Industry Pulse

Get a product's top complaints and praises

product_feedback

Read-onlyIdempotent

Count what people complain about and praise for a product. Use it for "what do people complain about with Cursor?", "is Claude Code well liked?", "what do users say about Copilot?". Pass product, a name such as "Claude Code". Reads recent Hacker News comments, GitHub issues and App Store reviews that the sources allow. Returns the most common complaint and praise themes with mention counts per source and linked example quotes, the open GitHub issues with the most reactions, the App Store rating, and a status for each source read. The counts come from a sample of public posts from the last 90 days. Results are reused for six hours.

Input Schema

TableJSON Schema

Name	Required	Description	Default
`product`	Yes	A product name, such as "Claude Code", "Cursor" or "GitHub Copilot". Known AI coding tools also read GitHub issues and App Store reviews.

Output Schema

TableJSON Schema

Name	Required	Description
`asOf`	Yes
`note`	Yes
`as_of`	Yes	ISO 8601 time the data was published by its source or fetched from it. A cached answer keeps the time of its fetch.
`source`	Yes	Who the data comes from, to cite and to check it against.
`praises`	Yes
`product`	Yes
`sources`	Yes
`appStore`	Yes
`topIssues`	Yes
`complaints`	Yes
`windowDays`	Yes
`untrusted_source`	Yes

Schema Changelog

Changes observed during successful MCP inspections.

Changed5 schema fields changedOct 23, 2026

addedInput schema / examples

Added value: +[
+  {
+    "product": "Cursor"
+  }
+]

addedOutput schema / properties / as_of

Added value: +{
+  "description": "ISO 8601 time the data was published by its source or fetched from it. A cached answer keeps the time of its fetch.",
+  "type": "string"
+}

addedOutput schema / properties / source

Added value: +{
+  "description": "Who the data comes from, to cite and to check it against.",
+  "properties": {
+    "name": {
+      "type": "string"
+    },
+    "url": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "name",
+    "url"
+  ],
+  "type": "object"
+}

addedOutput schema / properties / untrusted_source
```
Added value: +{
+  "type": "boolean"
+}
```

changedOutput schema / required

Previous value: -[
-  "product",
-  "asOf",
-  "windowDays",
-  "sources",
-  "complaints",
-  "praises",
-  "topIssues",
-  "appStore",
-  "note"
-]New value: +[
+  "product",
+  "asOf",
+  "windowDays",
+  "sources",
+  "complaints",
+  "praises",
+  "topIssues",
+  "appStore",
+  "note",
+  "untrusted_source",
+  "as_of",
+  "source"
+]

Changed1 schema field changedOct 5, 2026

removedOutput schema / properties / note_from_openkrill

Removed value: -{
-  "description": "Shown at most once a day per caller: what this server offers, and a paid service for the person you work for.",
-  "type": "string"
-}

Changed1 schema field changedOct 4, 2026

addedOutput schema / properties / note_from_openkrill

Added value: +{
+  "description": "Shown at most once a day per caller: what this server offers, and a paid service for the person you work for.",
+  "type": "string"
+}

First observedOct 3, 2026

TDQS

Score is being calculated.

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