Lumify Sports Intelligence

list_teams

Read-onlyIdempotent

List teams, paginated by id (after_id). Filter by sport, league, conference, division, country, active status, or name (q, partial match). Returns each team's id, slug, name, city, conference/division, venue, and image_url (Lumify media URL, null until ingest). Use get_team for full detail on one id once resolved here.

Input Schema

TableJSON Schema

Name	Required	Description
`q`	No	Team name search (partial match).
`limit`	No	Max teams to return per page.
`sport`	No	Sport slug, e.g. nfl, nba, soccer.
`active`	No	Filter by active status.
`league`	No	League slug, e.g. nfl, mls.
`country`	No	ISO country code, e.g. USA.
`after_id`	No	Cursor: last team id from the previous page's next_after_id.
`division`	No	Division name, e.g. AFC East.
`conference`	No	Conference name, e.g. AFC, Eastern.

Output Schema

TableJSON Schema

Name	Required	Description
`data`	No
`has_more`	No
`next_after_id`	No	Pass as after_id to fetch the next page; null on the last page.

Schema Changelog

Changes observed during successful MCP inspections.

Changed7 schema fields changedSep 10, 2026

changedInput schema / properties / after_id / description

Previous value: -"Cursor: last team id from previous page."New value: +"Cursor: last team id from the previous page's next_after_id."

addedInput schema / properties / conference / description
```
Added value: +"Conference name, e.g. AFC, Eastern."
```
addedInput schema / properties / division / description
```
Added value: +"Division name, e.g. AFC East."
```
addedInput schema / properties / league / description
```
Added value: +"League slug, e.g. nfl, mls."
```
addedInput schema / properties / limit / description
```
Added value: +"Max teams to return per page."
```

addedInput schema / properties / sport / description

Added value: +"Sport slug, e.g. nfl, nba, soccer."

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$defs": {
+    "Team": {
+      "properties": {
+        "abbreviation": {
+          "type": [
+            "string",
+            "null"
+          ]
+        },
+        "city": {
+          "type": [
+            "string",
+            "null"
+          ]
+        },
+        "conference": {
+          "type": [
+            "string",
+            "null"
+          ]
+        },
+        "country_code": {
+          "type": [
+            "string",
+            "null"
+          ]
+        },
+        "division": {
+          "type": [
+            "string",
+            "null"
+          ]
+        },
+        "id": {
+          "type": "integer"
+        },
+        "image_url": {
+          "description": "Lumify media URL for the team logo (https://lumify.ai/media/teams/{sport}/{id}.png). Null until ingest. Never a vendor CDN.",
+          "type": [
+            "string",
+            "null"
+          ]
+        },
+        "is_active": {
+          "type": "boolean"
+        },
+        "league": {
+          "type": [
+            "string",
+            "null"
+          ]
+        },
+        "name": {
+          "type": "string"
+        },
+        "short_name": {
+          "type": [
+            "string",
+            "null"
+          ]
+        },
+        "slug": {
+          "type": "string"
+        },
+        "sport": {
+          "type": "string"
+        },
+        "state": {
+          "type": [
+            "string",
+            "null"
+          ]
+        },
+        "venue": {
+          "type": [
+            "object",
+            "null"
+          ]
+        }
+      },
+      "type": "object"
+    }
+  },
+  "properties": {
+    "data": {
+      "items": {
+        "$ref": "#/$defs/Team"
+      },
+      "type": "array"
+    },
+    "has_more": {
+      "type": "boolean"
+    },
+    "next_after_id": {
+      "description": "Pass as after_id to fetch the next page; null on the last page.",
+      "type": [
+        "integer",
+        "null"
+      ]
+    }
+  },
+  "type": "object"
+}

Changed7 schema fields changedSep 10, 2026

changedInput schema / properties / after_id / description

Previous value: -"Cursor: last team id from the previous page's next_after_id."New value: +"Cursor: last team id from previous page."

removedInput schema / properties / conference / description
```
Removed value: -"Conference name, e.g. AFC, Eastern."
```
removedInput schema / properties / division / description
```
Removed value: -"Division name, e.g. AFC East."
```
removedInput schema / properties / league / description
```
Removed value: -"League slug, e.g. nfl, mls."
```
removedInput schema / properties / limit / description
```
Removed value: -"Max teams to return per page."
```

removedInput schema / properties / sport / description

Removed value: -"Sport slug, e.g. nfl, nba, soccer."

changedOutput schema / (root)

Previous value: -{
-  "$defs": {
-    "Team": {
-      "properties": {
-        "abbreviation": {
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "city": {
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "conference": {
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "country_code": {
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "division": {
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "id": {
-          "type": "integer"
-        },
-        "image_url": {
-          "description": "Lumify media URL for the team logo (https://lumify.ai/media/teams/{sport}/{id}.png). Null until ingest. Never a vendor CDN.",
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "is_active": {
-          "type": "boolean"
-        },
-        "league": {
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "name": {
-          "type": "string"
-        },
-        "short_name": {
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "slug": {
-          "type": "string"
-        },
-        "sport": {
-          "type": "string"
-        },
-        "state": {
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "venue": {
-          "type": [
-            "object",
-            "null"
-          ]
-        }
-      },
-      "type": "object"
-    }
-  },
-  "properties": {
-    "data": {
-      "items": {
-        "$ref": "#/$defs/Team"
-      },
-      "type": "array"
-    },
-    "has_more": {
-      "type": "boolean"
-    },
-    "next_after_id": {
-      "description": "Pass as after_id to fetch the next page; null on the last page.",
-      "type": [
-        "integer",
-        "null"
-      ]
-    }
-  },
-  "type": "object"
-}New value: +null

