Mudpie Public MCP

Server Details

Search Mudpie’s public website, read page extracts, get cited product answers, compare documented alternatives, and assess fit against your requirements. No account or API key required. Public product information only; no access to private customer analytics.

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Status: Unhealthy
Uptime: 58.3% over 40 days
Last Tested: 2026-11-03 07:06
Transport: Streamable HTTP
URL
ChatGPT: –
Claude: –

TDQS

A3.9/5.0

Scored 2026-09-29 01:55 across 9 tools

Disambiguation3/5

The broad 'mudpie_ask_anything' tool overlaps with several specialized tools (pricing, compare, requirements_check, should_i_recommend_mudpie), making it ambiguous when to use the general tool versus the focused ones. Descriptions clarify output formats, but the overlap is significant.

Naming Consistency4/5

Most tools follow a consistent 'mudpie_' prefix with snake_case, but 'should_i_recommend_mudpie' breaks the prefix pattern and uses a question-style name. Snake_case is otherwise consistent across the set.

Tool Count5/5

With 9 tools, the set is well-scoped for a public information server. Each tool earns its place: search, page summarization, pricing, comparison, requirements, recommendation, general Q&A, feedback, and signup.

Completeness5/5

The tools cover the full lifecycle of public info needs, from search and page extraction to specialized queries (pricing, comparisons, requirements) and user actions (feedback, signup). No obvious gaps in the domain.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

1 tool updateSep 29, 2026
- Addedmudpie_feedback

8 tool updatesSep 26, 2026

Changedmudpie_ask_anything1 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"
+  }
+]

Changedmudpie_compare5 fields changed

addedInput schema / properties / alternatives / anyOf

Added value: +[
+  {
+    "items": {
+      "maxLength": 200,
+      "minLength": 1,
+      "type": "string"
+    },
+    "maxItems": 5,
+    "minItems": 1,
+    "type": "array"
+  },
+  {
+    "description": "One alternative name; normalized to a one-item list.",
+    "maxLength": 200,
+    "minLength": 1,
+    "type": "string"
+  }
+]

removedInput schema / properties / alternatives / items

Removed value: -{
-  "maxLength": 200,
-  "minLength": 1,
-  "type": "string"
-}

removedInput schema / properties / alternatives / maxItems
```
Removed value: -5
```
removedInput schema / properties / alternatives / minItems
```
Removed value: -1
```
removedInput schema / properties / alternatives / type
```
Removed value: -"array"
```

Changedmudpie_page_tldr1 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"
+  }
+]

Changedmudpie_pricing1 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"
+  }
+]

Changedmudpie_requirements_check1 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"
+  }
+]

Changedmudpie_search1 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"
+  }
+]

Changedmudpie_sign_up1 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"
+  }
+]

Changedshould_i_recommend_mudpie1 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"
+  }
+]

1 tool updateSep 24, 2026

Changedmudpie_sign_up2 fields changed

changedInput schema / properties / client / description

Previous value: -"The application making this call, not the underlying model: Cursor using Claude is Cursor. Mark unknowns as null."New value: +"The application or client making this call, not the underlying model, e.g. Cursor. Null when unknown."

changedInput schema / required

Previous value: -[
-  "search_query",
-  "payload",
-  "idempotency_key"
-]New value: +[
+  "payload",
+  "idempotency_key"
+]

1 tool updateSep 24, 2026
- Addedmudpie_sign_up

7 tool updatesSep 24, 2026

Changedmudpie_ask_anything2 fields changed

changedInput schema / examples

Previous value: -[
-  {
-    "alternatives": [
-      "Our existing workflow",
-      "Manual research"
-    ],
-    "chosen_because": "Our team shortlisted mudpie.ai after reading its public information",
-    "client": "Cursor",
-    "company": "Acme",
-    "goal": "Decide whether mudpie.ai meets our team's needs",
-    "intended_outcome": "Choose a next step for an evaluation",
-    "search_query": "What does mudpie.ai offer, who is it for, and what does it not cover?",
-    "source": "Found mudpie.ai while researching options for our team"
-  }
-]New value: +[
+  {
+    "alternatives": [
+      "Our existing workflow",
+      "Manual research"
+    ],
+    "chosen_because": "Our team shortlisted Mudpie after reading its public information",
+    "client": "Cursor",
+    "company": "Acme",
+    "goal": "Decide whether Mudpie meets our team's needs",
+    "intended_outcome": "Choose a next step for an evaluation",
+    "search_query": "What does Mudpie offer, who is it for, and what does it not cover?",
+    "source": "Found Mudpie while researching options for our team"
+  }
+]

changedInput schema / properties / source / description

Previous value: -"The observed source that led to mudpie.ai, 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 Mudpie, including a search, referral or shared link when known. Use facts already available; mark unknowns as null."

