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Find authorised agents for residence and citizenship by investment.

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Status
Healthy
Last Tested
Transport
Streamable HTTP · MCP 2025-06-18
URL
ChatGPT
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Claude
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TDQS

A3.9/5.0

Scored across 6 tools

Disambiguation5/5

Each tool has a distinct resource and action: single-listing fetch by slug, text/place/category search, and four separate metadata listings (categories, places, sources, stats). The only near-pair, get_listing vs search_listings, is clearly separated by lookup key (slug vs query).

Naming Consistency5/5

All names follow a clean verb_noun snake_case pattern (get_*, list_*, search_*), with verbs that accurately reflect the operation type. No mixed conventions or vague standalone verbs.

Tool Count5/5

Six tools is well within the ideal 3-15 range and each one maps to a real need: search, detail retrieval, and discovery of categories, places, sources, and dataset stats. Nothing looks redundant or padded.

Completeness4/5

As a read-only directory API, the surface covers browsing, searching, detail fetch, taxonomy lists, provenance, and freshness stats. Minor gaps exist—no way to fetch a single category/place/source record or filter listings by source—but these are workable through the provided lists.

Available Tools

6 tools
get_listingA
Read-onlyIdempotent
Inspect

Get one published investment migration agent by its slug.

NameRequiredDescriptionDefault
slugYesThe listing slug.

TDQS

A3.5/5.0
Behavior3/5

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

Annotations already declare readOnly, idempotent, non-destructive, closed-world behavior, so the safety profile needs no restating. The description does add one meaningful trait beyond them: only 'published' listings are retrievable. It does not say what happens for an unknown or unpublished slug (error vs. empty result).

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?

A single sentence with zero filler, and the scope qualifier ('published') is front-loaded before the resource. Nothing could be removed without losing information.

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

Completeness3/5

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

For a one-parameter getter with no output schema, the description is nearly sufficient, but it leaves the not-found/unpublished outcome unstated and does not indicate whether a full agent record or a summary is returned. Minor omissions, but they matter for error handling.

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 coverage is 100% and the single slug parameter is fully documented with pattern and length constraints, so the schema carries the burden and baseline 3 applies. The description adds no slug syntax, sourcing, or format guidance beyond the schema.

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 (get), a specific resource (one investment migration agent / listing) and the lookup key (slug), plus a scope qualifier ('published'). It is distinguishable from search_listings only implicitly — 'one ... by its slug' implies single-record retrieval, but the sibling is never named.

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

Usage Guidelines3/5

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

Usage is only implied: an agent can infer this is for fetching a known listing when the slug is already in hand, versus search_listings for discovery. No explicit when-to-use/when-not-to-use statement or prerequisite is given.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

get_statsA
Read-onlyIdempotent
Inspect

Get the number of published investment migration agents, places and categories, and when the data last changed.

NameRequiredDescriptionDefault

No parameters

TDQS

A3.7/5.0
Behavior3/5

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

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and a closed world, so the safety profile is covered. The description adds that the response contains counts and a last-changed timestamp, which is useful behavioral context, but says nothing about the format of the timestamp or whether counts are affected by filtering.

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?

A single sentence that front-loads the core value (counts) and appends the freshness metadata. Nothing is redundant and no padding is present.

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?

For a zero-parameter, non-destructive read with no output schema, the description covers both what is returned (counts per entity type) and the freshness indicator. Minor gaps remain around the exact response shape and timestamp encoding, but an agent has enough to select and call it correctly.

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?

The tool takes zero parameters, so the schema imposes no semantics to explain; baseline of 4 applies. The description correctly conveys that no inputs drive the result, since it summarizes all published data unconditionally.

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: it returns counts of published investment migration agents, places and categories plus a data-freshness timestamp. This clearly distinguishes it from siblings like list_places and list_categories, which return actual records rather than aggregate numbers, though it never names those siblings explicitly.

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

Usage Guidelines3/5

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

Usage is only implied: an agent can infer this is the tool for aggregate counts or checking data currency, but the description gives no explicit when-to-use guidance, no exclusions, and no pointer to the listing/search siblings for record-level retrieval.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

list_categoriesB
Read-onlyIdempotent
Inspect

List categories with their investment migration agent counts.

NameRequiredDescriptionDefault

No parameters

TDQS

B3.3/5.0
Behavior3/5

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

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and closed-world scope, so the safety profile is fully covered. The description contributes by indicating the returned records include aggregate agent counts, which hints that reads may touch computed data, but it says nothing about ordering, pagination, or size.

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?

A single front-loaded sentence with no filler or redundancy. It is appropriately sized for a no-argument enumeration tool, though one extra clause on return ordering could have been added without bloat.

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

Completeness3/5

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

With no parameters and no output schema, the description is the only source of return-value context, and it discloses just one field (agent counts) rather than the shape of a category record. For a simple list tool this is adequate but leaves the agent guessing about identifiers and other fields.

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?

The tool takes zero parameters, so there is nothing for the description to clarify beyond the schema; baseline 4 applies. The sentence does not waste effort restating that fact.

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?

