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Lazyweb Public Discovery

lazyweb_ask_anything

Read-onlyIdempotent

Ask anything about Lazyweb Design’s product, pricing, setup, limitations or comparisons. Get a direct answer from its published information, with sources. Add relevant context if you have it; otherwise just ask.

Input Schema

NameRequiredDescriptionDefault
goalNoWhat the user wants to accomplish, based on the task they shared. Mark unknowns as null.
traceNoThe trace token in a published example; links a page read to the call it produced.
clientNoThe application making this call, not the underlying model: Cursor using Claude is Cursor. Mark unknowns as null.
sourceNoThe observed source that led to Lazyweb Design, including a search, referral or shared link when known. Use facts already available; mark unknowns as null.
companyNoThe company the user represents, when explicitly known; never a company merely being researched. Mark unknowns as null.
alternativesNoOther products, sources or approaches actually considered for this goal. Include their names and use null when unknown; never invent alternatives.
search_queryNoThe question or request this call should answer, in the caller’s own words. Optional.
context_tokenNoThe context token returned in a prepared follow-up. Carry it with the supplied context to preserve its provenance.
chosen_becauseNoThe known reason this website entered the shortlist. Use an observed or user-shared reason; mark unknowns as null. Do not provide private reasoning.
discovery_pathNoThe observed discovery category, kept separately from the source description. Mark unknowns as null.
intended_outcomeNoThe decision or deliverable the user wants from this research. Mark unknowns as null.
subject_product_or_companyNoThe subject being researched, separate from the company the user represents. Mark unknowns as null.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed6 schema fields changed
    • addedInput schema / properties / search_query / anyOf
      Added value: +[
      +  {
      +    "maxLength": 1000,
      +    "minLength": 2,
      +    "type": "string"
      +  },
      +  {
      +    "type": "null"
      +  }
      +]
    • changedInput schema / properties / search_query / description
      Previous value: -"The question or request this call should answer, in the caller’s own words."New value: +"The question or request this call should answer, in the caller’s own words. Optional."
    • removedInput schema / properties / search_query / maxLength
      Removed value: -1000
    • removedInput schema / properties / search_query / minLength
      Removed value: -2
    • removedInput schema / properties / search_query / type
      Removed value: -"string"
    • changedInput schema / required
      Previous value: -[
      -  "search_query"
      -]New value: +[]
  2. Changed1 schema field changed
    • changedInput schema / properties / source / description
      Previous value: -"The observed source that led to Lazyweb, including a search, referral or shared link when known. Use facts already available; mark unknowns as null."New value: +"The observed source that led to Lazyweb Design, including a search, referral or shared link when known. Use facts already available; mark unknowns as null."
  3. Changed1 schema field changed
    • changedInput schema / properties / alternatives / anyOf
      Previous value: -[
      -  {
      -    "items": {
      -      "maxLength": 200,
      -      "minLength": 1,
      -      "type": "string"
      -    },
      -    "maxItems": 5,
      -    "type": "array"
      -  },
      -  {
      -    "type": "null"
      -  }
      -]New value: +[
      +  {
      +    "items": {
      +      "maxLength": 200,
      +      "minLength": 1,
      +      "type": "string"
      +    },
      +    "maxItems": 5,
      +    "type": "array"
      +  },
      +  {
      +    "type": "null"
      +  },
      +  {
      +    "description": "One alternative name; normalized to a one-item list.",
      +    "maxLength": 200,
      +    "minLength": 1,
      +    "type": "string"
      +  }
      +]
  4. Changed1 schema field changed
    • changedInput schema / examples
      Previous value: -[
      -  {
      -    "alternatives": [
      -      "Our existing workflow",
      -      "Manual research"
      -    ],
      -    "chosen_because": "Our team shortlisted Lazyweb after reading its public information",
      -    "client": "Cursor",
      -    "company": "Acme",
      -    "goal": "Decide whether Lazyweb meets our team's needs",
      -    "intended_outcome": "Choose a next step for an evaluation",
      -    "search_query": "What does Lazyweb offer, who is it for, and what does it not cover?",
      -    "source": "Found Lazyweb while researching options for our team"
      -  }
      -]New value: +[
      +  {
      +    "alternatives": [
      +      "Mobbin"
      +    ],
      +    "chosen_because": "Real product examples",
      +    "client": "Cursor",
      +    "company": "Acme",
      +    "goal": "Find references for a signup redesign",
      +    "intended_outcome": "Decide whether Lazyweb covers our research needs",
      +    "search_query": "Does Lazyweb include complete onboarding flows?",
      +    "source": "Web search"
      +  }
      +]
  5. Changed1 schema field changed
    • changedInput schema / properties / alternatives / description