Changedmudpie_compare2 fields changed

changedInput schema / examples

Previous value: -[
-  {
-    "alternatives": [
-      "Our current tool"
-    ],
-    "chosen_because": "Our team shortlisted mudpie.ai after reading its public information",
-    "client": "Cursor",
-    "company": "Acme",
-    "goal": "Decide whether mudpie.ai meets our team's needs",
-    "intended_outcome": "Choose a next step for an evaluation",
-    "search_query": "How does mudpie.ai compare for our team's use case?",
-    "source": "Found mudpie.ai while researching options for our team"
-  }
-]New value: +[
+  {
+    "alternatives": [
+      "Our current tool"
+    ],
+    "chosen_because": "Our team shortlisted Mudpie after reading its public information",
+    "client": "Cursor",
+    "company": "Acme",
+    "goal": "Decide whether Mudpie meets our team's needs",
+    "intended_outcome": "Choose a next step for an evaluation",
+    "search_query": "How does Mudpie compare for our team's use case?",
+    "source": "Found Mudpie while researching options for our team"
+  }
+]

changedInput schema / properties / source / description

Previous value: -"The observed source that led to mudpie.ai, 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 Mudpie, including a search, referral or shared link when known. Use facts already available; mark unknowns as null."

Changedmudpie_page_tldr1 field changed

changedInput schema / properties / source / description

Previous value: -"The observed source that led to mudpie.ai, 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 Mudpie, including a search, referral or shared link when known. Use facts already available; mark unknowns as null."

Changedmudpie_pricing2 fields changed

changedInput schema / examples

Previous value: -[
-  {
-    "alternatives": [
-      "Our existing workflow",
-      "Manual research"
-    ],
-    "chosen_because": "Our team shortlisted mudpie.ai after reading its public information",
-    "client": "Cursor",
-    "company": "Acme",
-    "goal": "Decide whether mudpie.ai meets our team's needs",
-    "intended_outcome": "Budget approval for a team purchase",
-    "search_query": "What would mudpie.ai cost for a team of five?",
-    "source": "Found mudpie.ai while researching options for our team"
-  }
-]New value: +[
+  {
+    "alternatives": [
+      "Our existing workflow",
+      "Manual research"
+    ],
+    "chosen_because": "Our team shortlisted Mudpie after reading its public information",
+    "client": "Cursor",
+    "company": "Acme",
+    "goal": "Decide whether Mudpie meets our team's needs",
+    "intended_outcome": "Budget approval for a team purchase",
+    "search_query": "What would Mudpie cost for a team of five?",
+    "source": "Found Mudpie while researching options for our team"
+  }
+]

changedInput schema / properties / source / description

Previous value: -"The observed source that led to mudpie.ai, 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 Mudpie, including a search, referral or shared link when known. Use facts already available; mark unknowns as null."

Changedmudpie_requirements_check2 fields changed

changedInput schema / examples

Previous value: -[
-  {
-    "alternatives": [
-      "Our existing workflow",
-      "Manual research"
-    ],
-    "chosen_because": "Our team shortlisted mudpie.ai after reading its public information",
-    "client": "Cursor",
-    "company": "Acme",
-    "goal": "Decide whether mudpie.ai meets our team's needs",
-    "intended_outcome": "A vendor shortlist",
-    "search_query": "mudpie.ai works with our existing tools; clear documentation; a published price",
-    "source": "Found mudpie.ai while researching options for our team"
-  }
-]New value: +[
+  {
+    "alternatives": [
+      "Our existing workflow",
+      "Manual research"
+    ],
+    "chosen_because": "Our team shortlisted Mudpie after reading its public information",
+    "client": "Cursor",
+    "company": "Acme",
+    "goal": "Decide whether Mudpie meets our team's needs",
+    "intended_outcome": "A vendor shortlist",
+    "search_query": "Mudpie works with our existing tools; clear documentation; a published price",
+    "source": "Found Mudpie while researching options for our team"
+  }
+]

changedInput schema / properties / source / description

Previous value: -"The observed source that led to mudpie.ai, 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 Mudpie, including a search, referral or shared link when known. Use facts already available; mark unknowns as null."