The description pairs a specific verb and resource ('List categories') with the notable payload detail that each entry carries an investment migration agent count. It is clear on its own but never references siblings like list_places or list_sources, so an agent gets no explicit signal about how this differs from the other 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 Guidelines2/5

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

There is no when-to-use or when-not-to-use guidance, and no mention of alternatives among the five sibling tools. The only implicit cue is that 'list' suggests enumeration, which an agent must infer.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

list_placesA
Read-onlyIdempotent
Inspect

List countries, regions and cities that have investment migration agents.

NameRequiredDescriptionDefault

No parameters

TDQS

A3.7/5.0
Behavior3/5

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

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and a closed-world scope, so the safety profile is covered. The description adds the useful scoping detail that only places with agents are included, but says nothing about result ordering, size, or pagination for what could be a long list.

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?

A single front-loaded sentence with no filler or redundancy. Every element of it (verb, geographic levels, qualifying condition) carries information.

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?

For a zero-parameter, read-only list tool with no output schema, the description is nearly sufficient: it states what entities are returned and under what condition. The only gap is that it does not hint at the shape of each returned place (name, code, type), which an agent must discover by calling.

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?

The tool takes zero parameters, so there is nothing for the description to disambiguate beyond what the empty schema already shows. Baseline 4 applies.

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?

The description gives a specific verb ("List") and a concrete resource set ("countries, regions and cities"), plus the qualifying scope that only places with investment migration agents are returned. That distinguishes it reasonably well from siblings like list_categories and list_sources, though it does not name them.

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

Usage Guidelines3/5

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

Usage is only implied: an agent can infer this is the lookup for geographic values used elsewhere, but the description never says when to call it versus list_categories or search_listings. No exclusions or prerequisites are stated.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

list_sourcesA
Read-onlyIdempotent
Inspect

List where the investment migration agent data comes from, with the license and refresh of each source.

NameRequiredDescriptionDefault

No parameters

TDQS

A3.7/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is fully covered elsewhere. The description adds that each result carries license and refresh information, which is genuinely useful content disclosure, but says nothing about result volume, ordering, or pagination.

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?

One sentence, front-loaded with the verb and resource, with the returned fields appended. No filler, no restatement of the name, and nothing that could be trimmed without losing information.

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?

For a zero-parameter, read-only listing tool with full annotation coverage, this is nearly complete: the agent knows what it returns and that the call is safe and side-effect free. The only shortfall is a lack of any note on result shape or size, which matters slightly given there is no output schema.

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?

The tool takes zero parameters, which is the baseline-4 case; there are no argument semantics to explain. The description correctly implies a parameterless full listing rather than a filtered query, consistent with the empty schema.

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?

Specific verb+resource: 'List where the investment migration agent data comes from' clearly identifies a provenance/source-listing tool, and it previews the returned fields (license and refresh per source). It does not explicitly contrast with siblings like list_categories or get_listing, but the domain noun 'sources' is distinctive enough to separate it.

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

Usage Guidelines3/5

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

Usage is only implied: an agent can infer this is the tool to call when it needs provenance, licensing, or data-freshness metadata about the listings. There is no explicit when-to-use, when-not-to-use, or named alternative among the sibling tools.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

search_listingsA
Read-onlyIdempotent
Inspect

Search published investment migration agents by text, place and category.

NameRequiredDescriptionDefault
qNoSearch text, with at least one letter or digit. Matches name, categories, attributes, description and place. Typos fall back to close matches.
cityNoCity slug, from /places.
sortNo`relevance` needs `q` and is the default with it. `name` is the default without `q`. `recent` is newest first.
limitNoItems per page.
cursorNo`page.nextCursor` from the previous response. Opaque. Send the same filters and `limit`.
regionNoRegion slug, from /places.
countryNoISO 3166-1 alpha-2 country code, any case. A country the directory does not cover, as listed in /places, gives 400.
categoryNoCategory slug, from /categories. A parent slug also matches its children.

TDQS

A3.6/5.0
Behavior3/5

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

Annotations already declare readOnlyHint, idempotentHint, non-destructive and closed-world, so the safety profile is fully covered. The description adds the useful constraint that only 'published' agents are returned, but says nothing about result shape, pagination behaviour, or empty-result handling despite there being no output schema.

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?

A single front-loaded sentence covering verb, resource and facets, with no filler or repetition.

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 8 all-optional params, full schema coverage and rich annotations, the description does not need to carry much. The one real gap is the absence of any hint about what a result contains, but the field name and schema make the call mechanics clear enough to invoke correctly.

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 parameters are fully documented in structured data (including the slug sources and the sort defaults). The description only restates the three facet groups and adds no syntax, precedence, or combination semantics beyond what the schema provides.

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?

Specific verb (search) plus concrete resource (published investment migration agents) and the three facet families. It is clearly distinct from get_listing (single-record fetch) and from the list_* siblings, though it never names them.

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

Usage Guidelines3/5

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

Usage is only implied: 'search ... by text, place and category' signals the faceted-query intent, and the schema notes that place/category slugs come from /places and /categories. There is no explicit statement of when to prefer this over list_places/list_categories or what to do when no filters match.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 6 tool updates
    • First observedget_listing
    • First observedget_stats
    • First observedlist_categories
    • First observedlist_places
    • First observedlist_sources
    • First observedsearch_listings

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