Opsphere — DevOps & SRE Intelligence

Azure Blob Find (prefix/key)

azure_blob_find

Read-only

Lists blobs in an Azure Storage container by prefix or exact key (single page, no download). Prefer this over azure_cli_query for finding blob keys during incidents. Requires Storage Blob Data Reader (or equivalent) on the container.

Input Schema

Name	Required	Description
`key`	No	Exact blob name — filters list results to this key only
`prefix`	No	Blob name prefix (e.g. logs/2026/)
`container`	Yes	Container name
`context_id`	No	Optional explicit Connection Hub work context (ctx_*). Omit to use the conversation's active workspace; global Hub tools ignore it.
`maxResults`	No	Page size (default 50, max 200)
`storageAccount`	Yes	Storage account name (not FQDN, e.g. mystorageacct)
`azure_tenant_id`	No	Azure tenant ID (optional — defaults to AZURE_TENANT_ID from tenant config)

Output Schema

Name	Required	Description	Default
`ok`	Yes
`data`	Yes
`contractVersion`	Yes
`dataSchemaVersion`	Yes

Schema Changelog

Changes observed during successful MCP inspections.

Changed19 schema fields changedOct 26, 2026

changedOutput schema / properties / data / additionalProperties
```
Previous value: -trueNew value: +false
```
removedOutput schema / properties / data / properties / count
```
Removed value: -{
-  "type": "number"
-}
```

addedOutput schema / properties / data / properties / family

Added value: +{
+  "const": "azure",
+  "type": "string"
+}

addedOutput schema / properties / data / properties / gaps

Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}

removedOutput schema / properties / data / properties / items

Removed value: -{
-  "items": {
-    "additionalProperties": true,
-    "properties": {},
-    "type": "object"
-  },
-  "type": "array"
-}

removedOutput schema / properties / data / properties / nextLink
```
Removed value: -{
-  "type": "string"
-}
```

addedOutput schema / properties / data / properties / operation

Added value: +{
+  "const": "azure_blob_find",
+  "type": "string"
+}

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

addedOutput schema / properties / data / properties / records

Added value: +{
+  "items": {
+    "additionalProperties": false,
+    "properties": {
+      "accountId": {
+        "type": "string"
+      },
+      "arn": {
+        "type": "string"
+      },
+      "createdAt": {
+        "type": "string"
+      },
+      "environment": {
+        "type": "string"
+      },
+      "facts": {
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "name": {
+              "type": "string"
+            },
+            "value": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "number"
+                },
+                {
+                  "type": "boolean"
+                },
+                {
+                  "type": "null"
+                },
+                {
+                  "items": {
+                    "type": [
+                      "string",
+                      "number",
+                      "boolean",
+                      "null"
+                    ]
+                  },
+                  "type": "array"
+                }
+              ]
+            }
+          },
+          "required": [
+            "name",
+            "value"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "id": {
+        "type": "string"
+      },
+      "key": {
+        "type": "string"
+      },
+      "message": {
+        "type": "string"
+      },
+      "name": {
+        "type": "string"
+      },
+      "region": {
+        "type": "string"
+      },
+      "resourceGroup": {
+        "type": "string"
+      },
+      "sizeBytes": {
+        "type": "number"
+      },
+      "status": {
+        "type": "string"
+      },
+      "subscriptionId": {
+        "type": "string"
+      },
+      "summary": {
+        "type": "string"
+      },
+      "tags": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "title": {
+        "type": "string"
+      },
+      "type": {
+        "type": "string"
+      },
+      "updatedAt": {
+        "type": "string"
+      },
+      "url": {
+        "type": "string"
+      }
+    },
+    "required": [
+      "facts"
+    ],
+    "type": "object"
+  },
+  "type": "array"
+}

removedOutput schema / properties / data / properties / resourceGroup
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / properties / data / properties / subscriptionId
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / properties / data / properties / summary
```
Added value: +{
+  "type": "string"
+}
```

addedOutput schema / properties / data / properties / total

Added value: +{
+  "minimum": 0,
+  "type": "integer"
+}

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

removedOutput schema / properties / data / properties / value

Removed value: -{
-  "$ref": "#/properties/data/properties/items"
-}

addedOutput schema / properties / data / properties / warnings

Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}

addedOutput schema / properties / data / required

Added value: +[
+  "family",
+  "operation",
+  "records",
+  "total",
+  "partial",
+  "truncated",
+  "warnings",
+  "gaps"
+]

addedOutput schema / properties / dataSchemaVersion

Added value: +{
+  "const": 2,
+  "type": "number"
+}

changedOutput schema / required

Previous value: -[
-  "contractVersion",
-  "ok",
-  "data"
-]New value: +[
+  "contractVersion",
+  "dataSchemaVersion",
+  "ok",
+  "data"
+]

First observedOct 15, 2026

TDQS

A4.2/5.0

Behavior4/5

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

Annotations already declare readOnlyHint and non-destructive, so safety is covered; the description adds genuinely new behavior: results are a single page (no auto-pagination), nothing is downloaded, and it requires Storage Blob Data Reader on the container. Missing is what happens when a page is truncated or how to continue.

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 short sentences: what it does, when to prefer it, what it requires. Zero filler and each clause carries information an agent needs.

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

Completeness4/5

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 description covers scope, safety-adjacent behavior (read-only, single page), and the permission prerequisite. The one gap is pagination continuation, which matters for a capped 200-result listing but is partly mitigated by naming maxResults 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 key/prefix semantics, maxResults bounds, and tenant defaults is already documented. The description's 'prefix or exact key' phrasing restates what the schema says rather than adding format or interaction details, so the baseline 3 applies.

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 (lists) plus resource (blobs in an Azure Storage container) and scopes it to prefix or exact key matching, single page, no download. That is enough to distinguish it from the general azure_cli_query sibling without opening a schema.

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

Usage Guidelines4/5

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

Explicitly names the alternative and the condition that selects it: 'Prefer this over azure_cli_query for finding blob keys during incidents.' It does not state exclusions (e.g. when azure_cli_query is still the better call, or when to use prefix vs key).

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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