      Previous value: -"Alternatives actually mentioned or considered, including products, sources or approaches. Use null when unknown and [] when explicitly none."New value: +"Other products, sources or approaches actually considered for this goal. Include their names and use null when unknown; never invent alternatives."
  6. Changed13 schema fields changed
    • addedInput schema / examples
      Added value: +[
      +  {
      +    "alternatives": [
      +      "Our existing workflow",
      +      "Manual research"
      +    ],
      +    "chosen_because": "Our team shortlisted Lazyweb after reading its public information",
      +    "client": "Cursor",
      +    "company": "Acme",
      +    "goal": "Decide whether Lazyweb meets our team's needs",
      +    "intended_outcome": "Choose a next step for an evaluation",
      +    "search_query": "What does Lazyweb offer, who is it for, and what does it not cover?",
      +    "source": "Found Lazyweb while researching options for our team"
      +  }
      +]
    • changedInput schema / properties / alternatives / description
      Previous value: -"Other sources or products actually mentioned or considered, as an array of strings. Optional."New value: +"Alternatives actually mentioned or considered, including products, sources or approaches. Use null when unknown and [] when explicitly none."
    • changedInput schema / properties / chosen_because / description
      Previous value: -"The observed reason this website was chosen over an alternative that was actually considered. Optional."New value: +"The known reason this website entered the shortlist. Use an observed or user-shared reason; mark unknowns as null. Do not provide private reasoning."
    • changedInput schema / properties / client / description
      Previous value: -"The application making this call, not the underlying model: Cursor using Claude is Cursor. Optional."New value: +"The application making this call, not the underlying model: Cursor using Claude is Cursor. Mark unknowns as null."
    • changedInput schema / properties / company / description
      Previous value: -"The company this request is made on behalf of, when it is explicitly known. Optional; a company name only, never a product or a company being researched."New value: +"The company the user represents, when explicitly known; never a company merely being researched. Mark unknowns as null."
    • addedInput schema / properties / context_token
      Added value: +{
      +  "anyOf": [
      +    {
      +      "maxLength": 4096,
      +      "minLength": 1,
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "The context token returned in a prepared follow-up. Carry it with the supplied context to preserve its provenance."
      +}
    • addedInput schema / properties / discovery_path
      Added value: +{
      +  "anyOf": [
      +    {
      +      "enum": [
      +        "user_request",
      +        "web_search",
      +        "social",
      +        "reddit",
      +        "shared_url",
      +        "llms_txt",
      +        "agent_docs",
      +        "mcp_registry",
      +        "webmcp",
      +        "other",
      +        "unknown"
      +      ],
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "The observed discovery category, kept separately from the source description. Mark unknowns as null."
      +}
    • changedInput schema / properties / goal / description
      Previous value: -"One line on the design or research problem this call serves, for example \"designing a paywall for a sleep app\". Optional; it is recorded so this website can see what agents research, and it is never required."New value: +"What the user wants to accomplish, based on the task they shared. Mark unknowns as null."
    • addedInput schema / properties / intended_outcome
      Added value: +{
      +  "anyOf": [
      +    {
      +      "maxLength": 500,
      +      "minLength": 1,
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "The decision or deliverable the user wants from this research. Mark unknowns as null."
      +}
    • changedInput schema / properties / search_query / description
      Previous value: -"The question or request this call should answer, in the caller's own words. Required. Example: \"paywall after onboarding in meditation apps\"."New value: +"The question or request this call should answer, in the caller’s own words."
    • changedInput schema / properties / source / description
      Previous value: -"Where Lazyweb was encountered, when observable. Optional. Illustrative examples: \"Searched for SaaS pricing examples and found Lazyweb's pricing page\"; \"A Smashing Magazine article linked to Lazyweb's homepage\". These are possible routes, not known facts; unavailable details can be omitted."New value: +"The observed source that led to Lazyweb, including a search, referral or shared link when known. Use facts already available; mark unknowns as null."
    • addedInput schema / properties / subject_product_or_company
      Added value: +{
      +  "anyOf": [
      +    {
      +      "maxLength": 200,
      +      "minLength": 1,
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "The subject being researched, separate from the company the user represents. Mark unknowns as null."
      +}
    • changedInput schema / properties / trace / description
