Skip to main content
Glama

AIsa Similarweb

Server Details

Your agent needs to know how big a website really is — traffic, where it comes from, who else the audience visits, what they pay for ads, and which rivals take the same demand.

What you can ask for • "How much traffic does this domain get, and how has it trended?" • "Where does that traffic come from — search, referral, social, paid?" • "Who else does this audience visit, and where do we overlap?" • "What keywords send them traffic, and which landing pages receive it?" • "What do they spend on ads, and on which networks?"

How to use it Point any MCP client at https://mcp.aisa.one/similarweb/mcp and sign in with OAuth — there is no key to create or paste. 23 tools: traffic snapshot, trend and engagement, ranking and top sites, marketing channels and referrals, keywords and landing pages, popular pages and subdomains, demographics, audience interest and overlap, deduplicated audience, ad networks, PPC spend, technologies, similar sites and SERP players.

Why this rather than the source A competitor's numbers without asking them, and without a seat in an enterprise dashboard.

It is also a door to the rest The same login reaches 26 sources and 580+ operations. Size the competitor here, then ask the same agent who links to them or who to contact there — without adding a second server.

What it costs Finding and inspecting an operation is free. Running one is billed per call at API prices, with no seat and no monthly minimum, and every call takes max_price_usd so an agent cannot overspend by accident.

Where else it reaches https://mcp.aisa.one/sales/mcp to turn the finding into contacts; https://mcp.aisa.one/seo/mcp for the ranking side.

Ownership verified
Status
Healthy
Uptime
90.7% over 24 days
OAuth
Works in Glama
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL

TDQS

B3/5.0

Scored across 28 tools

Disambiguation4/5

Each get_similarweb_* tool targets a distinct metric or dataset, so agents can generally pick the right endpoint without confusion. The only mild overlap is between traffic_engagement and website_traffic_snapshot, which both surface traffic metrics, but their descriptions clarify snapshot vs. engagement scope.

Naming Consistency4/5

The 22 data tools follow a consistent get_similarweb_<metric> pattern, making the majority of the surface predictable. The generic gateway tools (use, search, batch_use, list_categories, get_details) and the '_legacy' suffix deviate from that pattern, but the deviations are few and readable.

Tool Count2/5

At 28 tools, the server exceeds the 25-tool comfort threshold and feels heavy for an MCP surface. The five generic AIsa infrastructure tools inflate the count, even though the SimilarWeb-specific data endpoints each map to a real upstream API.

Completeness5/5

The set provides broad coverage of SimilarWeb's major categories: traffic, keywords, audiences, SERP, referrals, ads, technologies, and rankings. The metadata tool get_details fills in contract information like date constraints and pricing, so agents can work through the lifecycle without running into dead ends.

Available Tools

28 tools
batch_useRun up to 20 operationsA
Destructive
Inspect

Execute up to 20 operations concurrently (tool-router's batch_use). Each item answers independently; one failure never cancels the others. Billed per call to your AIsa key.

ParametersJSON Schema
NameRequiredDescriptionDefault
callsYesUp to 20 items of {call_id, operation_id, arguments}; steps at the same execution_level of a plan go in one batch
search_idNosearch_id from the search that found these operations
max_price_usdNoPer-call price cap applied to every item

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

A3.5/5.0
Behavior4/5

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

Annotations already declare destructiveHint=true and openWorldHint=true, so safety is covered. The description adds valuable behavior: independence of items (one failure doesn't cancel others) and per-call billing. These are not derivable from annotations and help the agent set expectations.

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

Conciseness4/5

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

Three short sentences with zero filler. The action and limit are front-loaded. The phrase 'tool-router's batch_use' is redundant since it restates the tool name, but it's a minor flaw. Overall it is concise and well-structured.

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 annotations covering destructive behavior and an output schema presumably describing results, the description covers the key operational aspects: concurrency limit, independence, and billing. It doesn't mention error reporting formats, but those likely live in the output schema. It is sufficiently complete for a batch tool.

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 the schema fully documents each parameter. The description adds no parameter-specific details. The calls parameter's description already explains the structure and batching context, so the baseline of 3 applies; the description doesn't need to compensate.

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 states a clear action (execute) and resource (operations) with a concrete limit (up to 20) and concurrency. It doesn't explicitly name the sibling 'use' for single operations, but the distinction is clear enough from the concurrency and limit. The redundancy of 'tool-router's batch_use' is minor.

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 gives no guidance on when to use this tool versus the sibling 'use' tool. The schema note about 'steps at the same execution_level of a plan go in one batch' is helpful, but it lives in the schema, not the description. The description only implies batching via concurrency but doesn't state when to choose it over the single-operation alternative.

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

get_detailsShow operation detailsA
Read-only
Inspect

Full contract of one or more operations: arguments_schema, response_schema, read_only, side_effects, availability, price, suggested_max_price_usd and known_pitfalls. Free — a quote authenticates like a call but stops before any spend.

price.model distinguishes the sources: quoted is what this account would be charged now, list is the published price, dynamic means the price varies with the request and only a quote states it, composed means the operation runs several upstream calls. suggested_max_price_usd is that estimate with headroom, in the shape use and batch_use take as max_price_usd.

ParametersJSON Schema
NameRequiredDescriptionDefault
argumentsNoThe arguments the operation would be called with, for a price that reflects them. Keyed by operation_id for a batch, or passed flat for a single operation_id. Routes whose required parameters are validated before pricing have no price without them.
with_quoteNoWhether each operation is priced for this account before the answer. One round trip per operation; spends nothing.
operation_idNoOne operation_id from search
operation_idsNoUp to 20 operation_ids, for a batch

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

A3.9/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true and destructiveHint=false. The description adds meaningful context: it is free, stops before any spend, and explains how price.model varies (quoted, list, dynamic, composed). It also clarifies that suggested_max_price_usd has headroom. This goes beyond the annotation flags and gives the agent a clear model of what happens.

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 moderately long but well structured: it opens with the core purpose, then explains the price model in a dedicated paragraph. No redundancy or filler. It front-loads the most critical information (contract fields) and then gives necessary detail about price semantics. Slightly dense but not overly verbose.

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?

The tool has an output schema, so return values need no description. The description covers the key behavioral aspects (no spend, pricing models, max_price headroom) and clarifies edge cases like routes without a price. For a read-only informational tool, this is complete enough for an agent to use it 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 already documented. The description adds some nuance, such as how arguments affect pricing and that required parameters may be needed before a price can be quoted. It also clarifies with_quote's purpose (one round trip, spends nothing). These are useful but not essential given the schema's completeness.

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 states a specific purpose: returning the full contract of one or more operations, including schemas, read_only, side_effects, price, and known_pitfalls. It clearly distinguishes this from executing operations (use, batch_use) and from discovery (search, list_categories). The verb 'get' and the noun 'details' align with the title, and the first sentence is explicit.

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 is used to assess an operation before spending (e.g., 'A quote authenticates like a call but stops before any spend'), and the schema says 'One operation_id from search', hinting at a flow. However, it never explicitly states when to choose this over siblings like use or search, nor does it give exclusions. The guidance is implied, not stated.

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

get_similarweb_ad_networksAd NetworksC
Read-onlyIdempotent
Inspect

Ad Networks. Response follows the SimilarWeb v5 envelope (meta + data).

ParametersJSON Schema
NameRequiredDescriptionDefault
limitYesNumber of rows to return; max 20, billed as 20 if exceeded.
domainYesTarget domain, e.g. example.com.
offsetNoRow offset for pagination.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww
end_dateYesEnd month, format YYYY-MM.
start_dateYesStart month, format YYYY-MM.
web_sourceNoTraffic source device split. Allowed: desktop, mobile_web, total.
granularityNoTime granularity. Allowed: monthly.
traffic_sourceNoTraffic-source filter.
main_domain_onlyNoRestrict to the main domain only (true/false).

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

C2/5.0
Behavior2/5

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

Annotations cover safety (readOnly, idempotent, non-destructive), but the description adds only a note about the response envelope (meta + data). It does not disclose pagination behavior, rate limits, or any operational constraints beyond what the schema already implies. Minimal added value over annotations.

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

Conciseness2/5

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

The description is extremely short, but this is under-specification rather than effective conciseness. It omits essential purpose and usage context. The response-format note is the only substantive content, but it does not earn its place given the critical missing information.

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?

Despite having an output schema, the description fails to explain what 'Ad Networks' data represents, when to use the tool, or how it differs from similar tools. For a 10-parameter endpoint with many siblings, this is severely incomplete. The only useful hint is the response envelope, which is minor.

