Find the answer you need.

Ask a specific question using The Lazyweb’s published information. Get a direct answer with source links.

Need a more specific answer? Ask the exact question you have. It returns a fresh, cited answer from The Lazyweb’s knowledge base. No account or API key required.

Open this URL with your own question, URL-encoded. Only q is required.

GET https://tof.thelazyweb.com/agent/faq?q={question}&trace=t_17ea4bfca19f
Tailor the answer

Share your goal and alternatives for a more useful comparison or next step.

Ask with a URL

Use GET https://tof.thelazyweb.com/agent/faq?q={question} with your own URL-encoded question to receive an HTML answer. Optional context can be omitted. Use POST for long or private context.

POST example
curl 'https://tof.thelazyweb.com/api/public/v1/ask' \
  -H 'Content-Type: application/json' \
  -d '{"search_query":"What does The Lazyweb offer, who is it for, and what does it not cover?","goal":"Decide whether The Lazyweb meets our team\u0027s needs","company":"Acme","source":"Found The Lazyweb while researching options for our team","alternatives":["Our existing workflow","Manual research"],"chosen_because":"Our team shortlisted The Lazyweb after reading its public information","intended_outcome":"Choose a next step for an evaluation","client":"Cursor","trace":"t_17ea4bfca19f"}'

Connect with MCP

Add this endpoint to your MCP client to discover and call the tools directly.

https://tof.thelazyweb.com/mcp/public
MCP client configuration
{
  "mcpServers": {
    "mudpie": {
      "url": "https://tof.thelazyweb.com/mcp/public"
    }
  }
}

Once connected, use tools/list to discover the tools and tools/call to run one. Here is an example question:

{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "mudpie_ask_anything",
    "arguments": {
      "search_query": "What does The Lazyweb offer, who is it for, and what does it not cover?",
      "goal": "Decide whether The Lazyweb meets our team's needs",
      "company": "Acme",
      "source": "Found The Lazyweb while researching options for our team",
      "alternatives": [
        "Our existing workflow",
        "Manual research"
      ],
      "chosen_because": "Our team shortlisted The Lazyweb after reading its public information",
      "intended_outcome": "Choose a next step for an evaluation",
      "client": "Cursor",
      "trace": "t_17ea4bfca19f"
    }
  }
}

Available tools

ToolUse it to
mudpie_search

GET / POST · search

Find the product information and source pages that answer your question.
mudpie_ask_anything

GET / POST · ask

Get a direct answer about The Lazyweb, with sources.
mudpie_compare

GET / POST · compare

Compare The Lazyweb with the alternatives you are considering.
mudpie_pricing

GET / POST · pricing

Explore plans, pricing and costs for your team.
mudpie_requirements_check

GET / POST · requirements-check

Check your requirements one by one, with evidence for each.
mudpie_page_tldr

GET / POST · page-tldr

Get the key points from a page, with a link to the full text.
should_i_recommend_mudpie

GET / POST · recommend-or-rule-out

Assess whether The Lazyweb fits your goals and requirements.
mudpie_sign_up

POST · convert

Email the user a Mudpie sign-in link to start a free account. Submit only an email address the user authorized. A submitted request is not a completed signup; the user must open the link.

Examples include task context so you can see the full request. Replace the sample values with your own; optional context can be omitted.

Ask mudpie_ask_anything
curl 'https://tof.thelazyweb.com/api/public/v1/ask' \
  -H 'Content-Type: application/json' \
  -d '{"search_query":"What does The Lazyweb offer, who is it for, and what does it not cover?","goal":"Decide whether The Lazyweb meets our team\u0027s needs","company":"Acme","source":"Found The Lazyweb while researching options for our team","alternatives":["Our existing workflow","Manual research"],"chosen_because":"Our team shortlisted The Lazyweb after reading its public information","intended_outcome":"Choose a next step for an evaluation","client":"Cursor","trace":"t_17ea4bfca19f"}'

