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datasets_techstack_facets

Read-only

Return facet-distribution data for the stored website tech-stack dataset, honoring the same technology, category, domain, reachability, and rendering filters as search. Use datasets_techstack_search for matching sites or datasets_techstack_item for one record.

Input Schema

NameRequiredDescriptionDefault
qNoOptional substring match on the site domain, max 256 characters.
cdnNoOptional exact CDN / hosting filter, e.g. Cloudflare, Fastly, Vercel.
cmsNoOptional exact CMS filter, e.g. WordPress, Shopify, Webflow.
notNoRepeatable exact technology name the site must NOT use (excludes).
tldNoOptional exact top-level-domain filter, e.g. com, org, io.
pageNoResult page number, 1-based, default 1; page times page_size must not exceed 10000.
sortNoOptional sort order. Allowed values: relevance, rank_asc, tech_count_desc, domain_asc, crawled_desc. Defaults to relevance with q, otherwise rank_asc.
facetYesRequired facet to aggregate. Allowed values: technology, category, cms, ecommerce, cdn, web_server, server_language, analytics, tld, render_tier, seed_source.
any_ofNoRepeatable exact technology name; the site must use AT LEAST ONE (OR).
run_idNoOptional scan run id; defaults to the latest run.
categoryNoOptional exact category filter, e.g. Ecommerce, CMS, Analytics, Payment, CDN.
ecommerceNoOptional exact e-commerce platform filter, e.g. Shopify, WooCommerce, Magento.
page_sizeNoPage size, default 20, max 100; page times page_size must not exceed 10000.
reachableNoOptional filter; true keeps only sites whose homepage was fetched, false only sites that could not be fetched.
technologyNoRepeatable exact technology name the site MUST use (AND across all values), e.g. technology=Shopify&technology=Klaviyo. Use the names returned by search.
web_serverNoOptional exact web-server filter, e.g. nginx, Apache, IIS.
has_captchaNoOptional filter; true keeps only sites with a detected CAPTCHA.
render_tierNoOptional fetch-tier filter. Allowed values: http, browser.
seed_sourceNoOptional source filter for where the domain was discovered, e.g. tranco.
min_tech_countNoOptional minimum number of detected technologies, 0 or greater.
server_languageNoOptional exact server language / framework filter, e.g. PHP, ASP.NET, Ruby on Rails.
is_infrastructureNoOptional filter; false (the common case) excludes backend CDN/DNS/cloud-vendor hostnames that rank highly but were never meant to serve a public homepage, keeping only real, human-navigable sites. true keeps only those backend hostnames.

Output Schema

NameRequiredDescriptionDefault
dataYesThe tool result payload (shape varies per tool; see each tool's docs resource).

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true and openWorldHint=true, so the safety profile is covered. The description adds that it honors the same technology/category/domain/reachability/rendering filters as search, which is useful context. It does not disclose pagination behavior or result shape, but with annotations carrying the read-only profile 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.

Conciseness5/5

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

Two sentences, zero waste. The core behavior is front-loaded, and the sibling routing follows immediately. Every clause earns its place.

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?

An output schema exists, so return values need no explanation, and a read-only facet tool with 100% schema coverage is well served by this description. It covers purpose, filter inheritance, and routing. A marginal gap remains around whether facets respect pagination or aggregate the full filtered set, but overall it is complete for this tool class.

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 22 parameters are already documented in the schema. The description enumerates filter dimensions (technology, category, domain, reachability, rendering) but adds no syntax, format, or default detail beyond the schema. Baseline 3 when 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?

States a specific verb and resource: 'Return facet-distribution data for the stored website tech-stack dataset.' This clearly distinguishes it from search (matching sites) and item (one record) within the same family, so an agent can tell the three apart without opening schemas.

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?

Explicitly routes the agent: 'Use datasets_techstack_search for matching sites or datasets_techstack_item for one record.' This gives clear alternatives for different intents. It stops short of an explicit 'use this when you need distributions' statement or exclusions, but the routing is unambiguous.

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

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