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 all 10 parameters are fully documented in the schema. The description adds no parameter-specific meaning, but the baseline of 3 applies because the schema already handles the semantic load.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description restates the title ('Ad Networks') without specifying the action (e.g., retrieve, list) or the resource context (domain ad networks). It gives no verb and no differentiation from sibling SimilarWeb tools, making it tautological rather than informative.

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

Usage Guidelines1/5

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. With over 40 SimilarWeb sibling tools, no selection criteria or exclusions are provided. The agent must infer usage purely from the name and schema.

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

get_similarweb_audience_interestAudience InterestC
Read-onlyIdempotent
Inspect

Audience Interest. Response follows the SimilarWeb v5 envelope (meta + data).

ParametersJSON Schema
NameRequiredDescriptionDefault
limitYesNumber of rows to return; max 20, billed as 20 if exceeded.
domainYesTarget domain, e.g. example.com.
offsetNoRow offset for pagination.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww
end_dateYesEnd month, format YYYY-MM.
start_dateYesStart month, format YYYY-MM.
web_sourceNoTraffic source device split. Allowed: desktop, mobile_web, total.
granularityNoTime granularity. Allowed: monthly.
traffic_sourceNoTraffic-source filter.
main_domain_onlyNoRestrict to the main domain only (true/false).

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

C2.4/5.0
Behavior3/5

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

Annotations already cover read-only, idempotent, and non-destructive behavior, so the bar is lower. The description adds the SimilarWeb v5 envelope shape (meta + data), which is useful context, but no other behavior or side-effect information is disclosed.

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

Conciseness3/5

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

The description is extremely short and the envelope sentence is terse and useful, but the opening phrase merely restates the title and does not earn its place.

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?

Despite rich schema and annotations, the description omits the fundamental meaning of 'audience interest', what data will be returned conceptually, and why an agent would invoke this sibling over closely related SimilarWeb audience tools.

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?

Parameter semantics are fully handled by the schema at 100% coverage, and the description adds nothing about parameters. This meets the baseline but contributes nothing beyond the schema.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description is essentially a title repetition ('Audience Interest') plus a note on the response envelope. It names no verb or resource, and gives no basis for distinguishing it from sibling tools like get_similarweb_audience_overlap.

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 choose this tool over other SimilarWeb tools. The agent must infer intent purely from the tool name, with no exclusions or alternatives provided.

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

get_similarweb_audience_overlapAudience OverlapC
Read-onlyIdempotent
Inspect

Audience Overlap. Response follows the SimilarWeb v5 envelope (meta + data). Note: data may arrive grouped as an array of arrays; billing counts rows across all groups.

ParametersJSON Schema
NameRequiredDescriptionDefault
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww
domainsYesTwo to five target domains, comma-separated (e.g. cnn.com,bbc.com).
end_dateYesEnd month, format YYYY-MM.
start_dateYesStart month, format YYYY-MM.
granularityNoTime granularity. Allowed: monthly. Default: monthly.monthly

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

C2.7/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, openWorldHint, idempotentHint, and destructiveHint=false. On top of that, the description adds genuinely useful behavioral details: the response shape follows the SimilarWeb v5 envelope, data may be grouped as an array of arrays, and billing counts rows across groups. This goes beyond the annotations and helps agents interpret results correctly.

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

Conciseness3/5

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

The useful content is compact and front-loaded: the envelope format and the array-of-arrays caveat are stated in two sentences. However, the first sentence 'Audience Overlap.' is redundant with the tool title and does not earn its place. The structure is adequate but not tight.

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?

Although the schema and output schema are rich, the description still fails to explain what 'audience overlap' means semantically or when an agent should invoke this tool. It provides response-shape details but omits the core conceptual context needed to distinguish it from SimilarWeb siblings. The billing caveat is useful but not sufficient for 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 description coverage is 100%, so the schema already documents every parameter clearly, including domains, dates, country, and granularity. The description does not add any additional parameter-level meaning, but it does not need to because the schema carries the full burden. Baseline 3 is appropriate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description opens with 'Audience Overlap,' which simply repeats the title and does not state what the tool does. There is no verb or explicit resource explanation, so an agent gets no functional definition beyond the tool's name. The name hints at the metric, but the description itself is tautological.

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 is given about when to call this tool versus the many sibling SimilarWeb tools. There are no exclusions, alternatives, or conditions. The surrounding metadata is rich, but the description provides no decision support for tool selection.

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

get_similarweb_deduplicated_audienceDeduplicated AudienceC
Read-onlyIdempotent
Inspect

Deduplicated Audience. Response follows the SimilarWeb v5 envelope (meta + data). Date constraint: the start_date-end_date span must cover between 1 and 120 monthly buckets.

ParametersJSON Schema
NameRequiredDescriptionDefault
domainYesTarget domain, e.g. example.com.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww
end_dateYesEnd month, format YYYY-MM.
start_dateYesStart month, format YYYY-MM.
web_sourceNoTraffic source device split. Allowed: desktop, mobile_web, total.
granularityNoTime granularity. Allowed: monthly. Default: monthly.monthly
main_domain_onlyNoRestrict to the main domain only (true/false). Default: True.

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

C2.6/5.0
Behavior3/5

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

Annotations already declare readOnlyHint, openWorldHint, idempotentHint, and destructiveHint, covering the safety profile. The description adds the response envelope format (meta + data) and the date span constraint, which are useful context beyond the annotations. However, it does not disclose anything about pagination, rate limits, or error behavior, but given the annotation coverage, a 3 is reasonable.

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 very short (two sentences) and front-loads the title, with the response envelope and date constraint following. It is efficient and not bloated, but it is under-specified. Conciseness alone is high, though it sacrifices completeness.

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 7 parameters and many sibling SimilarWeb tools, the description is severely incomplete. It does not explain what 'deduplicated audience' means, what data it returns, or how it relates to other audience-related tools. While an output schema exists, the description fails to give an agent enough context to decide when to invoke this tool versus a sibling.

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% — every parameter has a description in the schema (e.g., domain, country, granularity, etc.). The description adds no parameter-specific meaning beyond what the schema already provides. Baseline 3 applies because the schema fully documents parameters.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description is essentially the tool name itself: 'Deduplicated Audience' is a noun phrase that restates the title without a verb or specific resource. It does not state what the tool does (e.g., 'get deduplicated audience metrics for a domain') and does not differentiate it from sibling SimilarWeb tools like get_similarweb_audience_overlap or get_similarweb_traffic_engagement. The added notes about the response envelope and date constraint are peripheral, not the core 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 is given on when to use this tool versus the many similar SimilarWeb audience tools. The only usage-related information is a date constraint (span must be 1–120 monthly buckets), which is a validation rule rather than a decision guide. There are no exclusions or alternative tools mentioned.

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

get_similarweb_demographicsDemographicsD
Read-onlyIdempotent
Inspect

Demographics. Response follows the SimilarWeb v5 envelope (meta + data). Date constraint: start_date and end_date must fall in the SAME month (exactly one monthly bucket).

ParametersJSON Schema
NameRequiredDescriptionDefault
domainYesTarget domain, e.g. example.com.
formatNoResponse format. Allowed: json.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww
end_dateYesEnd month, format YYYY-MM.
start_dateYesStart month, format YYYY-MM.
web_sourceNoTraffic source device split. Allowed: total.
granularityYesTime granularity. Allowed: monthly.
main_domain_onlyNoRestrict to the main domain only (true/false).

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

D1.8/5.0
Behavior3/5

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

The description adds two behavioral details beyond the annotations: the response envelope ('meta + data') and the critical constraint that start_date and end_date must be in the same month. These are useful and non-obvious. However, it does not describe other behavior such as error conditions or rate limits. It does not contradict the readOnlyHint/idempotentHint annotations.

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

Conciseness2/5

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

The description is extremely short (two sentences) but the first sentence 'Demographics.' is useless filler that adds no information. The valuable date constraint is placed second, not front-loaded. It reads as under-specified rather than deliberately concise.

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

Completeness1/5

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

For a tool with 8 parameters, 4 required, and an output schema, the description fails to explain what the tool actually returns or when to use it. The core question—what demographic metrics are provided—is left unanswered. The two behavioral notes (envelope and date constraint) are helpful but far from sufficient for an agent to understand the tool's role among dozens of SimilarWeb siblings.