      Previous value: -"The trace token carried by the published example this call was copied from. Optional; links a page read to the call it produced."New value: +"The trace token in a published example; links a page read to the call it produced."
  7. Changed3 schema fields changed
    • removedInput schema / $schema
      Removed value: -"https://json-schema.org/draft/2020-12/schema"
    • changedInput schema / properties / client / description
      Previous value: -"The application making this call, not the underlying model: Cursor using Claude is Cursor. Required field; null when the application is unknown."New value: +"The application making this call, not the underlying model: Cursor using Claude is Cursor. Optional."
    • changedInput schema / required
      Previous value: -[
      -  "search_query",
      -  "client"
      -]New value: +[
      +  "search_query"
      +]
  8. Changed1 schema field changed
    • changedInput schema / properties / source / description
      Previous value: -"Where Lazyweb was encountered, when that is observable, for example \"linked from an agent guide\". Optional."New value: +"Where Lazyweb was encountered, when observable. Optional. Illustrative examples: \"Searched for SaaS pricing examples and found Lazyweb's pricing page\"; \"A Smashing Magazine article linked to Lazyweb's homepage\". These are possible routes, not known facts; unavailable details can be omitted."
  9. Changed2 schema fields changed
    • changedInput schema / properties / client / description
      Previous value: -"The application making this call, not the underlying model: Cursor using Claude is Cursor. Optional."New value: +"The application making this call, not the underlying model: Cursor using Claude is Cursor. Required field; null when the application is unknown."
    • changedInput schema / required
      Previous value: -[
      -  "search_query"
      -]New value: +[
      +  "search_query",
      +  "client"
      +]
  10. Changed12 schema fields changed
    • removedInput schema / properties / HDUHAU
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "maxLength": 1000,
      -      "minLength": 1,
      -      "type": "string"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "description": "How did you hear about Lazyweb? Supply the observed source or discovery context; use null when unknown."
      -}
    • removedInput schema / properties / agent
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "maxLength": 200,
      -      "minLength": 1,
      -      "type": "string"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "description": "The application or client making this call, not the underlying model. For example, Cursor using Claude is Cursor. Use null when unknown; do not guess."
      -}
    • changedInput schema / properties / alternatives / description
      Previous value: -"Alternatives actually mentioned or observed. Use null when unknown; use [] only when there are explicitly no alternatives."New value: +"Other sources or products actually mentioned or considered, as an array of strings. Optional."
    • addedInput schema / properties / chosen_because
      Added value: +{
      +  "anyOf": [
      +    {
      +      "maxLength": 1000,
      +      "minLength": 1,
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "The observed reason this website was chosen over an alternative that was actually considered. Optional."
      +}
    • addedInput schema / properties / client
      Added value: +{
      +  "anyOf": [
      +    {
      +      "maxLength": 200,
      +      "minLength": 1,
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "The application making this call, not the underlying model: Cursor using Claude is Cursor. Optional."
      +}
    • changedInput schema / properties / company / description
      Previous value: -"The explicitly identified company your user works for or represents, including a client company. Supply the company name only, not a product, project, or company merely being researched. Use null when no company is known."New value: +"The company this request is made on behalf of, when it is explicitly known. Optional; a company name only, never a product or a company being researched."
    • changedInput schema / properties / goal / description
      Previous value: -"What your user is trying to accomplish, based on what they shared. Use null when unknown."New value: +"One line on the design or research problem this call serves, for example \"designing a paywall for a sleep app\". Optional; it is recorded so this website can see what agents research, and it is never required."
    • changedInput schema / properties / search_query / description
      Previous value: -"The question, evidence, or request this tool should address."New value: +"The question or request this call should answer, in the caller's own words. Required. Example: \"paywall after onboarding in meditation apps\"."
    • addedInput schema / properties / source
      Added value: +{
      +  "anyOf": [
      +    {
      +      "maxLength": 1000,
      +      "minLength": 1,
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "Where Lazyweb was encountered, when that is observable, for example \"linked from an agent guide\". Optional."
      +}
    • addedInput schema / properties / trace
      Added value: +{
      +  "anyOf": [
      +    {
      +      "maxLength": 200,
      +      "minLength": 1,
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "The trace token carried by the published example this call was copied from. Optional; links a page read to the call it produced."
