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SmartAPIs Products Watch

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Source-bounded product, offer, and price-history intelligence for developers and AI agents.

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Glama MCP Gateway

Connect through Glama MCP Gateway for full control over tool access and complete visibility into every call.

MCP client
Glama
MCP server

Full call logging

Every tool call is logged with complete inputs and outputs, so you can debug issues and audit what your agents are doing.

Tool access control

Enable or disable individual tools per connector, so you decide what your agents can and cannot do.

Managed credentials

Glama handles OAuth flows, token storage, and automatic rotation, so credentials never expire on your clients.

Usage analytics

See which tools your agents call, how often, and when, so you can understand usage patterns and catch anomalies.

100% free. Your data is private.
Tool DescriptionsB

Average 3.5/5 across 21 of 21 tools scored. Lowest: 2.9/5.

Server CoherenceA
Disambiguation5/5

Each tool targets a distinct domain and action (e.g., civic vs. regulatory vs. places), with clear descriptions preventing confusion. The many search tools are differentiated by the entity type (alerts, places, products, etc.).

Naming Consistency5/5

All tools follow the exact pattern `smartagent_<domain>_<action>` using snake_case consistently. Even multi-word domains like `environment_alerts` or `workflows_regulatory_site_brief` adhere to the pattern.

Tool Count4/5

21 tools cover a broad range of SmartAPIs domains (billing, catalog, civic, places, products, regulatory, transit, etc.) without feeling excessive. The count is slightly high but justified by the breadth of functionality.

Completeness4/5

The toolset covers core operations for each domain (search, get, create, manage keys/plans). Minor gaps exist (e.g., no updates to plans or deletion of keys), but the surface is comprehensive for a read-heavy, management-focused API gateway.

Available Tools

21 tools
smartagent_access_activate_developer_freeActivate Developer FreeAInspect

Activate the free developer plan when no paid or trialing plan is active.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Behavior3/5

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

With no annotations, the description should disclose behavioral traits fully. It specifies the condition for activation but does not explain what happens if the condition is not met, nor does it describe the response or side effects like plan override.

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 a single sentence that conveys the essential information without any redundancy or unnecessary details. It is well-structured and front-loaded.

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 simplicity of the tool (no parameters, no output schema, no annotations), the description is reasonably complete. It covers the purpose, condition, and basic behavior, though it lacks detail on response or error cases.

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 has zero parameters, and the input schema provides full coverage. The description adds no additional parameter information, which is acceptable since parameters are absent, earning a baseline score of 4.

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 states the action: activate the free developer plan, and specifies a conditional context: when no paid or trialing plan is active. This distinguishes it from sibling billing tools that handle subscription changes.

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 includes a clear precondition (no active paid/trialing plan), guiding when to use the tool. However, it does not explicitly state when not to use it or mention alternatives, which is acceptable for a simple activation tool.

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

smartagent_access_issue_client_keyIssue Client API KeyAInspect

Issue a client-scoped API key for downstream agent or application access using an admin key.

ParametersJSON Schema
NameRequiredDescriptionDefault
labelNoOptional key label.
scopesNoOptional client scopes limited to product read scopes.
Behavior3/5

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

With no annotations provided, the description must carry the full burden of behavioral disclosure. It reveals that the operation issues a client-scoped key using an admin key, but omits details such as whether existing keys are affected, rate limits, permission requirements, or what happens if the admin key is invalid or scopes are misconfigured. The description provides basic transparency but lacks depth.

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 a single sentence that efficiently conveys the tool's action, scope, and prerequisite. Every word serves a purpose, with no redundancy or filler. It is optimally concise for its informational load.

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?

The description lacks information about the return value (e.g., the issued key) and does not elaborate on prerequisites like the admin key's required scope or authorization. Given the tool has no output schema, the description should cover these missing details. It provides the core action but is not fully complete for agent decision-making.

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?

The schema already describes both parameters ('label' and 'scopes') with 100% coverage. The description adds no additional meaning beyond stating the tool uses an admin key, which is not a parameter. Thus, there is minimal value added over the schema, placing it at baseline.

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 uses the specific verb 'Issue' and clearly identifies the resource as a 'client-scoped API key', also mentioning it is for 'downstream agent or application access using an admin key'. This purpose is distinct from sibling tools, which cover billing, searching, and other functions, making the tool's role unambiguous.

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?

The description notes that issuing the key requires an admin key, implying a usage prerequisite. However, it does not specify when to use this tool versus alternatives, nor does it provide explicit guidance on when not to use it or mention related tools for key management. The usage context is implied but not fully detailed.

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

smartagent_billing_create_checkout_sessionCreate Checkout SessionBInspect

Create a Stripe checkout session for a plan purchase using an admin key.

ParametersJSON Schema
NameRequiredDescriptionDefault
currencyNoOptional currency; defaults to the platform default.
plan_codeNoRequired plan code such as places-monthly or all-access-monthly.
cancel_urlNoRequired checkout cancel URL.
success_urlNoRequired checkout success URL.
organization_idNoOptional organization id; defaults to the current organization.
Behavior2/5

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

No annotations exist, so description must fully convey behavior. It mentions 'using an admin key' but does not disclose side effects (e.g., whether it creates a subscription, charges immediately, or returns a redirect URL). Missing critical behavioral details.

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?

Single sentence, clear and to the point, no wasted words.

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

Completeness2/5

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

No output schema and no annotations. The description fails to explain return values (e.g., checkout URL) or error conditions, leaving the agent underinformed for a tool with five parameters.

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%, so all parameters are described. The description adds no extra meaning beyond the schema, meeting the baseline for this dimension.

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 states the action (create), the resource (Stripe checkout session), and the context (for a plan purchase using an admin key). This distinguishes it from sibling tools like 'create_portal_session' which serves a different purpose.

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?

No guidance on when to use this tool versus alternatives like 'create_portal_session' or other billing tools. No when-to-use or when-not-to-use context provided.

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

smartagent_billing_create_portal_sessionCreate Billing Portal SessionAInspect

Create a Stripe Customer Portal session for subscription management using an admin key.

ParametersJSON Schema
NameRequiredDescriptionDefault
return_urlNoOptional return URL; defaults to the SmartAPIs dashboard.
Behavior3/5

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

With no annotations provided, the description carries the full burden of disclosure. It mentions 'using an admin key' hinting at authorization, but does not detail behavioral aspects like whether the session modifies data, any rate limits, or what happens on failure. This is adequate for a simple read-like operation but lacks depth.

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 a single, concise sentence that immediately communicates the action and key context. Every word is earned, and it is front-loaded with the purpose.

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?

Given the tool's simplicity (1 optional param, no output schema, no annotations), the description is minimally adequate. However, it lacks details about the return value (since no output schema) and prerequisites for using the admin key, leaving some gaps.

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?

The input schema has 100% description coverage for its single parameter, so the schema already explains the 'return_url' meaning and default. The description adds no additional parameter semantics, thus baseline 3 is appropriate.

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 states the tool creates a Stripe Customer Portal session for subscription management, using the verb 'create' and specifying the resource and purpose. It distinguishes itself from the sibling 'smartagent_billing_create_checkout_session' by mentioning 'portal session'.

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?

The description provides no guidance on when to use this tool versus alternatives like 'smartagent_billing_create_checkout_session'. There is no mention of prerequisites, when not to use, or how to decide between them.

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

smartagent_catalog_list_plansList PlansAInspect

List published SmartAgentAPIs plans, currencies, included modules, and quotas.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Behavior3/5

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

With no annotations, the description must disclose behavioral traits. The verb 'List' implies a read-only operation, but the description does not state read-only, auth requirements, or any side effects. It adds minimal transparency beyond the 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?

The description is a single sentence with no redundant words, front-loading the key action and resource.

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 tool has no parameters and no output schema, the description sufficiently explains what it does. It might benefit from noting if results are paginated or filtered, but for a simple list tool, it is complete enough.

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?

There are no parameters, so baseline is 4. The description does not need to add parameter meaning since schema coverage is trivial.

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 uses a specific verb 'List' and clearly identifies the resource 'SmartAgentAPIs plans' plus the data elements (currencies, modules, quotas). It distinguishes itself from sibling tools like billing or usage tools by focusing on plan catalog data.

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?

The description implies the tool should be used to view plan details, but it provides no explicit guidance on when to use it versus alternatives (e.g., billing tools for actual purchases) and does not mention exclusions or prerequisites.

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

smartagent_context_getGet Agent ContextBInspect

Return public structured agent context for a supported launch city or region alias.

ParametersJSON Schema
NameRequiredDescriptionDefault
location_idNoRequired city or region identifier such as montreal, toronto, or greater-montreal.
Behavior3/5

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

With no annotations provided, the description must fully disclose behavior. It implies a safe read operation but does not explain what 'supported' means, whether the context is static or dynamic, or any restrictions. It is adequate but lacks depth.

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 a single, well-structured sentence. It front-loads the action and includes essential scope information without any filler words. Every word earns its place.

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 simple getter with one parameter and no output schema, the description is minimally complete. It does not explain return structure, error handling (e.g., unknown location), or pagination if applicable. Slightly more detail would improve completeness.