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 already provides descriptions for all 8 parameters (100% coverage), which sets a baseline of 3. The description adds the month-matching constraint that directly clarifies the date parameters. It does not elaborate on other parameters like main_domain_only or web_source, but the schema covers those adequately.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose1/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description is merely the word 'Demographics.' with no verb, resource, or scope. It doesn't state what demographic data is returned (e.g., age, gender, income) or how it differs from the many similar SimilarWeb audience tools. It is nearly a tautology of the tool name.

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

Usage Guidelines1/5

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

No guidance is given on when to use this tool versus alternative tools like get_similarweb_audience_interest or get_similarweb_website_top_geographies. It does not mention prerequisites, typical scenarios, or exclusions.

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

get_similarweb_keyword_competitorsKeyword CompetitorsC
Read-onlyIdempotent
Inspect

Keyword Competitors. Response follows the SimilarWeb v5 envelope (meta + data).

ParametersJSON Schema
NameRequiredDescriptionDefault
limitYesNumber of rows to return; max 20, billed as 20 if exceeded.
domainYesTarget domain, e.g. example.com.
offsetNoRow offset for pagination.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww
end_dateYesEnd month, format YYYY-MM.
start_dateYesStart month, format YYYY-MM.
web_sourceNoWeb source. This endpoint accepts desktop only (the gateway rejects mobile_web and total with 400).
granularityNoTime granularity. Allowed: monthly.
traffic_sourceNoTraffic-source filter.
main_domain_onlyNoRestrict to the main domain only (true/false).

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

C2.4/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, openWorldHint=true, idempotentHint=true, and destructiveHint=false, so the safety profile is covered structurally. The description adds one useful behavioral detail: the response follows the SimilarWeb v5 envelope (meta + data). This is genuinely helpful context beyond the annotations, but nothing more is disclosed about pagination, error behavior, or data coverage limits. A 3 is appropriate given the moderate added value.

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

Conciseness2/5

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

The description is a single short sentence, which is efficient, but it is under-specification rather than helpful conciseness. It front-loads a label but provides almost no operational information. For a 10-parameter tool, the terseness leaves the agent with nearly nothing to act on.

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?

Despite having an output schema and rich parameter descriptions, the tool is complex (10 parameters, 3 enums) and the description contributes almost nothing. An agent cannot tell what data this returns (beyond the generic envelope), what makes it distinct from sibling SimilarWeb and Semrush tools, or when it is the right choice. The description is inadequate for the complexity.

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 the baseline is 3. The input schema already documents every parameter with descriptions (e.g., web_source noting the 400 rejection for mobile_web/total, limit being billed as 20 if exceeded). The description adds no parameter semantics beyond what the schema provides, which is acceptable given the high schema coverage.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description is essentially a label ('Keyword Competitors') that restates the tool name without stating what the tool does with a verb and resource. It mentions the response envelope format, which is useful, but it does not explain what 'keyword competitors' means operationally nor how it differs from siblings like get_similarweb_organic_competitors or get_similarweb_similar_sites.

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 such as get_similarweb_keywords, get_semrush_organic_competitors, or get_similarweb_similar_sites. No context is given about the use case for keyword competitor data, and no exclusions or prerequisites are mentioned.

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

get_similarweb_keywordsWebsite KeywordsB
Read-onlyIdempotent
Inspect

Website Keywords. Response follows the SimilarWeb v5 envelope (meta + data). Date constraint: the start_date-end_date span must cover between 1 and 3 monthly buckets. Note: data may arrive grouped as an array of arrays; billing counts rows across all groups.

ParametersJSON Schema
NameRequiredDescriptionDefault
limitYesNumber of rows to return; max 20, billed as 20 if exceeded.
domainYesTarget domain, e.g. example.com.
formatNoResponse format. Allowed: json.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww
end_dateYesEnd month, format YYYY-MM.
start_dateYesStart month, format YYYY-MM.
web_sourceNoTraffic source device split. Allowed: total.
granularityYesTime granularity. Allowed: monthly.
main_domain_onlyNoRestrict to the main domain only (true/false).

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

B3.2/5.0
Behavior5/5

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

Annotations already declare the operation read-only and idempotent, and the description adds a surprising array-of-arrays response grouping, a 1–3 monthly-bucket date restriction, and a billing rule that counts rows across all groups. These are exactly the kind of non-obvious behaviors an agent needs before invoking.

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

Conciseness3/5

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

The two substantive sentences are dense and valuable, but the opening 'Website Keywords' is a tautological filler that occupies the front-loaded position. It should have been replaced with an actual action statement.

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 100% schema coverage, an output schema, and safety-focused annotations, the description covers the remaining non-obvious contract details: date-range span, response grouping, and billing. Nothing needed to call the tool correctly appears missing, though the absent purpose statement lowers the overall 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?

With 100% schema description coverage, the baseline is met. The description goes beyond the schema by constraining the start_date/end_date span to 1–3 monthly buckets, which cannot be inferred from any individual parameter description.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

The opening phrase 'Website Keywords' simply restates the title and implies an action only through the tool name. The rest of the description covers response shape and date constraints, not what the tool actually retrieves. It also does not differentiate it from the sibling get_similarweb_keyword_competitors.

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 is given about when to choose this tool over alternatives such as get_similarweb_keyword_competitors or other SimilarWeb siblings. The date constraint is a precondition for a valid call, not a usage rule.

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

get_similarweb_landing_pagesLanding PagesD
Read-onlyIdempotent
Inspect

Landing Pages. Response follows the SimilarWeb v5 envelope (meta + data).

ParametersJSON Schema
NameRequiredDescriptionDefault
limitYesNumber of rows to return; max 20, billed as 20 if exceeded.
domainYesTarget domain, e.g. example.com.
offsetNoRow offset for pagination.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww
end_dateYesEnd month, format YYYY-MM.
start_dateYesStart month, format YYYY-MM.
web_sourceNoTraffic source device split. Allowed: desktop, mobile_web, total.
granularityNoTime granularity. Allowed: monthly.
traffic_sourceNoTraffic-source filter.
main_domain_onlyNoRestrict to the main domain only (true/false).

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

D1.9/5.0
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=true, covering the safety profile. The description adds one behavioral detail: the response follows the SimilarWeb v5 envelope (meta + data). This is useful context beyond the annotations, but it does not disclose rate limits, auth, or other operational traits. Given the strong annotation coverage, a 3 is appropriate.

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

Conciseness3/5

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

The description is very short (two sentences), so it is concise, but the first sentence 'Landing Pages' is redundant with the title and adds no value. The second sentence about the envelope is the only useful content. It is front-loaded but under-specified; it is not bloated, but it also doesn't earn all its space.

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

Completeness1/5

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

With 10 parameters, 3 enums, and a clear need to know what data is returned, the description is grossly incomplete. It fails to state the tool's purpose, which is fundamental. Even though an output schema exists, the agent cannot correctly select this tool because it doesn't know what it does. The description is inadequate for a tool of this complexity.

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 every parameter already has a description in the schema. The tool description adds no extra meaning about parameters – it doesn't mention any of them or clarify their semantics beyond what the schema provides. Baseline 3 is correct.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose1/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description simply repeats the title 'Landing Pages' without stating the function. It does not specify that the tool returns landing page data for a domain, and the only additional detail is about the response envelope, which is about format, not purpose. This is a tautology that gives an agent no clue what the tool actually does.

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

Usage Guidelines1/5

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 like get_similarweb_popular_pages or other SimilarWeb endpoints. No context is given about use cases, prerequisites, or why an agent would choose this over siblings. The description provides zero directional help.

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

get_similarweb_marketing_channel_sources_legacyMarketing Channel SourcesB
Read-onlyIdempotent
Inspect

Marketing Channel Sources. Response follows the SimilarWeb v5 envelope (meta + data). Date constraint: the start_date-end_date span must cover between 1 and 120 monthly buckets.

ParametersJSON Schema
NameRequiredDescriptionDefault
domainYesTarget domain, e.g. example.com.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww
end_dateYesEnd month, format YYYY-MM.
start_dateYesStart month, format YYYY-MM.
web_sourceNoTraffic source device split. Allowed: desktop, mobile_web, total.
granularityNoTime granularity. Allowed: monthly. Default: monthly.monthly
main_domain_onlyNoRestrict to the main domain only (true/false). Default: True.

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

B3.4/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, openWorldHint, idempotentHint, and non-destructiveness, so the bar for description-added context is lower. The description adds useful behavioral information beyond annotations: the SimilarWeb v5 envelope format and the 1–120 monthly-bucket date constraint. There is no contradiction with the 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 brief and front-loaded: it gives the resource name, response envelope, and key date constraint in two short statements. The initial noun phrase duplicates the title, but the overall size is appropriate and there is no filler.

