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

Name	Required	Description	Default
`view`	No		overview
`study_id`	Yes
`organization_id`	No	Organization for this operation and billing. Use list_organizations to choose an active membership.

Output Schema

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

Schema Changelog

Changes observed during successful MCP inspections.

Changed1 schema field changedOct 22, 2026

changedInput schema / properties / organization_id / description

Previous value: -"Platform admins only: select an organization for this operation. Required when changing another organization’s study or using its wallet."New value: +"Organization for this operation and billing. Use list_organizations to choose an active membership."

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

A4.1/5.0

Behavior4/5

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

Annotations already declare readOnly/idempotent/non-destructive, so the safety profile is covered; the description adds genuinely useful behavior: the default is a *small* overview and 'included_sections' distinguishes omitted from empty sections. It also flags that findings may carry structured prevalence and source quotes 'when available,' warning of variable payload shape.

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?

Four compact sentences, front-loading the default behavior before the enumeration of view options. Slightly dense with the inline parenthetical list, but every sentence carries information.

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?

An output schema exists so return values need no prose; given that, the description covers the default mode, the selection mechanism, the empty-vs-omitted pitfall, and conditional content. Nothing essential to invoking it correctly 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?

Schema coverage is only 33%, and the description correctly compensates by enumerating the meaningful 'view' values and contrasting section views with 'full', plus explaining 'included_sections' semantics that the schema does not. study_id and organization_id get no added detail, but organization_id is already documented in-schema and study_id is self-evident.

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 and resource ('Get a ... report overview' for a study) and immediately describes the default scope. It distinguishes itself from report-generation siblings by framing the output as a report read with selectable sections, though it never explicitly names get_study or generate_report as alternatives.

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 guidance on when to use the default overview, when to pick a single section, and when to use 'full' — that is real when-to-use guidance for the main parameter. It stops short of naming sibling tools or stating when-not to use this (e.g., use get_study for metadata only).

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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