User Intuition

Get Study Report

get_study_report

Read-onlyIdempotent

Get a small report overview by default. Set view to one section (study_findings, participant_profiles, participant_responses, evidence_coverage, recommended_next_steps, or references), or full when all data is needed. included_sections distinguishes omitted sections from empty ones. Findings include structured prevalence and source quotes when available.

Input Schema

TableJSON Schema

Name	Required	Description	Default
`view`	No		overview
`study_id`	Yes
`organization_id`	No	Platform admins only: select an organization for this operation. Required when changing another organization’s study or using its wallet.

Output Schema

TableJSON Schema

Name	Required	Description	Default
`result`	Yes	The latest persisted study report.

Schema Changelog

Changes observed during successful MCP inspections.

Changed1 schema field changedOct 1, 2026

addedInput schema / properties / organization_id

Added value: +{
+  "description": "Platform admins only: select an organization for this operation. Required when changing another organization’s study or using its wallet.",
+  "maxLength": 128,
+  "minLength": 1,
+  "type": "string"
+}

Changed77 schema fields changedSep 30, 2026
- changedInput schema / $schema
```
Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"
```
- removedInput schema / additionalProperties
```
Removed value: -false
```
- addedInput schema / properties / study_id / pattern
```
Added value: +"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"
```
- changedOutput schema / $schema
```
Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"
```
- removedOutput schema / properties / result / properties / created_at / $ref
```
Removed value: -"#/properties/result/properties/references/items/properties/started_at"
```
- addedOutput schema / properties / result / properties / created_at / description
```
Added value: +"ISO 8601 timestamp."
```
- addedOutput schema / properties / result / properties / created_at / type
```
Added value: +[
+  "string",
+  "null"
+]
```
- addedOutput schema / properties / result / properties / evidence_coverage / properties / evidence_gaps / items / properties / priority / maximum
```
Added value: +9007199254740991
```
- addedOutput schema / properties / result / properties / evidence_coverage / properties / evidence_gaps / items / properties / priority / minimum
```
Added value: +-9007199254740991
```
- removedOutput schema / properties / result / properties / evidence_coverage / properties / evidence_gaps / items / properties / recommended_study_slug / $ref
```
Removed value: -"#/properties/result/properties/report_id"
```
- addedOutput schema / properties / result / properties / evidence_coverage / properties / evidence_gaps / items / properties / recommended_study_slug / type
```
Added value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / result / properties / evidence_coverage / properties / learning_goal_evaluations / items / additionalProperties
```
Previous value: -trueNew value: +{}
```
- changedOutput schema / properties / result / properties / evidence_coverage / properties / sample_adequacy / anyOf
```
Previous value: -[
-  {
-    "additionalProperties": true,
-    "properties": {
-      "additional_interviews": {
-        "enum": [
-          "recommended",
-          "not_prioritized",
-          "conditional"
-        ],
-        "type": "string"
-      },
-      "limits": {
-        "type": "string"
-      },
-      "rationale": {
-        "type": "string"
-      },
-      "supports": {
-        "type": "string"
-      }
-    },
-    "required": [
-      "supports",
-      "limits",
-      "additional_interviews",
-      "rationale"
-    ],
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "additionalProperties": {},
+    "properties": {
+      "additional_interviews": {
+        "enum": [
+          "recommended",
+          "not_prioritized",
+          "conditional"
+        ],
+        "type": "string"
+      },
+      "limits": {
+        "type": "string"
+      },
+      "rationale": {
+        "type": "string"
+      },
+      "supports": {
+        "type": "string"
+      }
+    },
+    "required": [
+      "supports",
+      "limits",
+      "additional_interviews",
+      "rationale"
+    ],
+    "type": "object"
+  },
+  {
+    "type": "null"
+  }
+]
```
- addedOutput schema / properties / result / properties / interview_count / maximum
```
Added value: +9007199254740991
```
- addedOutput schema / properties / result / properties / interview_count / minimum
```
Added value: +-9007199254740991
```
- removedOutput schema / properties / result / properties / is_stale / $ref
```
Removed value: -"#/properties/result/properties/participant_responses/items/properties/learning_goal_responses/items/properties/explored"
```
- addedOutput schema / properties / result / properties / is_stale / type
```
Added value: +[
+  "boolean",
+  "null"
+]
```
- changedOutput schema / properties / result / properties / new_interviews_since / anyOf
```
Previous value: -[
-  {
-    "minimum": 0,
-    "type": "integer"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "maximum": 9007199254740991,
+    "minimum": 0,
+    "type": "integer"
+  },
+  {
+    "type": "null"
+  }
+]
```
- addedOutput schema / properties / result / properties / participant_profiles / items / properties / content / items / properties / participants / maximum
```
Added value: +9007199254740991
```
- removedOutput schema / properties / result / properties / participant_responses / items / properties / interview_id / $ref
```
Removed value: -"#/properties/result/properties/report_id"
```
- addedOutput schema / properties / result / properties / participant_responses / items / properties / interview_id / type
```
Added value: +[
+  "string",
+  "null"
+]
```
- removedOutput schema / properties / result / properties / participant_responses / items / properties / learning_goal_responses / items / properties / answered / $ref
```
Removed value: -"#/properties/result/properties/participant_responses/items/properties/learning_goal_responses/items/properties/explored"
```
- addedOutput schema / properties / result / properties / participant_responses / items / properties / learning_goal_responses / items / properties / answered / type
```
Added value: +[
+  "boolean",
+  "null"
+]
```
- removedOutput schema / properties / result / properties / participant_responses / items / properties / learning_goal_responses / items / properties / assessment_state / $ref
```
Removed value: -"#/properties/result/properties/report_id"