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 rich input schema, strong annotations, and presence of an output schema, the description covers the essential extra context: response envelope and date-window limitation. The 'legacy' suffix is not explained, and the tool's exact semantic output is left to inference, but an agent has enough to invoke 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 input schema already covers 100% of parameters with descriptions, defaults, and enums, so the baseline is 3. The description adds a cross-parameter constraint — start_date and end_date must span between 1 and 120 monthly buckets — which is not present in the schema and is directly relevant to invocation.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose3/5

Does the description clearly state what the tool does and how it differs from similar tools?

The opening phrase 'Marketing Channel Sources' simply restates the tool title and lacks a verb such as 'retrieves' or 'returns.' The response-envelope and date-constraint notes imply this is a data-returning endpoint, so it is not a pure tautology, but the actual purpose and payload semantics remain vague.

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 sibling tools like get_similarweb_referrals, get_similarweb_ad_networks, or get_similarweb_traffic_engagement. The only operational note is a date-window validation rule, which is not a usage condition or alternative-selection criterion.

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

get_similarweb_ppc_spendPPC SpendC
Read-onlyIdempotent
Inspect

PPC Spend. Response follows the SimilarWeb v5 envelope (meta + data). Date constraint: the start_date-end_date span must cover between 1 and 120 monthly buckets.

ParametersJSON Schema
NameRequiredDescriptionDefault
domainYesTarget domain, e.g. example.com.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww
end_dateYesEnd month, format YYYY-MM.
start_dateYesStart month, format YYYY-MM.
web_sourceNoTraffic source device split. Allowed: desktop, mobile_web, total.
granularityNoTime granularity. Allowed: monthly. Default: monthly.monthly
main_domain_onlyNoRestrict to the main domain only (true/false). Default: True.

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

C2.7/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false, so the safety profile is covered. The description adds two useful behavioral details: the response follows the SimilarWeb v5 envelope, and the requested date span is limited to 1–120 monthly buckets. It does not describe pagination, rate limits, or what happens on invalid spans, but it adds meaningful context beyond the annotations.

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

Conciseness3/5

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

The description is short and mostly to the point, with the substantive constraint front-loaded after the opening phrase. However, the initial sentence "PPC Spend." is redundant with both the tool name and title, wasting the first opportunity to say something informative. It is concise but not maximally economical.

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 schema and output schema carry a lot of the burden, and the description adds the date constraint and response envelope. What is missing is a clear statement of what the returned PPC spend metrics represent and how this tool differs from the many other get_similarweb_* metrics. For an agent choosing among more than 30 SimilarWeb siblings, this is a meaningful gap.

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 description coverage is 100%, so the baseline is 3 because the schema already documents every parameter. The description adds value beyond the schema by stating the allowable start_date–end_date span in monthly buckets, a constraint not present in any parameter description. This is a genuinely useful semantic addition for correctly constructing the request.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description opens with "PPC Spend," which restates the tool title and does not use a verb to state what the tool does. The later envelope and date constraint mentions provide context, but they never clarify that this tool retrieves paid-search/PPC spending metrics for a domain. Purpose is therefore left to inference from the tool name.

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 when-to-use or when-not-to-use guidance is provided, and no alternative tools are named despite many SimilarWeb sibling tools that could overlap (e.g., get_similarweb_ad_networks). The only guidance is a date-span constraint, which is parameter-level rather than selection guidance. An agent must infer when this tool is the right choice.

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

get_similarweb_rankingWebsite RankingC
Read-onlyIdempotent
Inspect

Website Ranking. Response follows the SimilarWeb v5 envelope (meta + data). Date constraint: the start_date-end_date span must cover between 1 and 120 monthly buckets.

ParametersJSON Schema
NameRequiredDescriptionDefault
domainYesTarget domain, e.g. example.com.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww
end_dateYesEnd month, format YYYY-MM.
start_dateYesStart month, format YYYY-MM.
web_sourceNoTraffic source device split. Allowed: desktop, mobile_web, total.
granularityNoTime granularity. Allowed: monthly. Default: monthly.monthly
main_domain_onlyNoRestrict to the main domain only (true/false). Default: True.

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

C2.9/5.0
Behavior4/5

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

Annotations already establish the operation as read-only, idempotent, and non-destructive, so the description's extra notes are valuable rather than redundant. It adds a concrete behavioral contract: the response follows the SimilarWeb v5 envelope (meta + data) and the date span must cover 1 to 120 monthly buckets.

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 very short and front-loads the key constraint after a terse title-like opening. The first phrase 'Website Ranking' is redundant with the title, but the remaining two sentences are packed and free of filler.

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?

Although the schema, annotations, and output schema are rich, the description itself fails to establish what the tool actually returns or when to prefer it over closely related SimilarWeb ranking tools. An agent gets the constraint details but not enough context to confidently select this tool among many similar siblings.

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 description coverage is 100%, so the baseline is 3, but the description adds a useful constraint not present in the schema: start_date and end_date must span between 1 and 120 monthly buckets. This gives the agent actionable validation semantics beyond the individual field descriptions.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description opens with 'Website Ranking,' which merely restates the tool title and name without a verb or a specific resource. It never states what the returned ranking means or what domain-related data is fetched, so an agent must infer the purpose from the name and schema.

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 about when to use this tool versus the many SimilarWeb siblings such as get_similarweb_website_traffic_trend or get_similarweb_traffic_engagement. The only stated constraints are the response envelope and a date-range rule, neither of which helps an agent decide between alternatives.

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

get_similarweb_referralsReferralsC
Read-onlyIdempotent
Inspect

Referrals. Response follows the SimilarWeb v5 envelope (meta + data).

ParametersJSON Schema
NameRequiredDescriptionDefault
limitYesNumber of rows to return; max 20, billed as 20 if exceeded.
domainYesTarget domain, e.g. example.com.
offsetNoRow offset for pagination.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww
end_dateYesEnd month, format YYYY-MM.
start_dateYesStart month, format YYYY-MM.
web_sourceNoTraffic source device split. Allowed: desktop, mobile_web, total.
granularityNoTime granularity. Allowed: monthly.
traffic_sourceNoTraffic-source filter.
main_domain_onlyNoRestrict to the main domain only (true/false).

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

C2.2/5.0
Behavior3/5

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

Annotations already declare readOnlyHint, openWorldHint, idempotentHint, and destructiveHint=false, so the safety profile is covered. The description adds a note about the SimilarWeb v5 envelope (meta + data), which is useful for interpreting responses, but it does not disclose any other behavioral aspects like rate limits or authentication needs. The bar is lowered by annotations, so this is acceptable.

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

Conciseness2/5

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

The description is extremely brief, but the first sentence is a redundant tautology ('Referrals.') that adds no value. The second sentence about the envelope is useful but does not compensate for the missing purpose. It is not front-loaded with actionable information and feels under-specified rather than concise.

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?

For a tool with 10 parameters and an output schema, the description is inadequate. It does not explain what referrals are, how the data can be used, or any specifics about pagination (though offset exists in the schema). The output schema covers return values, but the tool's purpose and typical use cases remain unclear.

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 all 10 parameters are individually documented. The description adds no additional parameter details, but the schema carries the burden effectively. Baseline of 3 is appropriate given high coverage.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description 'Referrals' simply restates the tool name and title without specifying what the tool retrieves or how it differs from the many other get_similarweb_* tools. The only substantive statement, about the response envelope, concerns format rather than purpose, leaving the agent to infer the tool's function.

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

Usage Guidelines1/5

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 any of the sibling SimilarWeb tools, no context about referral traffic, and no mention of limitations or prerequisites. The agent must guess which tool is appropriate for a given task.

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

get_similarweb_serp_players_aggregatedSERP Players - AggregatedC
Read-onlyIdempotent
Inspect

SERP Players - Aggregated. Response follows the SimilarWeb v5 envelope (meta + data).

ParametersJSON Schema
NameRequiredDescriptionDefault
limitYesNumber of rows to return; max 20, billed as 20 if exceeded.
offsetNoRow offset for pagination.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww
keywordYesTarget keyword.
end_dateYesEnd month, format YYYY-MM.
start_dateYesStart month, format YYYY-MM.
granularityNoTime granularity. Allowed: monthly.

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

C2.4/5.0
Behavior3/5

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

Annotations already cover the safety profile with readOnlyHint, idempotentHint, openWorldHint, and destructiveHint. The description adds one useful behavioral detail: the response follows the SimilarWeb v5 envelope (meta + data). However, it does not disclose other behavioral traits like pagination behavior, rate limits, or what 'aggregated' means relative to the timeseries sibling.