Changed1 schema field changedAug 26, 2026

addedOutput schema / $defs / Team / properties / image_url

Added value: +{
+  "description": "Lumify media URL for the team logo (https://lumify.ai/media/teams/{sport}/{id}.png). Null until ingest. Never a vendor CDN.",
+  "type": [
+    "string",
+    "null"
+  ]
+}

Changed9 schema fields changedJul 21, 2026
- changedOutput schema / $defs / Team / properties / abbreviation / type
```
Previous value: -"string"New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / $defs / Team / properties / city / type
```
Previous value: -"string"New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / $defs / Team / properties / conference / type
```
Previous value: -"string"New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / $defs / Team / properties / country_code / type
```
Previous value: -"string"New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / $defs / Team / properties / division / type
```
Previous value: -"string"New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / $defs / Team / properties / league / type
```
Previous value: -"string"New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / $defs / Team / properties / short_name / type
```
Previous value: -"string"New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / $defs / Team / properties / state / type
```
Previous value: -"string"New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / $defs / Team / properties / venue / type
```
Previous value: -"object"New value: +[
+  "object",
+  "null"
+]
```

Changed7 schema fields changedJul 20, 2026

changedInput schema / properties / after_id / description

Previous value: -"Cursor: last team id from previous page."New value: +"Cursor: last team id from the previous page's next_after_id."

addedInput schema / properties / conference / description
```
Added value: +"Conference name, e.g. AFC, Eastern."
```
addedInput schema / properties / division / description
```
Added value: +"Division name, e.g. AFC East."
```
addedInput schema / properties / league / description
```
Added value: +"League slug, e.g. nfl, mls."
```
addedInput schema / properties / limit / description
```
Added value: +"Max teams to return per page."
```

addedInput schema / properties / sport / description

Added value: +"Sport slug, e.g. nfl, nba, soccer."

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$defs": {
+    "Team": {
+      "properties": {
+        "abbreviation": {
+          "type": "string"
+        },
+        "city": {
+          "type": "string"
+        },
+        "conference": {
+          "type": "string"
+        },
+        "country_code": {
+          "type": "string"
+        },
+        "division": {
+          "type": "string"
+        },
+        "id": {
+          "type": "integer"
+        },
+        "is_active": {
+          "type": "boolean"
+        },
+        "league": {
+          "type": "string"
+        },
+        "name": {
+          "type": "string"
+        },
+        "short_name": {
+          "type": "string"
+        },
+        "slug": {
+          "type": "string"
+        },
+        "sport": {
+          "type": "string"
+        },
+        "state": {
+          "type": "string"
+        },
+        "venue": {
+          "type": "object"
+        }
+      },
+      "type": "object"
+    }
+  },
+  "properties": {
+    "data": {
+      "items": {
+        "$ref": "#/$defs/Team"
+      },
+      "type": "array"
+    },
+    "has_more": {
+      "type": "boolean"
+    },
+    "next_after_id": {
+      "description": "Pass as after_id to fetch the next page; null on the last page.",
+      "type": [
+        "integer",
+        "null"
+      ]
+    }
+  },
+  "type": "object"
+}

First observedJul 12, 2026

TDQS

A4.5/5.0

Behavior4/5

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

Annotations already declare readOnlyHint, idempotentHint, and non-destructive behavior, so the description only needs to add extra context. It adds useful behavioral details: pagination is driven by after_id, results are a summary set, and image_url is null until ingest.

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

Conciseness5/5

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

Three sentences with no filler; the main action and pagination are front-loaded, followed by filters, return fields, and the sibling-tool handoff. Every sentence earns its place.

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

Completeness5/5

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

For a list endpoint with an output schema and annotations covering safety and idempotency, the description covers how to paginate, what filters exist, what fields come back, and how to get full detail afterwards. Nothing essential is missing.

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 the schema already documents all nine optional parameters. The description mostly restates the filter categories and cursor semantics rather than adding new parameter-level meaning, which is adequate but not additive.

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

Purpose5/5

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

States a specific verb and resource (List teams), names the pagination mechanism, enumerates filters, and specifies the returned fields. It also distinguishes itself from get_team, so an agent can tell the two apart.

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

Usage Guidelines5/5

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

Provides clear context for when to use this tool: resolve a team id here, then call get_team for full detail. This explicit routing to a sibling tool eliminates ambiguity about the boundary between list and detail operations.

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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list_teams

Input Schema

Output Schema

Schema Changelog

TDQS

Glama MCP Gateway

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