```
- addedOutput schema / properties / result / properties / participant_responses / items / properties / learning_goal_responses / items / properties / assessment_state / type
```
Added value: +[
+  "string",
+  "null"
+]
```
- removedOutput schema / properties / result / properties / participant_responses / items / properties / learning_goal_responses / items / properties / learning_goal / $ref
```
Removed value: -"#/properties/result/properties/report_id"
```
- addedOutput schema / properties / result / properties / participant_responses / items / properties / learning_goal_responses / items / properties / learning_goal / type
```
Added value: +[
+  "string",
+  "null"
+]
```
- removedOutput schema / properties / result / properties / participant_responses / items / properties / learning_goal_responses / items / properties / learning_goal_id / $ref
```
Removed value: -"#/properties/result/properties/report_id"
```
- addedOutput schema / properties / result / properties / participant_responses / items / properties / learning_goal_responses / items / properties / learning_goal_id / type
```
Added value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / result / properties / participant_responses / items / properties / learning_goal_responses / items / properties / learning_goal_index / anyOf
```
Previous value: -[
-  {
-    "type": "integer"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "maximum": 9007199254740991,
+    "minimum": -9007199254740991,
+    "type": "integer"
+  },
+  {
+    "type": "null"
+  }
+]
```
- removedOutput schema / properties / result / properties / participant_responses / items / properties / learning_goal_responses / items / properties / quote / $ref
```
Removed value: -"#/properties/result/properties/report_id"
```
- addedOutput schema / properties / result / properties / participant_responses / items / properties / learning_goal_responses / items / properties / quote / type
```
Added value: +[
+  "string",
+  "null"
+]
```
- removedOutput schema / properties / result / properties / participant_responses / items / properties / learning_goal_responses / items / properties / summary / $ref
```
Removed value: -"#/properties/result/properties/report_id"
```
- addedOutput schema / properties / result / properties / participant_responses / items / properties / learning_goal_responses / items / properties / summary / type
```
Added value: +[
+  "string",
+  "null"
+]
```
- removedOutput schema / properties / result / properties / participant_responses / items / properties / learning_goal_responses / items / properties / unavailability_reason / $ref
```
Removed value: -"#/properties/result/properties/report_id"
```
- addedOutput schema / properties / result / properties / participant_responses / items / properties / learning_goal_responses / items / properties / unavailability_reason / type
```
Added value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / result / properties / recommended_next_steps / items / additionalProperties
```
Previous value: -trueNew value: +{}
```
- removedOutput schema / properties / result / properties / recommended_next_steps / items / properties / context / $ref
```
Removed value: -"#/properties/result/properties/report_id"
```
- addedOutput schema / properties / result / properties / recommended_next_steps / items / properties / context / type
```
Added value: +[
+  "string",
+  "null"
+]
```
- removedOutput schema / properties / result / properties / recommended_next_steps / items / properties / study_slug / $ref
```
Removed value: -"#/properties/result/properties/report_id"
```
- addedOutput schema / properties / result / properties / recommended_next_steps / items / properties / study_slug / type
```
Added value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / result / properties / references / items / additionalProperties
```
Previous value: -trueNew value: +{}
```
- changedOutput schema / properties / result / properties / references / items / properties / duration_seconds / anyOf
```
Previous value: -[
-  {
-    "type": "integer"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "maximum": 9007199254740991,
+    "minimum": -9007199254740991,
+    "type": "integer"
+  },
+  {
+    "type": "null"
+  }
+]
```
- removedOutput schema / properties / result / properties / references / items / properties / interview_id / $ref
```
Removed value: -"#/properties/result/properties/report_id"
```
- addedOutput schema / properties / result / properties / references / items / properties / interview_id / type
```
Added value: +[
+  "string",
+  "null"
+]
```
- removedOutput schema / properties / result / properties / references / items / properties / message_text / $ref
```
Removed value: -"#/properties/result/properties/report_id"
```
- addedOutput schema / properties / result / properties / references / items / properties / message_text / type
```
Added value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / result / properties / study_findings / properties / additional_observations / anyOf
```
Previous value: -[
-  {
-    "$ref": "#/properties/result/properties/study_findings/properties/executive_summary/anyOf/0"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "additionalProperties": false,
+    "properties": {
+      "content": {
+        "type": "string"
+      },
+      "heading": {
+        "type": "string"
+      },
+      "reference_ids": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      }
+    },
+    "required": [
+      "heading",
+      "content"
+    ],
+    "type": "object"
+  },
+  {
+    "type": "null"
+  }
+]
```
- changedOutput schema / properties / result / properties / study_findings / properties / key_metrics / anyOf
```
Previous value: -[
-  {
-    "$ref": "#/properties/result/properties/study_findings/properties/executive_summary/anyOf/0"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "additionalProperties": false,
+    "properties": {
+      "content": {
+        "type": "string"
+      },
+      "heading": {
+        "type": "string"
+      },
+      "reference_ids": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      }
+    },
+    "required": [
+      "heading",
+      "content"
+    ],
+    "type": "object"
+  },
+  {
+    "type": "null"
+  }
+]
```
- removedOutput schema / properties / result / properties / study_findings / properties / learning_goals / items / properties / findings / items / properties / content / $ref
```
Removed value: -"#/properties/result/properties/study_findings/properties/executive_summary/anyOf/0/properties/content"
```