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

Conciseness3/5

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

The description is very short, which is good, but the first sentence merely repeats the title and earns no place. The second sentence about the response envelope is useful and front-loaded, but overall the structure wastes the opening on a tautology.

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?

Despite the rich schema and annotations, the description does not state the core purpose of the tool, how it relates to get_similarweb_serp_players_timeseries, or what 'aggregated' means operationally. The output schema exists and reduces the need to explain return values, but the missing purpose and usage context leave the description incomplete for selection and invocation.

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 all seven parameters are already documented in the input schema. The description adds no parameter-level meaning beyond that, so the baseline of 3 applies. It does not clarify the format or semantics of keyword, dates, or limit beyond what the schema already provides.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description is essentially a restatement of the tool's title: 'SERP Players - Aggregated.' It contains no verb and does not explicitly state that the tool retrieves aggregated SERP players for a keyword and date range. It also does not differentiate this tool from its sibling get_similarweb_serp_players_timeseries, relying entirely on the tool name.

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 or when to prefer an alternative such as get_similarweb_serp_players_timeseries. There is no mention of use cases, exclusions, or trade-offs, so an agent must infer appropriate usage from the name and schema.

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

get_similarweb_serp_players_timeseriesSERP Players - Clicks over timeB
Read-onlyIdempotent
Inspect

SERP Players - Clicks over time. Response follows the SimilarWeb v5 envelope (meta + data).

ParametersJSON Schema
NameRequiredDescriptionDefault
limitYesNumber of rows to return; max 20, billed as 20 if exceeded.
offsetNoRow offset for pagination.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww
keywordYesTarget keyword.
end_dateYesEnd month, format YYYY-MM.
start_dateYesStart month, format YYYY-MM.
granularityNoTime granularity. Allowed: monthly.

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

B3.4/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false, so the safety profile is covered. The description adds the envelope format ('SimilarWeb v5 envelope (meta + data)'), which is useful behavioral context beyond the annotations. However, it doesn't disclose pagination behavior, rate limits, or billing implications (though the limit parameter description covers billing). The description adds some value but not rich behavioral context.

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?

Two sentences with no waste. The core resource and metric are front-loaded, and the envelope note is a useful addition. It could arguably include a hint about the time-series nature, but the title already covers that. Efficient and appropriately sized.

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 output schema exists, so return values are covered. The annotations cover safety. The description covers the envelope format. However, for a time-series tool with 7 parameters, an agent might benefit from knowing how the data is shaped (e.g., one row per month per player) or how it differs from the aggregated sibling. The description is adequate but not complete for distinguishing from get_similarweb_serp_players_aggregated.

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 the schema already documents all 7 parameters. The description adds no parameter-specific meaning beyond what the schema provides. The 'Clicks over time' phrasing implies the time-series nature of the data, which relates to start_date/end_date/granularity, but doesn't add syntax or format details. Baseline 3 is appropriate when schema does the heavy lifting.

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 states a specific resource ('SERP Players') and metric ('Clicks over time'), which clearly distinguishes it from sibling tools like get_similarweb_serp_players_aggregated. However, it doesn't explicitly mention that this is a time-series variant, though the name and title convey that. The verb is implied ('get') rather than stated, but the resource and metric are clear.

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 provides no explicit when-to-use guidance or alternatives. The sibling list includes get_similarweb_serp_players_aggregated, which is the likely alternative, but the description doesn't mention it. The context of 'Clicks over time' implies a time-series use case, but an agent would have to infer when to choose this over the aggregated variant.

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

get_similarweb_similar_sitesSimilarSitesA
Read-onlyIdempotent
Inspect

SimilarSites. Response follows the SimilarWeb v5 envelope (meta + data). Date window (upstream SimilarWeb constraint): start_date and end_date must span EXACTLY 3 consecutive months — a 1- or 2-month span is rejected with upstream error 120 ('must span exactly 3 month(s)'). That span must also be SimilarWeb's most recent supported window, which advances forward each month; an older or out-of-range span is rejected with error 101 ('Dates not in range'). In practice, request the three most recent completed months (e.g. if the latest published month is 2026-07, use start_date=2026-05 and end_date=2026-07). To read the exact currently-supported range, call SimilarWeb's /describe endpoint for this API.

ParametersJSON Schema
NameRequiredDescriptionDefault
limitYesNumber of rows to return; max 20, billed as 20 if exceeded.
domainYesTarget domain, e.g. example.com.
offsetNoRow offset for pagination.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww
end_dateYesEnd month, format YYYY-MM. Together with start_date must span exactly 3 consecutive months, and must be the most recent supported month (the window rolls forward monthly; see the endpoint description).
start_dateYesStart month, format YYYY-MM. Must be exactly 2 months before end_date: the window has to span exactly 3 consecutive months within SimilarWeb's latest supported range (see the endpoint description).
web_sourceNoTraffic source device split. Allowed: desktop, mobile_web, total.
granularityNoTime granularity. Allowed: monthly.
traffic_sourceNoTraffic-source filter.
main_domain_onlyNoRestrict to the main domain only (true/false).

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

A4.3/5.0
Behavior5/5

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

It discloses the SimilarWeb v5 response envelope, the exact-3-month upstream constraint, the specific upstream errors (120 and 101), the rolling monthly window, and a practical example. This goes well beyond the readOnly/idempotent annotations and clarifies the main non-obvious behavior of the API.

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 dense and focused; the date-window guidance, error codes, and /describe pointer all earn their place. The opening one-word fragment 'SimilarSites.' is somewhat redundant with the title, but overall the section is tight and information-rich.

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?

For a 10-parameter tool with a strict rolling date constraint and an output schema, the description thoroughly covers the one truly non-obvious behavior, gives an actionable example, and points to /describe for state that changes monthly. The schema covers parameter defaults/enums and the output schema covers return values, so nothing essential 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 description coverage is 100%, so the baseline is 3. The description adds real value for the date parameters—concrete example, exact error codes, and rolling-window semantics—rather than repeating schema text. Other parameters are left to the schema, which is complete.

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 name and title ('get_similarweb_similar_sites' / 'SimilarSites') make the resource clear and distinguish it from sibling SimilarWeb tools. However, the description itself never explicitly states a verb+resource action like 'returns a list of similar sites for a domain'; it opens with the one-word title and moves straight to response envelope and date constraints.

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 gives concrete date-usage guidance: request the three most recent completed months, and call the /describe endpoint to discover the exact currently-supported range. It does not discuss when to prefer this tool over sibling SimilarWeb tools, but the context is clear enough to prevent obvious misuse.

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

get_similarweb_subdomainsWebsite SubdomainsC
Read-onlyIdempotent
Inspect

Website Subdomains. Response follows the SimilarWeb v5 envelope (meta + data).

ParametersJSON Schema
NameRequiredDescriptionDefault
limitYesNumber of rows to return; max 20, billed as 20 if exceeded.
domainYesTarget domain, e.g. example.com.
offsetNoRow offset for pagination.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww
end_dateYesEnd month, format YYYY-MM.
start_dateYesStart month, format YYYY-MM.
web_sourceNoTraffic source device split. Allowed: desktop, mobile_web, total.
granularityNoTime granularity. Allowed: monthly.
traffic_sourceNoTraffic-source filter.
main_domain_onlyNoRestrict to the main domain only (true/false).

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

C2.3/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, openWorldHint=true, and destructiveHint=false, covering the safety profile and data volatility. The description adds the note that the response follows the SimilarWeb v5 envelope (meta + data), which is a useful behavioral detail about the response structure but not about side effects or call behavior. It does not mention pagination, rate limits, or any other operational aspects, but annotations carry the main burden. This is a minimal but acceptable contribution.

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

Conciseness3/5

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

The description is extremely short, but it is not well-structured. The first sentence 'Website Subdomains' is redundant with the tool name and title, wasting a sentence. The second sentence about the response envelope is useful but minimal. Overall it is concise in length but not optimally front-loaded; the redundant phrase dilutes the value. A tighter description would start with the envelope note and perhaps add a verb phrase. Score 3 reflects acceptable conciseness with a redundant element.

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?

With 10 parameters, 4 required, and a complex domain like SimilarWeb, the description is severely lacking. It provides almost no context beyond the schema: no mention of date format requirements (though schema has it), no explanation of the limit billing behavior, no coverage limitations (though schema mentions country coverage), and no typical use scenarios. The output schema exists, so return values are covered, but the description fails to help an agent understand when and how to use this tool effectively. It is not complete for a tool of this complexity.