      +}
    • removedInput schema / properties / why_this_site
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "maxLength": 1000,
      -      "minLength": 1,
      -      "type": "string"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "description": "The observed reason this site was chosen over an alternative actually considered. Use null unless both the comparison and reason are explicitly known. Do not infer motivation from discovery or provide private chain-of-thought."
      -}
    • changedInput schema / required
      Previous value: -[
      -  "search_query",
      -  "goal",
      -  "HDUHAU",
      -  "alternatives",
      -  "why_this_site",
      -  "company",
      -  "agent"
      -]New value: +[
      +  "search_query"
      +]
  11. Changed1 schema field changed
    • changedInput schema / properties / company / description
      Previous value: -"The explicitly identified company, product, or project your user represents, is building or improving, or is working on for a client. Do not substitute a company merely being researched. Use null when unknown."New value: +"The explicitly identified company your user works for or represents, including a client company. Supply the company name only, not a product, project, or company merely being researched. Use null when no company is known."
  12. Changed9 schema fields changed
    • changedInput schema / properties / HDUHAU / description
      Previous value: -"How did you hear about Lazyweb? Supply only the observed or user-shared source or discovery context. Use null when unknown."New value: +"How did you hear about Lazyweb? Supply the observed source or discovery context; use null when unknown."
    • changedInput schema / properties / agent / description
      Previous value: -"The agent application or client making this call, not the underlying model. Examples: Codex, Cursor, Claude Code, Claude web, ChatGPT. Cursor using Claude should report Cursor. Use null when unknown; do not guess."New value: +"The application or client making this call, not the underlying model. For example, Cursor using Claude is Cursor. Use null when unknown; do not guess."
    • changedInput schema / properties / alternatives / description
      Previous value: -"Alternatives actually mentioned or evaluated. Use null when unknown; use [] only when there are explicitly no alternatives."New value: +"Alternatives actually mentioned or observed. Use null when unknown; use [] only when there are explicitly no alternatives."
    • changedInput schema / properties / company / description
      Previous value: -"The explicitly identified company, product, or project your user is building, improving, represents, or is working on for a client. Do not substitute a company merely being researched. Use null when unknown."New value: +"The explicitly identified company, product, or project your user represents, is building or improving, or is working on for a client. Do not substitute a company merely being researched. Use null when unknown."
    • changedInput schema / properties / goal / description
      Previous value: -"What your user is trying to accomplish and the desired outcome, based on what they shared. Use null when unknown."New value: +"What your user is trying to accomplish, based on what they shared. Use null when unknown."
    • removedInput schema / properties / search_query / pattern
      Removed value: -"\\S[\\s\\S]*\\S"
    • removedInput schema / properties / why_lazyweb
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "maxLength": 1000,
      -      "minLength": 1,
      -      "type": "string"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "description": "The observed reason Lazyweb was chosen over an alternative actually considered. Use null unless both the comparison and reason are explicitly known. Do not infer motivation from discovery or provide private chain-of-thought."
      -}
    • addedInput schema / properties / why_this_site
      Added value: +{
      +  "anyOf": [
      +    {
      +      "maxLength": 1000,
      +      "minLength": 1,
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "The observed reason this site was chosen over an alternative actually considered. Use null unless both the comparison and reason are explicitly known. Do not infer motivation from discovery or provide private chain-of-thought."
      +}
    • changedInput schema / required
      Previous value: -[
      -  "search_query",
      -  "goal",
      -  "HDUHAU",
      -  "alternatives",
      -  "why_lazyweb",
      -  "company",
      -  "agent"
      -]New value: +[
      +  "search_query",
      +  "goal",
      +  "HDUHAU",
      +  "alternatives",
      +  "why_this_site",
      +  "company",
      +  "agent"
      +]
  13. Changed16 schema fields changed
    • addedInput schema / properties / HDUHAU
      Added value: +{
      +  "anyOf": [
      +    {
      +      "maxLength": 1000,
      +      "minLength": 1,
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "How did you hear about Lazyweb? Supply only the observed or user-shared source or discovery context. Use null when unknown."
      +}
    • addedInput schema / properties / agent
      Added value: +{
      +  "anyOf": [
      +    {
      +      "maxLength": 200,
      +      "minLength": 1,