- addedOutput schema / properties / result / properties / study_findings / properties / learning_goals / items / properties / findings / items / properties / content / type
```
Added value: +"string"
```
- removedOutput schema / properties / result / properties / study_findings / properties / learning_goals / items / properties / findings / items / properties / contrary_evidence / $ref
```
Removed value: -"#/properties/result/properties/report_id"
```
- addedOutput schema / properties / result / properties / study_findings / properties / learning_goals / items / properties / findings / items / properties / contrary_evidence / type
```
Added value: +[
+  "string",
+  "null"
+]
```
- removedOutput schema / properties / result / properties / study_findings / properties / learning_goals / items / properties / findings / items / properties / heading / $ref
```
Removed value: -"#/properties/result/properties/study_findings/properties/executive_summary/anyOf/0/properties/heading"
```
- addedOutput schema / properties / result / properties / study_findings / properties / learning_goals / items / properties / findings / items / properties / heading / type
```
Added value: +"string"
```
- removedOutput schema / properties / result / properties / study_findings / properties / learning_goals / items / properties / findings / items / properties / limitations / $ref
```
Removed value: -"#/properties/result/properties/report_id"
```
- addedOutput schema / properties / result / properties / study_findings / properties / learning_goals / items / properties / findings / items / properties / limitations / type
```
Added value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / result / properties / study_findings / properties / learning_goals / items / properties / findings / items / properties / prevalence / anyOf
```
Previous value: -[
-  {
-    "additionalProperties": false,
-    "properties": {
-      "n": {
-        "minimum": 0,
-        "type": "integer"
-      },
-      "of": {
-        "minimum": 0,
-        "type": "integer"
-      }
-    },
-    "required": [
-      "n",
-      "of"
-    ],
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "additionalProperties": false,
+    "properties": {
+      "n": {
+        "maximum": 9007199254740991,
+        "minimum": 0,
+        "type": "integer"
+      },
+      "of": {
+        "maximum": 9007199254740991,
+        "minimum": 0,
+        "type": "integer"
+      }
+    },
+    "required": [
+      "n",
+      "of"
+    ],
+    "type": "object"
+  },
+  {
+    "type": "null"
+  }
+]
```
- removedOutput schema / properties / result / properties / study_findings / properties / learning_goals / items / properties / findings / items / properties / quotes / items / properties / interview_id / $ref
```
Removed value: -"#/properties/result/properties/report_id"
```
- addedOutput schema / properties / result / properties / study_findings / properties / learning_goals / items / properties / findings / items / properties / quotes / items / properties / interview_id / type
```
Added value: +[
+  "string",
+  "null"
+]
```
- removedOutput schema / properties / result / properties / study_findings / properties / learning_goals / items / properties / findings / items / properties / quotes / items / properties / turn_id / $ref
```
Removed value: -"#/properties/result/properties/report_id"
```
- addedOutput schema / properties / result / properties / study_findings / properties / learning_goals / items / properties / findings / items / properties / quotes / items / properties / turn_id / type
```
Added value: +[
+  "string",
+  "null"
+]
```
- removedOutput schema / properties / result / properties / study_findings / properties / learning_goals / items / properties / findings / items / properties / reference_ids / $ref
```
Removed value: -"#/properties/result/properties/study_findings/properties/executive_summary/anyOf/0/properties/reference_ids"
```
- addedOutput schema / properties / result / properties / study_findings / properties / learning_goals / items / properties / findings / items / properties / reference_ids / items
```
Added value: +{
+  "type": "string"
+}
```
- addedOutput schema / properties / result / properties / study_findings / properties / learning_goals / items / properties / findings / items / properties / reference_ids / type
```
Added value: +"array"
```
- removedOutput schema / properties / result / properties / study_findings / properties / learning_goals / items / properties / findings / items / properties / supporting_evidence / $ref
```
Removed value: -"#/properties/result/properties/report_id"
```
- addedOutput schema / properties / result / properties / study_findings / properties / learning_goals / items / properties / findings / items / properties / supporting_evidence / type
```
Added value: +[
+  "string",
+  "null"
+]
```
- removedOutput schema / properties / result / properties / study_findings / properties / other_sections / items / $ref
```
Removed value: -"#/properties/result/properties/study_findings/properties/executive_summary/anyOf/0"
```
- addedOutput schema / properties / result / properties / study_findings / properties / other_sections / items / additionalProperties
```
Added value: +false
```
- addedOutput schema / properties / result / properties / study_findings / properties / other_sections / items / properties
```
Added value: +{
+  "content": {
+    "type": "string"
+  },
+  "heading": {
+    "type": "string"
+  },
+  "reference_ids": {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  }
+}
```
- addedOutput schema / properties / result / properties / study_findings / properties / other_sections / items / required
```
Added value: +[
+  "heading",
+  "content"
+]
```
- addedOutput schema / properties / result / properties / study_findings / properties / other_sections / items / type
```
Added value: +"object"
```
- removedOutput schema / properties / result / properties / summary / $ref
```
Removed value: -"#/properties/result/properties/report_id"
```
- addedOutput schema / properties / result / properties / summary / type
```
Added value: +[
+  "string",
+  "null"
+]
```
- removedOutput schema / properties / result / properties / updated_at / $ref
```
Removed value: -"#/properties/result/properties/references/items/properties/started_at"
```
- addedOutput schema / properties / result / properties / updated_at / description
```
Added value: +"ISO 8601 timestamp."
```
- addedOutput schema / properties / result / properties / updated_at / type
```
Added value: +[
+  "string",
+  "null"
+]
```
First observedSep 30, 2026