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 every parameter (limit, domain, offset, country, end_date, start_date, web_source, granularity, traffic_source, main_domain_only) already has a description in the schema. The tool description adds nothing about parameters beyond the schema. The baseline is 3 because the schema does the heavy lifting, and the description does not compensate for any missing nuance.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description 'Website Subdomains' is a noun phrase that merely echoes the tool name and title. It does not state a specific verb or resource, and it does not differentiate this tool from the many similar get_similarweb_* siblings. The only additional detail is about the response envelope, which is about output format, not the core purpose. An agent would have to infer from the name alone that this retrieves subdomains for a domain.

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

Usage Guidelines1/5

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 like get_similarweb_similar_sites, get_similarweb_website_traffic_snapshot, or other SimilarWeb endpoints. No context is given about typical use cases, prerequisites (e.g., domain must exist in SimilarWeb), or conditions that would select this tool over siblings. The agent receives no help in choosing among the many get_similarweb_* tools.

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

get_similarweb_technologiesWebsite TechnologiesB
Read-onlyIdempotent
Inspect

Website Technologies. Response follows the SimilarWeb v5 envelope (meta + data). Date constraint: start_date and end_date must be the SAME month, and that month must be the latest available data month — a single monthly bucket that advances as SimilarWeb refreshes its data, and which may differ by country. Supplying any other month returns SimilarWeb error_code 101 ("Dates not in range"); the error message states the currently-allowed range.

ParametersJSON Schema
NameRequiredDescriptionDefault
limitYesNumber of rows to return; max 20, billed as 20 if exceeded.
domainYesTarget domain, e.g. example.com.
formatNoResponse format. Allowed: json.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww
end_dateYesEnd month, format YYYY-MM.
start_dateYesStart month, format YYYY-MM.
web_sourceNoTraffic source device split. Allowed: total.
granularityYesTime granularity. Allowed: monthly.
main_domain_onlyNoRestrict to the main domain only (true/false).

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

B3/5.0
Behavior4/5

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

The annotations already declare readOnlyHint, openWorld, idempotent, and non-destructive, and the description adds meaningful behavioral detail beyond them: the single-month date bucket, the latest-available-month requirement, country-dependent availability, and the specific error_code 101. This materially helps an agent anticipate failure and avoid invalid calls.

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 compact and mostly dense with the critical date constraint explained efficiently. The opening phrase 'Website Technologies.' is redundant filler, but the remaining sentences earn their place by explaining the envelope and the non-obvious date behavior without unnecessary detail.

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 output schema and annotations carry much of the burden, and the description covers the main hidden trap (date range). However, it never explicitly states what the returned technologies data actually represents, and it leaves tool-selection context entirely absent for an agent choosing among other SimilarWeb tools.

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 description coverage is 100%, which provides a baseline of 3. The description goes beyond the schema by clarifying the relationship between start_date and end_date: they must be the same month, must be the latest available month, may differ by country, and invalid combinations return error_code 101. This is important semantic content the schema does not express.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description opens by repeating the title 'Website Technologies' but never states an action such as retrieves, lists, or returns the technologies used by a domain. It focuses almost entirely on the response envelope and date constraints, so an agent must infer the tool's purpose from its name rather than from the description.

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 gives no guidance on when to choose this tool over the many similar get_similarweb_* siblings, nor does it name an alternative. The date constraint is invocation-level guidance, not tool-selection guidance, so an agent deciding between this and similar tools gets no help.

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

get_similarweb_top_sites_rankingTop Sites RankingC
Read-onlyIdempotent
Inspect

Top Sites Ranking. Response follows the SimilarWeb v5 envelope (meta + data).

ParametersJSON Schema
NameRequiredDescriptionDefault
limitYesNumber of rows to return; max 20, billed as 20 if exceeded.
offsetNoRow offset for pagination.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww
categoryYesIndustry category, e.g. Finance.

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

C2.4/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false, covering the safety profile. The description adds a small behavioral detail beyond annotations: 'Response follows the SimilarWeb v5 envelope (meta + data)'. This is useful but minimal, and does not address pagination, rate limits, or other behavioral traits.

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

Conciseness2/5

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

The description is extremely short, but 'Top Sites Ranking' is redundant with the title and earns no place. The envelope sentence is a useful detail but the overall structure wastes its limited space on repetition rather than conveying core purpose.

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?

Despite strong annotations and a complete schema, the description leaves the tool's core purpose ambiguous and fails to differentiate it from similarly named siblings. An agent could not confidently decide when to call this tool over get_similarweb_ranking or similar tools. The output schema exists, but that does not compensate for missing operational context.

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 the input schema fully documents all four parameters, including defaults and allowed values. The description adds no parameter-specific meaning, which matches the baseline of 3 when the schema carries the weight.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description is essentially a restatement of the title: 'Top Sites Ranking' repeats the tool's name and title without an active verb or explicit resource. The only additional content is about the response envelope, which does not clarify what the tool does or how it differs from similar siblings like get_similarweb_ranking.

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 the many similarweb siblings, such as get_similarweb_ranking or get_similarweb_traffic_engagement. No context, exclusions, or alternative conditions are provided, leaving the agent to infer its place among the tools.

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

get_similarweb_traffic_engagementTraffic & EngagementC
Read-onlyIdempotent
Inspect

Traffic & Engagement. Response follows the SimilarWeb v5 envelope (meta + data). Date constraint: the start_date-end_date span must cover between 1 and 120 monthly buckets.

ParametersJSON Schema
NameRequiredDescriptionDefault
mtdNoMonth-to-date flag (true/false).
domainYesTarget domain, e.g. example.com.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww
metricsYesComma-separated metrics, e.g. visits,pages_per_visit.
end_dateYesEnd month, format YYYY-MM.
start_dateYesStart month, format YYYY-MM.
web_sourceNoTraffic source device split. Allowed: desktop, mobile_web, total.
granularityNoTime granularity. Allowed: monthly. Default: monthly.monthly
main_domain_onlyNoRestrict to the main domain only (true/false). Default: True.

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

C2.9/5.0
Behavior4/5

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

The annotations already establish read-only, idempotent, non-destructive behavior, and the description adds useful behavioral context beyond that: the response follows the SimilarWeb v5 envelope and the date span must cover between 1 and 120 monthly buckets. These are concrete operational constraints an agent would need. It does not go into pagination or rate limits, but the output schema reduces the burden.

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

Conciseness3/5

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

The description is short and front-loaded and avoids unnecessary prose, but the first sentence 'Traffic & Engagement.' adds no value because it just repeats the title. The envelope and date-constraint sentences are useful, so overall it is efficient but not every sentence 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 9-parameter tool, the description provides one key operational constraint and the response envelope, and the input/output schemas cover parameter details and return structure. However, it does not differentiate this tool from closely related SimilarWeb siblings, leaving an agent to infer when this specific 'traffic & engagement' call is appropriate. It is minimally adequate but with clear contextual gaps.

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 documentation covers 100% of parameters, so the baseline is 3, and the description adds meaningful semantic value to start_date and end_date by specifying the allowed 1–120 monthly-bucket span. This is beyond the schema's basic YYYY-MM format info, though no other parameters receive additional description-level clarification.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description begins with 'Traffic & Engagement.', which simply restates the title and does not use a verb to state what the tool does. The envelope and date constraint sentences add operational detail, but the core purpose—'retrieves traffic and engagement metrics for a domain'—is only implied by the tool name.

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 gives no guidance on when to use this tool versus sibling tools such as get_similarweb_website_traffic_snapshot or get_similarweb_website_traffic_trend. The date-range constraint is a validity condition, not a usage guideline, and there are no stated exclusions, prerequisites, or alternatives.

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

get_similarweb_website_top_geographiesWebsite Top GeographiesA
Read-onlyIdempotent
Inspect

Top countries by share of a domain's traffic for the latest available month (data.countries, up to 10 rows with country_code, country_name, share and visits). Geography coverage is worldwide (ww) and fixed: a country parameter is not accepted for this endpoint.

ParametersJSON Schema
NameRequiredDescriptionDefault
domainYesTarget domain, e.g. example.com.

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

A4.5/5.0
Behavior4/5

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

The annotations already declare readOnlyHint, openWorldHint, idempotentHint, and non-destructive behavior, so the safety profile is covered. The description adds valuable behavioral context beyond the annotations: latest available month, maximum 10 rows, field names, and fixed worldwide scope. No contradiction with annotations is present.

