hugging-bay

Search artifacts

search_artifacts

Read-onlyIdempotent

Search model and dataset records with filters, sizes, licence labels and short summaries. Use when you need these records. Example: {"q":"embedding","limit":5}. Reads records; does not change files. No match? Call request_feature.

Input Schema

TableJSON Schema

Name	Required	Description	Default
`q`	No	Text to search for.
`sort`	No	sort; value for this operation.
`task`	No	Task the model or service should perform.
`type`	No	type; value for this operation.
`limit`	No	Maximum number of returned rows; use the stated bounds.
`cursor`	No	Page cursor returned by the previous read.
`detail`	No	Summary rows by default. Use full for detailed rows, or get_artifact with a returned id; large results include bounded previews and detail links.	summary
`format`	No	format; value for this operation.
`source`	No	Source provider name.
`explain`	No	explain; value for this operation.
`hosting`	No	hosting; value for this operation.
`license`	No	license; value for this operation.
`semantic`	No	semantic; value for this operation.
`framework`	No	framework; value for this operation.
`commercial`	No	True to require recorded permission for commercial use.
`reviewStatus`	No	review Status; value for this operation.

Output Schema

TableJSON Schema

Name	Required	Description	Default
`note`	No
`rows`	No
`total`	No
`nextCursor`	No

Schema Changelog

Changes observed during successful MCP inspections.

Changed17 schema fields changedOct 10, 2026

addedInput schema / properties / commercial / description

Added value: +"True to require recorded permission for commercial use."

addedInput schema / properties / cursor / description

Added value: +"Page cursor returned by the previous read."

addedInput schema / properties / detail

Added value: +{
+  "default": "summary",
+  "description": "Summary rows by default. Use full for detailed rows, or get_artifact with a returned id; large results include bounded previews and detail links.",
+  "enum": [
+    "summary",
+    "full"
+  ],
+  "type": "string"
+}

addedInput schema / properties / explain / description
```
Added value: +"explain; value for this operation."
```
addedInput schema / properties / format / description
```
Added value: +"format; value for this operation."
```
addedInput schema / properties / framework / description
```
Added value: +"framework; value for this operation."
```
addedInput schema / properties / hosting / description
```
Added value: +"hosting; value for this operation."
```
addedInput schema / properties / license / description
```
Added value: +"license; value for this operation."
```

addedInput schema / properties / limit / description

Added value: +"Maximum number of returned rows; use the stated bounds."

addedInput schema / properties / q / description
```
Added value: +"Text to search for."
```

addedInput schema / properties / reviewStatus / description

Added value: +"review Status; value for this operation."

addedInput schema / properties / semantic / description
```
Added value: +"semantic; value for this operation."
```
addedInput schema / properties / sort / description
```
Added value: +"sort; value for this operation."
```
addedInput schema / properties / source / description
```
Added value: +"Source provider name."
```

addedInput schema / properties / task / description

Added value: +"Task the model or service should perform."

addedInput schema / properties / type / description
```
Added value: +"type; value for this operation."
```

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": true,
+  "properties": {
+    "nextCursor": {
+      "type": [
+        "string",
+        "null"
+      ]
+    },
+    "note": {
+      "properties": {
+        "summary": {
+          "type": "string"
+        }
+      },
+      "type": "object"
+    },
+    "rows": {
+      "items": {
+        "anyOf": [
+          {
+            "additionalProperties": true,
+            "properties": {
+              "board": {
+                "type": "object"
+              },
+              "details": {
+                "properties": {
+                  "href": {
+                    "type": "string"
+                  },
+                  "tool": {
+                    "const": "get_artifact"
+                  }
+                },
+                "required": [
+                  "href",
+                  "tool"
+                ],
+                "type": "object"
+              },
+              "downloadable": {
+                "type": [
+                  "boolean",
+                  "null"
+                ]
+              },
+              "hosted": {
+                "type": [
+                  "boolean",
+                  "null"
+                ]
+              },
+              "id": {
+                "type": "string"
+              },
+              "licenseLabel": {
+                "type": "string"
+              },
+              "name": {
+                "type": "string"
+              },
+              "next_call": {
+                "type": "object"
+              },
+              "sizeBytes": {
+                "type": [
+                  "number",
+                  "null"
+                ]
+              },
+              "task": {
+                "type": [
+                  "string",
+                  "null"
+                ]
+              }
+            },
+            "required": [
+              "id",
+              "name",
+              "task",
+              "sizeBytes",
+              "licenseLabel",
+              "hosted",
+              "downloadable",
+              "details"
+            ],
+            "type": "object"
+          },
+          {
+            "description": "Full details when detail is full, or a separate service handoff.",
+            "type": "object"
+          }
+        ]
+      },
+      "type": "array"
+    },
+    "total": {
+      "type": [
+        "number",
+        "null"
+      ]
+    }
+  },
+  "type": "object"
+}

First observedJul 11, 2026

TDQS

Score is being calculated.

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