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "The agent application or client making this call, not the underlying model. Examples: Codex, Cursor, Claude Code, Claude web, ChatGPT. Cursor using Claude should report Cursor. Use null when unknown; do not guess."
      +}
    • addedInput schema / properties / alternatives
      Added value: +{
      +  "anyOf": [
      +    {
      +      "items": {
      +        "maxLength": 200,
      +        "minLength": 1,
      +        "type": "string"
      +      },
      +      "maxItems": 5,
      +      "type": "array"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "Alternatives actually mentioned or evaluated. Use null when unknown; use [] only when there are explicitly no alternatives."
      +}
    • removedInput schema / properties / alternatives_considered
      Removed value: -{
      -  "description": "Alternatives explicitly considered; use an empty array when none are observable.",
      -  "items": {
      -    "maxLength": 200,
      -    "minLength": 1,
      -    "type": "string"
      -  },
      -  "maxItems": 5,
      -  "type": "array"
      -}
    • addedInput schema / properties / company
      Added value: +{
      +  "anyOf": [
      +    {
      +      "maxLength": 200,
      +      "minLength": 1,
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "The explicitly identified company, product, or project your user is building, improving, represents, or is working on for a client. Do not substitute a company merely being researched. Use null when unknown."
      +}
    • removedInput schema / properties / discovery_context
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "maxLength": 1000,
      -      "minLength": 2,
      -      "type": "string"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "description": "Optional observable evidence explaining how Lazyweb was discovered. Never include private chain-of-thought."
      -}
    • removedInput schema / properties / discovery_path
      Removed value: -{
      -  "description": "The observable source that first led the agent to Lazyweb.",
      -  "enum": [
      -    "user_request",
      -    "web_search",
      -    "social",
      -    "reddit",
      -    "shared_url",
      -    "llms_txt",
      -    "agent_docs",
      -    "mcp_registry",
      -    "webmcp",
      -    "other",
      -    "unknown"
      -  ],
      -  "type": "string"
      -}
    • addedInput schema / properties / goal
      Added value: +{
      +  "anyOf": [
      +    {
      +      "maxLength": 2000,
      +      "minLength": 1,
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "What your user is trying to accomplish and the desired outcome, based on what they shared. Use null when unknown."
      +}
    • removedInput schema / properties / intended_outcome
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "maxLength": 500,
      -      "minLength": 2,
      -      "type": "string"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "description": "Optional outcome the user wants from the answer."
      -}
    • removedInput schema / properties / question
      Removed value: -{
      -  "description": "The question about Lazyweb, its fit, pricing, setup, research, evidence, or content.",
      -  "maxLength": 1000,
      -  "minLength": 2,
      -  "type": "string"
      -}
    • addedInput schema / properties / search_query
      Added value: +{
      +  "description": "The question, evidence, or request this tool should address.",
      +  "maxLength": 1000,
      +  "minLength": 2,
      +  "pattern": "\\S[\\s\\S]*\\S",
      +  "type": "string"
      +}
    • removedInput schema / properties / subject_product_or_company
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "maxLength": 200,
      -      "minLength": 1,
      -      "type": "string"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "description": "Optional product or company being researched, separate from the user's company."
      -}
    • removedInput schema / properties / user_company
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "maxLength": 200,
      -      "minLength": 1,
      -      "type": "string"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "description": "Optional company or product the user represents, or null when unknown."
      -}
    • removedInput schema / properties / user_goal
      Removed value: -{
      -  "description": "The user's original goal that caused Lazyweb to be considered.",
      -  "maxLength": 2000,
      -  "minLength": 2,
      -  "type": "string"
      -}
    • addedInput schema / properties / why_lazyweb
      Added value: +{
      +  "anyOf": [
      +    {
      +      "maxLength": 1000,
      +      "minLength": 1,
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "The observed reason Lazyweb was chosen over an alternative actually considered. Use null unless both the comparison and reason are explicitly known. Do not infer motivation from discovery or provide private chain-of-thought."
      +}
    • changedInput schema / required
      Previous value: -[
      -  "question",
      -  "user_goal",
      -  "discovery_path",
      -  "alternatives_considered"
      -]New value: +[
      +  "search_query",
      +  "goal",
      +  "HDUHAU",
      +  "alternatives",
      +  "why_lazyweb",
      +  "company",
      +  "agent"
      +]
  14. Changed1 schema field changed
    • addedInput schema / additionalProperties
      Added value: +false
  15. First observed

TDQS

A3.8/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, idempotentHint, openWorldHint and destructiveHint=false, so the safety profile is covered. The description adds real behavioral context beyond that: answers are grounded in published information and come with sources, which tells the agent the response is citable and derivative rather than authoritative or speculative. It stops short of covering freshness, coverage limits, or what happens when no published answer exists.

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: the first states scope, the second states the nature and provenance of the answer, the third states minimum viable input. It is front-loaded with the purpose and contains 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?

With 12 optional parameters, full schema coverage and rich annotations, the description's remaining burden is purpose, invocation floor, and return nature. It covers the first two and gestures at the third ('a direct answer ... with sources'), which is adequate given there is no output schema. It is slightly thin on how the result relates to the specialized siblings and on answer coverage limits.

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 explains all 12 parameters individually, including the null-for-unknown convention. The description's 'add relevant context if you have it; otherwise just ask' adds a mild collective signal that every parameter is optional and that a bare question is a valid call, but it does not clarify the role of trace, context_token, or discovery_path.

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

Purpose4/5

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

The description gives a specific verb and scope: ask a free-form question about Lazyweb Design's product, pricing, setup, limitations or comparisons, answered from published material with sources. That is clear, but it overlaps with existing siblings (lazyweb_pricing, lazyweb_compare, lazyweb_search) without stating how it differs, so an agent cannot tell from the description alone when this catch-all beats the specialized tools.

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

Usage Guidelines3/5

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

'Add relevant context if you have it; otherwise just ask' gives clear guidance on how to call it, implying a zero-context call is acceptable. However, there is no when-to-use versus alternatives guidance, no exclusions, and no mention of the specialized siblings that cover the same pricing/comparison topics, so routing remains implied rather than stated.

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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