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 two concise sentences with no filler. The core output and constraints are front-loaded, and every clause adds information: time period, row cap, fields, coverage, and parameter restriction.

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?

For a low-complexity single-parameter tool with a rich output schema and strong annotations, the description is fully sufficient. It covers the relevant behavioral constraints and return-shape details without requiring an agent to open the schema or infer hidden limitations.

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 100% for the single required `domain` parameter, so the baseline is already covered. The description adds extra semantic value by clarifying that a country parameter is not accepted and that the fixed worldwide scope is part of the endpoint's behavior.

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 identifies the resource (a domain's traffic) and the specific metric (top countries by share for the latest available month), and specifies the returned fields and row limit. It also distinguishes this endpoint from alternatives by stating that geography coverage is worldwide and fixed, with no country parameter accepted.

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 gives clear context for invocation: it returns country-level traffic share for the latest month and explicitly tells agents that a country parameter is not accepted, implying this tool is for worldwide breakdowns rather than country-filtered reports. It does not name a specific alternative tool, but the exclusion is clear enough.

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

get_similarweb_website_traffic_snapshotWebsite Traffic SnapshotA
Read-onlyIdempotent
Inspect

Latest-month traffic snapshot for a domain: visits plus core engagement metrics (average visit duration, bounce rate, pages per visit) in a single object. The most recent available month is selected automatically and echoed in meta.start_date / meta.end_date.

ParametersJSON Schema
NameRequiredDescriptionDefault
domainYesTarget domain, e.g. example.com.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

A4.1/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, idempotentHint, and destructiveHint, so the description does not need to repeat safety. It adds useful behavioral context: the tool automatically selects the most recent available month and echoes the date range in meta.start_date/meta.end_date, which helps the agent interpret results. No contradiction with annotations.

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 two sentences with no filler. The first sentence front-loads the core purpose and metrics; the second explains the automatic month selection and meta fields. Every phrase earns its place.

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?

With an output schema present, the description need not detail return fields. It covers the essential behavioral nuance (auto-selected month, meta echoing) and scope (domain + country). No missing information that an agent needs to call the tool 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 coverage is 100%: both domain and country have descriptions, including the enum and default for country. The description adds no parameter-specific detail beyond what the schema already provides (e.g., it doesn't explain domain format or country restrictions beyond the schema). Baseline 3 applies because the schema does the heavy lifting.

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 states a specific verb ('get') and resource ('website traffic snapshot') and enumerates the exact metrics returned: visits, average visit duration, bounce rate, pages per visit. It is clearly distinguishable from sibling tools like get_similarweb_website_traffic_trend (trend) or get_similarweb_traffic_engagement (broader engagement) by the 'latest-month' qualifier and the single-object format.

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 for retrieving the most recent month's snapshot ('latest-month traffic snapshot') and notes that the month is auto-selected, but it does not explicitly contrast with alternatives or state when not to use it. The guidance is implicit rather than explicit, so a 3 is appropriate.

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

get_similarweb_website_traffic_trendWebsite Traffic TrendA
Read-onlyIdempotent
Inspect

Monthly traffic time series for a domain over the recent available window (data.points, one entry per month). The window is selected automatically and echoed in meta.start_date / meta.end_date.

ParametersJSON Schema
NameRequiredDescriptionDefault
domainYesTarget domain, e.g. example.com.
countryNoTwo-letter country code. Allowed: us, ww. Default: ww. Coverage is limited to ww and us on the current plan.ww

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

A3.6/5.0
Behavior4/5

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

Annotations already cover the safety profile (readOnly, idempotent, non-destructive). The description adds valuable context that the time window is selected automatically and echoed in meta.start_date/meta.end_date, which is beyond what annotations provide. It does not contradict any annotations.

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, focused sentence that front-loads the core purpose (monthly traffic time series) and includes the key behavioral detail about the window. No wasted words or redundancy.

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 an output schema present and annotations covering safety, the description sufficiently explains the response structure and automatic window behavior. It could be more complete by noting when to prefer this tool over related Similarweb tools, but given the schema and annotations, it's adequate for invocation.

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?

Both parameters (domain and country) have full descriptions in the schema, covering their meaning and allowed values. The description text adds no additional semantic value beyond the schema, so the baseline of 3 for 100% schema coverage is appropriate.

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 monthly traffic time series for a domain, which is specific and unambiguous. It differentiates from snapshot-style tools by emphasizing the time-series nature, though it doesn't explicitly name sibling alternatives like get_similarweb_website_traffic_snapshot.

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 is given on when to use this tool versus the many similar Similarweb tools in the sibling list. There are no prerequisites, exclusions, or comparative use cases mentioned, leaving the agent to infer usage from the name alone.

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

list_categoriesBrowse the AIsa catalogueA
Read-only
Inspect

The AIsa catalogue at a glance: categories, the servers in each, tool counts, and the dedicated endpoint to connect if you only need one category. Free; no key needed. (AIsa-only: tool-router has no equivalent.)

Use mcp.aisa.one/mcp?modules=<category> (or mcp.aisa.one/<category>/mcp) to have that category's tools listed directly instead of via search.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

A4.4/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true and destructiveHint=false. The description adds meaningful behavioral context beyond annotations: the tool is free, requires no key, and can direct users to a category-specific endpoint that lists tools directly rather than through search.

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 moderately detailed but every sentence adds useful information: output scope, cost/auth, sibling differentiation, and endpoint usage. It is slightly longer than strictly necessary but remains well-structured and front-loaded with the core purpose.

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?

For a zero-parameter, read-only tool with an output schema and safety annotations, the description is complete. It covers what the tool returns, the free/no-key access model, and provides the category endpoint for specialized use, leaving no essential gap for an agent to 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 has zero parameters, so the baseline is 4. The description includes a <category> placeholder only in the endpoint examples, not as a tool parameter, which is appropriate supplementary guidance rather than a parameter-semantics gap.

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 what the tool does: it presents the AIsa catalogue at a glance, including categories, servers, tool counts, and a dedicated category endpoint. It also distinguishes itself from search by explaining that the endpoint lists tools directly instead of via search.

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 provides clear usage context: use list_categories for a catalogue overview, and use the provided endpoint when you only need one category. It explicitly contrasts with search ('instead of via search') and notes tool-router has no equivalent, although it does not exhaustively cover all sibling alternatives.

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

useRun an AIsa operationA
Destructive
Inspect

Execute one AIsa operation. Billed per call to your AIsa key.

Answers in tool-router's BatchCallResult shape: successful, data or error {type, status, message, retryable}. Pinned tools in tools/list can also be called directly; this is the way to call anything found through search.

ParametersJSON Schema
NameRequiredDescriptionDefault
argumentsNoArguments matching input_schema / arguments_schema
search_idNosearch_id from the search that found this operation
operation_idYesoperation_id as returned by search
max_price_usdNoRefuse the call before any spend if it would cost more than this many USD

Output Schema

ParametersJSON Schema
NameRequiredDescription

No output parameters

TDQS

A4.5/5.0
Behavior4/5

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

Annotations already provide readOnly=false, openWorldHint=true, and destructiveHint=true. The description adds valuable behavior beyond that: billing per call, the BatchCallResult response shape, and the error structure with retryable status. It does not spell out side effects, but the destructive flag is already carried by annotations, so the additional context is sufficient.

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?

Three short sentences, each earning its place: purpose, cost, response shape, and routing guidance. Key behavioral facts are front-loaded, and nothing is redundant with the schema or annotations.

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?

Given that an output schema exists and all parameters have descriptions, the tool description is complete enough for correct invocation. It covers cost, return/error contracts, and how routing to this tool differs from calling pinned tools directly, leaving no practical gap.

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%, and each parameter is already clearly documented: operation_id as returned by search, search_id provenance, arguments matching input_schema, and max_price_usd as a spend guard. The description does not need to add parameter detail, so 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 opens with 'Execute one AIsa operation,' a specific verb+resource statement. The word 'one' distinguishes it from the sibling batch_use, and the closing note distinguishes it from calling pinned tools directly. An agent can tell what this tool is for immediately.

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

Usage Guidelines5/5

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

It explicitly states when to use the tool: 'this is the way to call anything found through search.' It also gives the alternative: 'Pinned tools in tools/list can also be called directly.' This is clear when-versus-alternative guidance with no ambiguity.