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%, so baseline is 3. The description adds no extra meaning beyond the schema's parameter description. It does not clarify case sensitivity, format requirements, or how aliases resolve to cities.

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 clearly states the verb 'return', the resource 'public structured agent context', and the scope 'for a supported launch city or region alias'. It distinguishes from sibling tool 'smartagent_place_agent_context_get' by specifying 'public structured' context. However, it could be more explicit about what 'agent context' encompasses.

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?

The description provides no guidance on when to use this tool versus alternatives like 'smartagent_place_agent_context_get'. It does not mention prerequisites (e.g., whether a location must exist) or scenarios where this tool is inappropriate. The usage context is entirely implied.

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

smartagent_dashboard_summaryDashboard SummaryAInspect

Return the browser-dashboard payload for organization, subscription, usage, entitlements, keys, and recent audit events.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Behavior2/5

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

No annotations provided; the description does not disclose behavioral traits such as read-only nature, side effects, or rate limits. It only states what the tool returns, without further context.

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?

Single sentence, no unnecessary words, front-loaded with action verb and resource.

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 parameterless tool with no output schema, the description lists the key components of the return payload, providing adequate context. However, it could be more specific about the structure.

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?

Input schema has no parameters, so baseline is 4. Description adds minimal extra meaning beyond that, but is consistent.

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?

Description explicitly states 'Return the browser-dashboard payload' and lists the components (organization, subscription, usage, etc.), making the purpose and scope clear. It distinguishes itself from siblings like smartagent_usage_summary by being a comprehensive summary.

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?

No guidance on when to use this tool versus alternatives. Does not mention when not to use or provide comparisons to similar tools like smartagent_usage_summary.

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

smartagent_discovery_capabilitiesDiscovery CapabilitiesAInspect

Return /v1/agent/capabilities with route-family metadata, MCP parity hints, and runnable example references.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Behavior2/5

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

No annotations are provided, so the description must carry full burden for behavioral disclosure. The description only states what is returned, not side effects, authentication needs, or whether it's read-only. This is insufficient for a tool with no annotations.

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?

The description is a single sentence, very concise and to the point. However, it lacks structural elements like bullet points or explicit lists that could improve readability for the agent.

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?

The description lists what the tool returns (route-family metadata, MCP parity hints, runnable example references), which provides some context. However, there is no output schema, and the description does not elaborate on the structure or format of the response, leaving some ambiguity.

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?

There are no parameters, so schema coverage is 100%. With 0 parameters, the baseline is 4, and the description adds no additional parameter information, which is acceptable.

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 states the tool returns capabilities from a specific endpoint (/v1/agent/capabilities) with metadata, hints, and examples. The verb 'Return' and resource 'capabilities' are specific, and it differentiates from sibling tools that focus on access, billing, search, etc.

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?

No explicit guidance on when to use this tool versus alternatives is provided. For a simple parameter-less tool, the context implies it is for fetching the agent's capabilities, but no when-not or alternative suggestions are given.

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

smartagent_place_agent_context_getGet Place Agent ContextCInspect

Call /v1/places/{place_id}/agent-context to fetch SmartAPIs agent-oriented summary fields for one place record.

ParametersJSON Schema
NameRequiredDescriptionDefault
place_idNoRequired place identifier.
Behavior2/5

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

With no annotations provided, the description must carry the full burden of behavioral disclosure. It indicates a read-only fetch but does not mention auth requirements, rate limits, side effects, or return structure. The description is minimal and lacks transparency.

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?

The description is a single sentence that conveys the core functionality. However, it includes the full endpoint ('/v1/places/{place_id}/agent-context') which is redundant with the tool name and could be trimmed without losing clarity.

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 simple one-parameter tool, the description adequately states the purpose but lacks details on return content or formatting. The omission of a required array in the schema (despite description calling it required) introduces minor confusion, detracting from completeness.

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?

The input schema covers the only parameter with a description ('Required place identifier.'), achieving 100% coverage. The tool description does not add further semantic value beyond what the schema provides, resulting in a baseline score of 3.

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 clearly identifies the resource ('SmartAPIs agent-oriented summary fields for one place record') and the action ('fetch'). However, it does not distinguish this tool from siblings like smartagent_context_get, missing an opportunity to clarify the unique scope.

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?

No guidance on when to use this tool vs alternatives, nor any mention of prerequisites, exclusions, or context. The description only states what it does, leaving the agent without usage direction.

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

smartagent_places_nearbyPlaces NearbyCInspect

Find nearby legally reviewed places from a caller-supplied coordinate.

ParametersJSON Schema
NameRequiredDescriptionDefault
qNoOptional query string.
limitNoOptional result limit up to 100.
latitudeNoRequired latitude for proximity ranking.
longitudeNoRequired longitude for proximity ranking.
radius_kmNoOptional radius in kilometers.
region_idNoOptional region filter.
Behavior2/5

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

No annotations are provided, so the description bears the full burden. It does not disclose behavioral traits such as whether the tool is read-only, authentication requirements, rate limits, or how 'legally reviewed' impacts data freshness or availability.

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 a single sentence with no filler. It is highly concise and front-loaded.

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

Completeness2/5

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

Given the tool has 6 parameters, no output schema, no annotations, and many siblings, the description is too sparse. It fails to explain key aspects like what 'legally reviewed' means, how results are ranked, or how parameters like limit and radius_kms impact results.

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?

Each parameter has a description in the schema (100% coverage), so the baseline is 3. The description adds no additional semantic context beyond the schema, e.g., it doesn't clarify that latitude and longitude are effectively required despite not being in a required array.

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 clearly states the action ('find'), resource ('places'), and the input method ('from a caller-supplied coordinate'). It also mentions 'legally reviewed,' adding a quality aspect. However, it does not differentiate this tool from its siblings like 'smartagent_places_search' or 'smartagent_civic_service_points_search,' which could also involve searching places.

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 guidance on when to use this tool versus alternatives (e.g., text-based search or other spatial tools). No when-not-to scenarios or prerequisites are provided.

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

smartagent_regulatory_facility_getGet Regulatory FacilityBInspect

Call /v1/regulatory/facilities/{facility_id} to retrieve one regulated facility or business anchor.

ParametersJSON Schema
NameRequiredDescriptionDefault
facility_idNoRequired facility identifier.
Behavior2/5

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

No annotations are provided, and the description only restates the action without disclosing behaviors such as response format, error handling, or authentication requirements.

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?

The description is a single concise sentence that efficiently states the purpose, but it could include more detail without becoming verbose.

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

Completeness2/5

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

Without an output schema, the description should clarify what the response contains (e.g., facility details) but fails to do so, leaving the agent uninformed about return values.

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?

The schema has 100% coverage for the only parameter, and the description adds no meaning beyond the schema's 'Required facility identifier.' 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?

The description clearly states the tool retrieves 'one regulated facility or business anchor' using a facility_id, which distinguishes it from sibling tools that search or list regulatory entities.

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?

The description implies usage when you have a specific facility_id but provides no explicit guidance on when to use this tool versus alternatives like regulatory inspections or licenses search.

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

smartagent_usage_summaryUsage SummaryBInspect

Return the current-period usage and quota summary using an admin key.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Behavior2/5

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

With no annotations, the description should fully disclose behavioral traits. It only hints at read-only operation via 'return' but lacks details on safety, authentication specifics, or side effects. No mention of rate limits or data freshness.

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 is concise and front-loaded. It efficiently conveys the tool's purpose without extraneous 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?

While the tool is simple with no parameters, the description fails to explain the return value structure or how to provide the admin key. Given no output schema, more detail on the summary content would improve completeness.

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?

There are no parameters, so the schema description coverage is 100% by default. The description does not need to add parameter details. Baseline for zero parameters is 4.

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 clearly states the tool returns a usage and quota summary, specifying it requires an admin key. This is specific enough to understand the function, though it could be more explicit about the source or format.

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?

No guidance on when to use this tool versus sibling tools. The description does not mention any prerequisites exclusions or recommended scenarios, leaving the agent to infer its utility.

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

smartagent_workflows_regulatory_site_brief_getGet Regulatory Site Workflow BriefAInspect

Call /v1/workflows/regulatory-site-brief/{facility_id} for a cross-family response that combines regulatory, transit, and environment context.

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNoOptional per-family item cap, default 3 and max 10.
facility_idNoRequired facility identifier.
Behavior3/5

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

No annotations are provided, so the description must carry the full burden. It states the endpoint and the type of data returned, but lacks details on authentication, rate limits, error handling, or side effects. The disclosure is basic but adequate.

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 a single, direct sentence with no unnecessary words. It is front-loaded with the action and endpoint, making it easy to parse quickly.

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?

The description gives a high-level idea of the response (combined regulatory, transit, environment context) but no details on output fields. Without an output schema, more specificity would be beneficial for agent understanding.

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% with descriptions for both parameters. The description does not add significant value beyond the schema beyond mentioning the endpoint template. Baseline 3 is appropriate.

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 states the tool retrieves a cross-family response combining regulatory, transit, and environment context for a given facility_id. It specifies the HTTP method and endpoint, distinguishing it from single-domain sibling tools.

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?

The description implies use when a combined cross-domain response is needed, but does not explicitly state when to use or not use this tool, nor does it mention alternatives among the many sibling tools.

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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