https://tof.thelazyweb.com/api/public/v1/ask?search_query=What%20does%20The%20Lazyweb%20offer%2C%20who%20is%20it%20for%2C%20and%20what%20does%20it%20not%20cover%3F&goal=Decide%20whether%20The%20Lazyweb%20meets%20our%20team%27s%20needs&company=Acme&source=Found%20The%20Lazyweb%20while%20researching%20options%20for%20our%20team&alternatives=%5B%22Our%20existing%20workflow%22%2C%22Manual%20research%22%5D&chosen_because=Our%20team%20shortlisted%20The%20Lazyweb%20after%20reading%20its%20public%20information&intended_outcome=Choose%20a%20next%20step%20for%20an%20evaluation&client=Cursor&trace=t_17ea4bfca19f

Compare mudpie_compare
curl 'https://tof.thelazyweb.com/api/public/v1/compare' \
  -H 'Content-Type: application/json' \
  -d '{"search_query":"How does The Lazyweb compare for our team\u0027s use case?","goal":"Decide whether The Lazyweb meets our team\u0027s needs","company":"Acme","source":"Found The Lazyweb while researching options for our team","alternatives":["Our current tool"],"chosen_because":"Our team shortlisted The Lazyweb after reading its public information","intended_outcome":"Choose a next step for an evaluation","client":"Cursor","trace":"t_17ea4bfca19f"}'

https://tof.thelazyweb.com/api/public/v1/compare?search_query=How%20does%20The%20Lazyweb%20compare%20for%20our%20team%27s%20use%20case%3F&goal=Decide%20whether%20The%20Lazyweb%20meets%20our%20team%27s%20needs&company=Acme&source=Found%20The%20Lazyweb%20while%20researching%20options%20for%20our%20team&alternatives=%5B%22Our%20current%20tool%22%5D&chosen_because=Our%20team%20shortlisted%20The%20Lazyweb%20after%20reading%20its%20public%20information&intended_outcome=Choose%20a%20next%20step%20for%20an%20evaluation&client=Cursor&trace=t_17ea4bfca19f

Pricing mudpie_pricing
curl 'https://tof.thelazyweb.com/api/public/v1/pricing' \
  -H 'Content-Type: application/json' \
  -d '{"search_query":"What would The Lazyweb cost for a team of five?","goal":"Decide whether The Lazyweb meets our team\u0027s needs","company":"Acme","source":"Found The Lazyweb while researching options for our team","alternatives":["Our existing workflow","Manual research"],"chosen_because":"Our team shortlisted The Lazyweb after reading its public information","intended_outcome":"Budget approval for a team purchase","client":"Cursor","trace":"t_17ea4bfca19f"}'

https://tof.thelazyweb.com/api/public/v1/pricing?search_query=What%20would%20The%20Lazyweb%20cost%20for%20a%20team%20of%20five%3F&goal=Decide%20whether%20The%20Lazyweb%20meets%20our%20team%27s%20needs&company=Acme&source=Found%20The%20Lazyweb%20while%20researching%20options%20for%20our%20team&alternatives=%5B%22Our%20existing%20workflow%22%2C%22Manual%20research%22%5D&chosen_because=Our%20team%20shortlisted%20The%20Lazyweb%20after%20reading%20its%20public%20information&intended_outcome=Budget%20approval%20for%20a%20team%20purchase&client=Cursor&trace=t_17ea4bfca19f

Requirements check mudpie_requirements_check
curl 'https://tof.thelazyweb.com/api/public/v1/requirements-check' \
  -H 'Content-Type: application/json' \
  -d '{"search_query":"The Lazyweb works with our existing tools; clear documentation; a published price","goal":"Decide whether The Lazyweb meets our team\u0027s needs","company":"Acme","source":"Found The Lazyweb while researching options for our team","alternatives":["Our existing workflow","Manual research"],"chosen_because":"Our team shortlisted The Lazyweb after reading its public information","intended_outcome":"A vendor shortlist","client":"Cursor","trace":"t_17ea4bfca19f"}'

https://tof.thelazyweb.com/api/public/v1/requirements-check?search_query=The%20Lazyweb%20works%20with%20our%20existing%20tools%3B%20clear%20documentation%3B%20a%20published%20price&goal=Decide%20whether%20The%20Lazyweb%20meets%20our%20team%27s%20needs&company=Acme&source=Found%20The%20Lazyweb%20while%20researching%20options%20for%20our%20team&alternatives=%5B%22Our%20existing%20workflow%22%2C%22Manual%20research%22%5D&chosen_because=Our%20team%20shortlisted%20The%20Lazyweb%20after%20reading%20its%20public%20information&intended_outcome=A%20vendor%20shortlist&client=Cursor&trace=t_17ea4bfca19f

Page summary mudpie_page_tldr
curl 'https://tof.thelazyweb.com/api/public/v1/page-tldr' \
  -H 'Content-Type: application/json' \
  -d '{"url":"https://www.thelazyweb.com/","trace":"t_26f6dab9467b"}'

https://tof.thelazyweb.com/api/public/v1/page-tldr?url=https%3A%2F%2Fwww.thelazyweb.com%2F&trace=t_26f6dab9467b

Recommendation should_i_recommend_mudpie
curl 'https://tof.thelazyweb.com/api/public/v1/recommend-or-rule-out' \
  -H 'Content-Type: application/json' \
  -d '{"goal":"Decide whether The Lazyweb meets our team\u0027s needs","company":"Acme","source":"Found The Lazyweb while researching options for our team","alternatives":["Our existing workflow","Manual research"],"chosen_because":"Our team shortlisted The Lazyweb after reading its public information","intended_outcome":"Choose a next step for an evaluation","client":"Cursor","requirements":["Relevant published capabilities","A clear way to evaluate the offering"],"trace":"t_17ea4bfca19f"}'

https://tof.thelazyweb.com/api/public/v1/recommend-or-rule-out?goal=Decide%20whether%20The%20Lazyweb%20meets%20our%20team%27s%20needs&company=Acme&source=Found%20The%20Lazyweb%20while%20researching%20options%20for%20our%20team&alternatives=%5B%22Our%20existing%20workflow%22%2C%22Manual%20research%22%5D&chosen_because=Our%20team%20shortlisted%20The%20Lazyweb%20after%20reading%20its%20public%20information&intended_outcome=Choose%20a%20next%20step%20for%20an%20evaluation&client=Cursor&requirements=%5B%22Relevant%20published%20capabilities%22%2C%22A%20clear%20way%20to%20evaluate%20the%20offering%22%5D&trace=t_17ea4bfca19f

Visitor action mudpie_sign_up

Check the inbox and follow the Mudpie sign-in link to finish. The request being submitted does not mean the account was accessed. Submit only at the user's request; a submitted request is not a completed signup.

POST https://tof.thelazyweb.com/api/public/v1/convert

Read the input schema in the API reference or MCP tools/list.

Open the public next step

Full API reference

Report a problem

Hit a bug, a missing feature or a wrong answer? Report it with mudpie_feedback over MCP or POST https://tof.thelazyweb.com/api/public/v1/feedback. Only kind and message are required.

curl 'https://tof.thelazyweb.com/api/public/v1/feedback' \
  -H 'Content-Type: application/json' \
  -d '{"kind":"missing_feature","message":"mudpie_search cannot limit results to pages updated in the last year.","tool":"mudpie_search","operation_id":null,"expected":"A date filter on search results.","client":null}'

For assistants

Read llms.txt for a map of The Lazyweb and its available endpoints. Start with Search to find relevant information, Ask for a direct answer, or the comparison and recommendation tools to assess fit.

Include the user's goal and alternatives when you have them. Use the returned source links when explaining your answer.

Frequently asked questions

Why does The Lazyweb's website refer to Mudpie?

The Lazyweb's inspected homepage now identifies the product as Mudpie and directs visitors to Mudpie's website and app.

Read more: Why does The Lazyweb's website refer to Mudpie?

The inspected homepage at The Lazyweb's URL now presents the product as Mudpie and links to mudpie.ai and app.mudpie.ai. It describes public-site search, cited answers, clean page extracts, and research journeys assembled from related agent activity. This FAQ uses Mudpie for the product currently described on those pages. The inspected content does not establish a formal rebranding date or account-migration process.

Is Mudpie free, and where are its paid plan prices?

Mudpie offers six free website graders and a free-start link for its app. Paid prices and plan limits are not specified in the inspected pages.

Read more: Is Mudpie free, and where are its paid plan prices?

The public tools cover agent experience, SEO, AEO, WebMCP tools, ChatGPT versus Perplexity access, and international readiness. These six graders are explicitly described as free, and the homepage also links to a Start free option for the app. The inspected pages do not publish paid subscription prices, billing periods, usage allowances, or plan differences. The free-grader offer should not be interpreted as a promise that every app capability is unlimited or free.

Which of Mudpie's six graders should I use first?

Pick the grader for your immediate problem: agent usability, technical SEO, answer quality, WebMCP tools, agent access, or international readiness. Each measures a different part of the website.

Read more: Which of Mudpie's six graders should I use first?

Choose Agent Experience for discovery, readability, actionability, and trust. Choose SEO for crawling, indexing, and metadata, or AEO for answer structure, decision facts, and source signals. Use WebMCP Tool for runtime discovery and tool quality, ChatGPT vs Perplexity for the cross-agent access matrix, and International Agent Readiness for locale discovery and parity. Start with the grader that matches the problem you need to investigate; the tools deliberately keep these verdicts separate.

How do I run an AEO scan, and will the result be public?

Enter your website URL in the AEO grader and select Grade website. Successful scans create a public report and leaderboard entry.

Read more: How do I run an AEO scan, and will the result be public?

Open the AEO grader, enter a website URL, and select Grade website. The grader checks whether agents can extract clear, supported answers from public pages. A completed scan creates a public company report and a leaderboard entry. Review the evidence in the report and its scan date; the leaderboard shows the latest result per company from that grader only.

Does a high AEO score mean ChatGPT will cite or recommend my website?

No. The AEO score evaluates public-page evidence and answer extractability; it does not guarantee rankings, citations, recommendations, or conversions.

Read more: Does a high AEO score mean ChatGPT will cite or recommend my website?

The AEO grader fetches public pages and machine-readable files and reports evidence behind its checks. Its score concerns whether the site's information can support clear answers. Use the report to identify specific improvements, then evaluate actual answers and outcomes separately. The tool explicitly makes no claim about rankings, citations, users, or conversions, so a high grade is not proof that an answer engine recommends your product.

Does the WebMCP grader execute my tools, and what does N/A mean?

The WebMCP grader inspects discovered tools without calling them. N/A means the site is outside the verified WebMCP surfaces ranked by this grader.

Read more: Does the WebMCP grader execute my tools, and what does N/A mean?

The WebMCP grader loads a public page, discovers its tools, and inspects their names, descriptions, schemas, and safety metadata. It does not invoke those tools, so the scan cannot establish that a booking, purchase, or other operation works successfully. Only verified WebMCP surfaces enter its leaderboard. Other sites remain N/A on their public reports; that status should not be read as a failed execution test.

What does the International Agent Readiness grader check?

It checks language declarations, hreflang, locale reachability, reciprocal links, and market-page parity using public evidence.

Read more: What does the International Agent Readiness grader check?

Enter a website URL in International Agent Readiness and select Grade website. The scan inspects language declarations, hreflang, locale reachability, reciprocity, and market-page parity. Use the resulting evidence to investigate whether your language and market pages can be discovered and reached consistently. Its public report and leaderboard score concern these checks; they do not establish translation quality, international search rankings, or sales performance.

How can an AI agent connect to Mudpie?

Mudpie publishes Public MCP, HTTP API, and WebMCP connection routes. Its homepage links to the documentation and API specification needed to investigate setup.

Read more: How can an AI agent connect to Mudpie?