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. 28 tool updates
    • First observedbatch_use
    • First observedget_details
    • First observedget_similarweb_ad_networks
    • First observedget_similarweb_audience_interest
    • First observedget_similarweb_audience_overlap
    • First observedget_similarweb_deduplicated_audience
    • First observedget_similarweb_demographics
    • First observedget_similarweb_keyword_competitors
    • First observedget_similarweb_keywords
    • First observedget_similarweb_landing_pages
    • First observedget_similarweb_marketing_channel_sources_legacy
    • First observedget_similarweb_popular_pages
    • First observedget_similarweb_ppc_spend
    • First observedget_similarweb_ranking
    • First observedget_similarweb_referrals
    • First observedget_similarweb_serp_players_aggregated
    • First observedget_similarweb_serp_players_timeseries
    • First observedget_similarweb_similar_sites
    • First observedget_similarweb_subdomains
    • First observedget_similarweb_technologies
    • First observedget_similarweb_top_sites_ranking
    • First observedget_similarweb_traffic_engagement
    • First observedget_similarweb_website_top_geographies
    • First observedget_similarweb_website_traffic_snapshot
    • First observedget_similarweb_website_traffic_trend
    • First observedlist_categories
    • First observedsearch
    • First observeduse

Publisher details

Operator
AIsa · Publisher source
Operator website
https://aisa.one
Vendor relationship
Authorized partner
Trust center
Not available
Restrictions
No paid plan, admin approval, regional limit or custom OAuth app is needed to connect. Sign-in is OAuth against auth.aisa.one with dynamic client registration (RFC 7591), or an Authorization: Bearer AIsa API key. search, get_details and list_categories are free. use and batch_use are billed per call to the caller's own AIsa key, and max_price_usd refuses anything above a cap before any spend. Some operations are subscription-only on the gateway and answer 402 without the Hive GTM Growth plan.

Related MCP Connectors

  • Your agent needs the derived numbers — domain authority, what a site ranks for, related and relevant keywords, search intent, and who the real competitors are — for Google, Amazon and the app stores. **What you can ask for** • "What is this domain's authority, and how has its rank history moved?" • "Which keywords does this site rank for, and with what intent?" • "Who are this domain's organic competitors, and where do we overlap?" • "Which keywords does this Amazon product rank for?" • "Compare these two domains keyword by keyword." **How to use it** Point any MCP client at https://mcp.aisa.one/seo-labs/mcp and sign in with OAuth — there is no key to create or paste. 46 tools: ranked, related and relevant keywords, keyword ideas and intent, domain authority and rank history, competitor and intersection analysis, bulk metrics, plus the same shapes for Amazon products and Apple and Google Play apps. **Why this rather than the source** Ahrefs domain rating, Semrush rank history and DataForSEO Labs answering the same questions side by side. **It is also a door to the rest** The same login reaches 26 sources and 580+ operations. Size the competitor here, then ask the same agent for their traffic mix or their contacts — without adding a second server. **What it costs** Finding and inspecting an operation is free. Running one is billed per call at API prices, with no seat and no monthly minimum, and every call takes max_price_usd so an agent cannot overspend by accident. **Where else it reaches** https://mcp.aisa.one/seo/mcp for all of it at once — rankings, keywords, backlinks, site health and AI-answer visibility across DataForSEO, Semrush and Ahrefs.

  • Your agent needs live data — a competitor's traffic, who to contact there, what people are saying, what Google and ChatGPT answer about you, a company's filings. Normally that is six vendor accounts, six sets of keys and six SDKs. This is one URL. **What you can ask for** • "How much traffic does stripe.com get, where does it come from, and who competes for the same keywords?" • "Find 20 Series-B fintech companies in Germany and the heads of marketing there, with emails." • "Does ChatGPT mention our brand when someone asks for the best CRM — and what does it cite?" • "What is X saying about $NVDA today, and what did the stock actually do?" • "Search the web for this, then scrape the three best pages into markdown." **How to use it** Point any MCP client at https://mcp.aisa.one/mcp and sign in with OAuth — there is no key to create or paste. Then just ask: the agent calls search to find the right operation and use to run it. **Why this rather than the source** 26 sources behind one account and one bill — DataForSEO, Semrush, Ahrefs, Similarweb, Apollo, X/Twitter, Instagram, Reddit, Pinterest, YouTube, Tavily, Exa, Perplexity, Firecrawl, CoinGecko, Kalshi, Polymarket, AgentMail and more, 580+ operations. tools/list returns five tools, not 580, so the introduction does not eat your context window. **What it costs** Finding and inspecting an operation is free. Running one is billed per call at API prices, with no seat and no monthly minimum, and every call takes max_price_usd so an agent cannot overspend by accident. **Where else it reaches** One slice at a time: https://mcp.aisa.one/seo/mcp · /finance/mcp · /social/mcp · /search/mcp · /sales/mcp · /mail/mcp · /gtm/mcp, or a single provider like /twitter-api/mcp. Same account, fewer tools listed, and search still reaches everything. Full list at https://mcp.aisa.one/servers

  • Your agent needs one go-to-market picture — the market, the companies in it, the people who decide, and what is being said about them — in a single set of tools. **What you can ask for** • "Size this market: who ranks, who gets the traffic, who advertises." • "Find the companies that fit and the people to email inside them." • "What is being said about these brands on X, Reddit and Instagram?" • "Which of these prospects is hiring for roles that imply budget?" • "Give me a competitor's keywords, backlinks and traffic mix in one pass." **How to use it** Point any MCP client at https://mcp.aisa.one/gtm/mcp and sign in with OAuth — there is no key to create or paste. 43 tools drawn from Apollo, Similarweb, Semrush, Ahrefs, X/Twitter, Instagram, Reddit and Pinterest — company enrichment and job postings, traffic and audience, keywords, backlinks and domain rating, and social search. **Why this rather than the source** The cross-source questions that usually need four tabs, answered in one conversation. **It is also a door to the rest** The same login reaches 26 sources and 580+ operations. Start anywhere here, then keep going — without adding a second server. **What it costs** Finding and inspecting an operation is free. Running one is billed per call at API prices, with no seat and no monthly minimum, and every call takes max_price_usd so an agent cannot overspend by accident. **Where else it reaches** https://mcp.aisa.one/sales/mcp for the pipeline side, https://mcp.aisa.one/seo/mcp for the search side, https://mcp.aisa.one/social/mcp for the conversation side.

  • Your agent needs to know what people actually search — volume, ideas, how hard the term is, and whether interest is rising or was a spike last March. **What you can ask for** • "What is the monthly volume and difficulty for these 200 keywords?" • "Give me keyword ideas around this seed, with questions people ask." • "Which keywords does this competitor rank for that we do not?" • "Is interest in this term growing, and where?" • "What does this page already rank for?" **How to use it** Point any MCP client at https://mcp.aisa.one/seo-keywords/mcp and sign in with OAuth — there is no key to create or paste. 49 tools: Google and Bing volume and suggestions, keywords for a site or a URL, clickstream volumes, Google Trends and Ads traffic estimates, plus Semrush difficulty, question keywords, broad match and paid keywords, and Similarweb's keyword and landing page sets. **Why this rather than the source** Three sources for the same number, so a suspicious volume can be checked rather than believed. **It is also a door to the rest** The same login reaches 26 sources and 580+ operations. Size the demand here, then ask the same agent who ranks for it and who links to them — without adding a second server. **What it costs** Finding and inspecting an operation is free. Running one is billed per call at API prices, with no seat and no monthly minimum, and every call takes max_price_usd so an agent cannot overspend by accident. **Where else it reaches** https://mcp.aisa.one/seo/mcp for all of it at once — rankings, keywords, backlinks, site health and AI-answer visibility across DataForSEO, Semrush and Ahrefs.

Related MCP Servers

  • A
    license
    A
    quality
    C
    maintenance
    Web intelligence MCP server for AI agents. 7 tools for SERP analysis, competitor research, market trends, content gap analysis, keyword insights, audience discovery, and citation tracking.
    7
    2
    AGPL 3.0
  • A
    license
    A
    quality
    D
    maintenance
    First-party web analytics MCP server for AI agents, providing 42 tools to query traffic, events, funnels, conversions, sources, and performance data.
    40
    27 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to perform company due diligence, OSINT, competitive, SEO, market, finance and regulatory research through a single MCP endpoint exposing 45 tools that draw on official public APIs, local D1 mirrors, and optional self-hosted sidecars. Every response is labelled by evidence class, so inferred estimates are never presented as equivalent to official data.
    6 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Website Intelligence MCP Server exposes 10 tools for web scraping and analysis, enabling AI agents to convert URLs to Markdown, extract metadata, detect technologies, find contacts, and perform SEO checks. It wraps a REST API and supports optional API keys.
    MIT
Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources