Mirabello Immigration Intelligence

Recommend Programmes

recommend_programmes

Read-onlyIdempotent

Recommend a ranked shortlist of programmes for a client profile (budget, family size, mobility priority, timeline, tax goal) with reasoning. Respects closed/paused programmes.

Tool call template

This tool declares no required parameters. Add optional parameters from the input schema as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {},
    "name": "recommend_programmes"
  }
}

Input Schema

Name	Required	Description
`type`	No	Programme family: "CBI" grants citizenship, "RBI" grants residence (golden visa). Omit for both.
`tax_goal`	No	True when the applicant's main objective is a tax outcome rather than mobility.
`budget_max`	No	Maximum headline minimum investment the applicant will consider, in USD. Programmes with no fixed threshold are excluded from budget filtering.
`family_size`	No	TOTAL number of people to be included, the main applicant INCLUDED (so a couple with two children is 4).
`mobility_priority`	No	True when visa-free travel is the applicant's main objective.
`timeline_max_months`	No	Maximum acceptable time to the outcome, in MONTHS.

Output Schema

Name	Required	Description	Default
`error`	No
`terms`	No
`source`	No
`book_url`	No
`provider`	No
`disclaimer`	No
`data_updated`	No

Schema Changelog

Changes observed during successful MCP inspections.

Changed8 schema fields changedOct 25, 2026

changedOutput schema / description

Previous value: -"Mirabello response envelope. Tool-specific fields vary; the provenance/disclaimer envelope is always present."New value: +"Mirabello envelope; tool fields vary; error only on failure."

removedOutput schema / properties / book_url / description

Removed value: -"Link to request a consultation with a Mirabello specialist, for a personal case."

removedOutput schema / properties / data_updated / description

Removed value: -"Date the underlying dataset was last updated."

removedOutput schema / properties / disclaimer / description

Removed value: -"Information, not legal/tax/financial/immigration advice; figures indicative."

removedOutput schema / properties / error / description

Removed value: -"Present only when the request could not be fulfilled."

removedOutput schema / properties / provider / description
```
Removed value: -"Always \"Mirabello Consultancy\"."
```

removedOutput schema / properties / source / description

Removed value: -"Attribution for the data, when it is not Mirabello Consultancy itself."

removedOutput schema / properties / terms / description

Removed value: -"Acceptable-use and information-not-advice terms."

Changed3 schema fields changedOct 8, 2026

removedOutput schema / properties / book_a_consultation

Removed value: -{
-  "description": "URL to book a Mirabello consultation.",
-  "type": "string"
-}

addedOutput schema / properties / book_url

Added value: +{
+  "description": "Link to request a consultation with a Mirabello specialist, for a personal case.",
+  "type": "string"
+}

changedOutput schema / properties / source / description

Previous value: -"Attribution for the data."New value: +"Attribution for the data, when it is not Mirabello Consultancy itself."

Changed10 schema fields changedSep 23, 2026

addedInput schema / properties / budget_max / description

Added value: +"Maximum headline minimum investment the applicant will consider, in USD. Programmes with no fixed threshold are excluded from budget filtering."

addedInput schema / properties / budget_max / examples
```
Added value: +[
+  250000
+]
```

addedInput schema / properties / family_size / description

Added value: +"TOTAL number of people to be included, the main applicant INCLUDED (so a couple with two children is 4)."

addedInput schema / properties / family_size / examples
```
Added value: +[
+  4
+]
```

addedInput schema / properties / mobility_priority / description

Added value: +"True when visa-free travel is the applicant's main objective."

addedInput schema / properties / tax_goal / description

Added value: +"True when the applicant's main objective is a tax outcome rather than mobility."

addedInput schema / properties / timeline_max_months / description

Added value: +"Maximum acceptable time to the outcome, in MONTHS."

addedInput schema / properties / timeline_max_months / examples
```
Added value: +[
+  12
+]
```

addedInput schema / properties / type / description

Added value: +"Programme family: \"CBI\" grants citizenship, \"RBI\" grants residence (golden visa). Omit for both."

addedInput schema / properties / type / examples
```
Added value: +[
+  "CBI"
+]
```

Changed1 schema field changedJul 27, 2026

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": true,
+  "description": "Mirabello response envelope. Tool-specific fields vary; the provenance/disclaimer envelope is always present.",
+  "properties": {
+    "book_a_consultation": {
+      "description": "URL to book a Mirabello consultation.",
+      "type": "string"
+    },
+    "data_updated": {
+      "description": "Date the underlying dataset was last updated.",
+      "type": "string"
+    },
+    "disclaimer": {
+      "description": "Information, not legal/tax/financial/immigration advice; figures indicative.",
+      "type": "string"
+    },
+    "error": {
+      "description": "Present only when the request could not be fulfilled.",
+      "type": "string"
+    },
+    "provider": {
+      "description": "Always \"Mirabello Consultancy\".",
+      "type": "string"
+    },
+    "source": {
+      "description": "Attribution for the data.",
+      "type": "string"
+    },
+    "terms": {
+      "description": "Acceptable-use and information-not-advice terms.",
+      "type": "string"
+    }
+  },
+  "type": "object"
+}

First observedJun 4, 2026

TDQS

A4.2/5.0

Behavior4/5

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

Beyond the structured schema and annotations, the description adds two key behavioral traits: it returns a 'ranked shortlist' (indicating prioritization) and includes 'with reasoning' (indicating a justification for the recommendation). These traits are crucial for an agent's output strategy.

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?

The description is exceptionally well-structured, front-loading the primary action and required inputs in the first clause. It is concise without sacrificing the necessary detail (e.g., mentioning 'reasoning').

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?

Given the high complexity of the 6-parameter input and the existence of an output schema, the description is highly complete for the agent's selection phase. It defines the quality and operational constraints of the output (ranked, reasoned) effectively.

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?

Since the schema description coverage is 100%, the baseline for parameter semantics is met. The description adds value by grouping the individual parameters into the conceptual framework of a 'client profile,' reinforcing the tool's holistic nature.

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?

The description clearly and immediately states the tool's primary function: recommending a 'ranked shortlist of programmes'. It specifies the essential nature of the input: a 'client profile' defined by several key metrics, distinguishing it from simple listing tools.

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?

The description implies when the tool should be used—when a full, multifaceted client profile is available for a comprehensive suggestion. Furthermore, it provides a specific exclusion criteria: 'Respect[s] closed/paused programmes,' which guides usage where a simple program search might fail.

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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