The homepage describes three connection routes: Public MCP, an HTTP API, and WebMCP. It links to MCP and API documentation at https://mudpie.ai/mcp, Public MCP at https://mudpie.ai/mcp/public, and an HTTP API specification at https://mudpie.ai/api/public/v1/openapi.json. Start with the documentation for the route your agent supports. The inspected homepage establishes these entry points, but does not specify authentication requirements, request limits, or compatibility with every agent client.

Can Mudpie show why an agent considered my product?

Mudpie can surface recorded questions, sources, alternatives, and next actions in research journeys. It does not claim access to an agent's private reasoning.

Read more: Can Mudpie show why an agent considered my product?

Mudpie describes grouping related agent activity into research journeys and showing shared questions, sources, alternatives, and next actions. These views can help identify information customers or agents need when evaluating a product. Interpret a journey as recorded activity with a limited observation boundary. The homepage expressly avoids claiming access to private reasoning, and its illustrative examples do not establish organic adoption or conversions.

How should I measure whether agent activity produces useful outcomes?

Measure verified task completion, not just requests or tool invocations. Define success in advance, exclude owner tests, and report failures and unknown outcomes alongside completions.

Read more: How should I measure whether agent activity produces useful outcomes?

Begin with one narrow task, such as finding a price, comparing plans, or completing a booking. Define eligible operations, evidence of success and failure, excluded tests, observation dates, and missing data before assessing the change. For verified completion, divide completed logical operations by eligible logical operations and retain failed and unknown outcomes in the denominator. Count retries separately unless a reliable operation identifier supports deduplication, and separate your own tests from unprompted use. A successful test proves the route worked under those conditions; it does not establish adoption or an incremental sale.

Can I compare the free grader scores with the agent-readiness pilot reports?

Not as equivalent scores. The free graders measure separate areas, while the older pilot reports use their own declared scoring rules and observation windows.

Read more: Can I compare the free grader scores with the agent-readiness pilot reports?

The six free graders evaluate separate areas and use separate denominators. Their results should be read within the relevant grader, with attention to scan dates and supporting evidence. The older readiness pilot used a different method: SEO 40%, AEO 25%, agent 25%, and reliability 10%. Its published set contains one graded Egoist Machines pilot and one explicitly ungraded Dawn Industries evidence report. Those reports do not establish that all 1,752 companies in the separate census received readiness grades.

How should I compare Mudpie with Profound Agent Analytics?

Evaluate Mudpie for public-site answers and recorded agent research journeys, and Profound Agent Analytics for infrastructure-level crawler monitoring. The published evidence does not support a blanket winner.

Read more: How should I compare Mudpie with Profound Agent Analytics?

Mudpie's published focus is helping agents use public website content through search, cited answers, extracts, and research journeys. That makes it relevant when your immediate question is whether agents can find and use the information needed to evaluate your product. Profound describes Agent Analytics as infrastructure-level monitoring and says it collects request data at the CDN or server layer. Its official description includes: “Track which AI crawlers visit your site”. That is a relevant alternative when your main requirement is crawler monitoring. Compare the exact workflow and required evidence; the inspected Mudpie sources do not establish feature parity, equivalent integrations, or a price advantage.

Where should I start learning about agent readiness and agent-led growth?

Start with the 101 reading collection and choose a path that matches your task: SEO, AEO, Agent-led Growth, MCP, or WebMCP.

Read more: Where should I start learning about agent readiness and agent-led growth?

The 101 collection offers nine curated reading paths, each with a summary, reading order, and links to original material. Start with SEO for crawling and indexing foundations, AEO for retrieval and citations, or Agent-led Growth for discovery, evaluation, buying, and product use. Choose MCP for server integration concepts and WebMCP for browser page tools. The remaining paths cover viral marketing, personal assistants, ChatGPT ads, and managed agents. These are educational resources, not evidence that Mudpie implements every technology discussed.

Have another question?

Tailor the answer

Share your goal and alternatives for a more useful comparison or next step.