+    },
+    "preview_image_height": {
+      "type": [
+        "null",
+        "number"
+      ]
+    },
+    "preview_image_url": {
+      "type": [
+        "null",
+        "string"
+      ]
+    },
+    "preview_image_width": {
+      "type": [
+        "null",
+        "number"
+      ]
+    },
+    "preview_url": {
+      "type": [
+        "null",
+        "string"
+      ]
+    },
+    "rank": {
+      "type": "number"
+    },
+    "target": {
+      "type": "string"
+    },
+    "transparency_url": {
+      "type": "string"
+    },
+    "type": {
+      "type": "string"
+    },
+    "verified": {
+      "type": "boolean"
+    }
+  },
+  "type": "object"
+}

AddedOct 21, 2026

TDQS

B3.3/5.0

Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare openWorldHint=true and destructiveHint=true, and the description adds useful context that the data is licensed and runs are not blocked. However, it never explains the destructiveHint=true flag (unusual for a read-style scraper) or the paid-plan requirement beyond the schema note, and it does not describe run lifecycle behavior beyond what waitSecs documents.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The text is short and front-loaded, but the first sentence ('calls the Actor ... and retrieves its output results') is pure boilerplate that consumes roughly half the description without informing tool selection. The remaining actor blurb is dense and useful.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With an output schema present, return values need not be explained, and the actor blurb covers scope and data provenance. Still missing is guidance on the asynchronous run model (waitSecs cap, nextStep polling) and the paid-plan constraint, which are only buried in the schema.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so every parameter including targets, onlyNew, and waitSecs is already documented in the schema. The description adds no parameter-level meaning beyond that, so the baseline 3 applies.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description names a specific resource (Google Ads Transparency Center ads) and enumerates the returned fields (advertiser, format, preview image, first/last shown) plus the two use cases (find advertisers by name, monitor new ads). It is clear what the tool does, though the opening sentence is generic Actor-wrapper boilerplate that adds nothing.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Usage is only implied through phrases like 'Find advertisers by name, monitor new ads' and the schema's monitor-mode flag. There is no explicit guidance on when to pick this over siblings such as rowfeed--google-serp-api or rowfeed--google-shopping-prices, nor any mention of the get-actor-run/get-dataset-items follow-up path for long runs.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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