TDQS

A4/5.0

Behavior4/5

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

Annotations already cover the safety profile (readOnly, idempotent, non-destructive), so the bar is lower. The description adds real behavioral context beyond that: the default is a small overview, and included_sections lets a caller distinguish omitted from empty sections, plus findings include structured prevalence and source quotes when available.

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

Conciseness4/5

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

Three dense sentences with zero filler, and the default behavior is front-loaded before the enumeration of options. The trailing sentence about findings quotes is a useful but slightly tacked-on detail.

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?

An output schema exists, so return values need not be spelled out, and the description still adds the response-composition nuance (overview vs section vs full, omitted vs empty). Nothing critical for a correct read-only call is missing.

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

Parameters4/5

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

With only 33% schema description coverage, the description must compensate, and it does for the most consequential parameter: it explains view's default ('overview'), the section-selection semantics, and the 'full' aggregate mode. organization_id and study_id are left to the schema, but they are largely self-explanatory or already documented.

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?

States a specific verb+resource ('Get a small report overview by default') and enumerates the section names the view parameter can select. It is clearly distinguishable from write-oriented siblings like generate_report, but it does not explicitly name which sibling to use for a different report need.

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?

Gives clear context: default returns a small overview, set view to one section, or use full when all data is needed. It stops short of naming alternatives (e.g. get_report_job vs generate_report) or stating when not to use this tool.

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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