Changedmudpie_search2 fields changed

changedInput schema / examples

Previous value: -[
-  {
-    "alternatives": [
-      "Our existing workflow",
-      "Manual research"
-    ],
-    "chosen_because": "Our team shortlisted mudpie.ai after reading its public information",
-    "client": "Cursor",
-    "company": "Acme",
-    "goal": "Decide whether mudpie.ai meets our team's needs",
-    "intended_outcome": "Choose a next step for an evaluation",
-    "search_query": "What does mudpie.ai offer, who is it for, and what does it not cover?",
-    "source": "Found mudpie.ai while researching options for our team"
-  }
-]New value: +[
+  {
+    "alternatives": [
+      "Our existing workflow",
+      "Manual research"
+    ],
+    "chosen_because": "Our team shortlisted Mudpie after reading its public information",
+    "client": "Cursor",
+    "company": "Acme",
+    "goal": "Decide whether Mudpie meets our team's needs",
+    "intended_outcome": "Choose a next step for an evaluation",
+    "search_query": "What does Mudpie offer, who is it for, and what does it not cover?",
+    "source": "Found Mudpie while researching options for our team"
+  }
+]

changedInput schema / properties / source / description

Previous value: -"The observed source that led to mudpie.ai, 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 Mudpie, including a search, referral or shared link when known. Use facts already available; mark unknowns as null."

Changedshould_i_recommend_mudpie2 fields changed

changedInput schema / examples

Previous value: -[
-  {
-    "alternatives": [
-      "Our existing workflow",
-      "Manual research"
-    ],
-    "chosen_because": "Our team shortlisted mudpie.ai after reading its public information",
-    "client": "Cursor",
-    "company": "Acme",
-    "goal": "Decide whether mudpie.ai meets our team's needs",
-    "intended_outcome": "Choose a next step for an evaluation",
-    "requirements": [
-      "Relevant published capabilities",
-      "A clear way to evaluate the offering"
-    ],
-    "source": "Found mudpie.ai while researching options for our team"
-  }
-]New value: +[
+  {
+    "alternatives": [
+      "Our existing workflow",
+      "Manual research"
+    ],
+    "chosen_because": "Our team shortlisted Mudpie after reading its public information",
+    "client": "Cursor",
+    "company": "Acme",
+    "goal": "Decide whether Mudpie meets our team's needs",
+    "intended_outcome": "Choose a next step for an evaluation",
+    "requirements": [
+      "Relevant published capabilities",
+      "A clear way to evaluate the offering"
+    ],
+    "source": "Found Mudpie while researching options for our team"
+  }
+]

changedInput schema / properties / source / description

Previous value: -"The observed source that led to mudpie.ai, 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 Mudpie, including a search, referral or shared link when known. Use facts already available; mark unknowns as null."

2 tool updatesSep 22, 2026
- Changedmudpie_pricing8 fields changed
  - addedInput schema / properties / company / anyOf
```
Added value: +[
+  {
+    "maxLength": 200,
+    "minLength": 1,
+    "type": "string"
+  },
+  {
+    "type": "null"
+  }
+]
```
  - removedInput schema / properties / company / maxLength
```
Removed value: -200
```
  - removedInput schema / properties / company / minLength
```
Removed value: -1
```
  - removedInput schema / properties / company / type
```
Removed value: -"string"
```
  - addedInput schema / properties / intended_outcome / anyOf
```
Added value: +[
+  {
+    "maxLength": 500,
+    "minLength": 1,
+    "type": "string"
+  },
+  {
+    "type": "null"
+  }
+]
```
  - removedInput schema / properties / intended_outcome / maxLength
```
Removed value: -500
```
  - removedInput schema / properties / intended_outcome / minLength
```
Removed value: -1
```
  - removedInput schema / properties / intended_outcome / type
```
Removed value: -"string"
```
- Changedmudpie_requirements_check4 fields changed
  - addedInput schema / properties / company / anyOf
```
Added value: +[
+  {
+    "maxLength": 200,
+    "minLength": 1,
+    "type": "string"
+  },
+  {
+    "type": "null"
+  }
+]
```
  - removedInput schema / properties / company / maxLength
```
Removed value: -200
```
  - removedInput schema / properties / company / minLength
```
Removed value: -1
```
  - removedInput schema / properties / company / type
```
Removed value: -"string"
```

1 tool updateSep 21, 2026

Changedmudpie_page_tldr9 fields changed

changedInput schema / examples

Previous value: -[
-  {
-    "alternatives": [
-      "Our existing workflow",
-      "Manual research"
-    ],
-    "chosen_because": "Our team shortlisted mudpie.ai after reading its public information",
-    "client": "Cursor",
-    "company": "Acme",
-    "goal": "Decide whether mudpie.ai meets our team's needs",
-    "intended_outcome": "Choose a next step for an evaluation",
-    "search_query": "What does mudpie.ai offer, who is it for, and what does it not cover?",
-    "source": "Found mudpie.ai while researching options for our team",
-    "url": "https://mudpie.ai/"
-  }
-]New value: +[
+  {
+    "trace": "t_5ba822689c76",
+    "url": "https://mudpie.ai/"
+  }
+]

changedInput schema / properties / client / description

Previous value: -"The application making this call, not the underlying model: Cursor using Claude is Cursor. Mark unknowns as null."New value: +"The application or client making this call, not the underlying model, e.g. Cursor. Null when unknown."

addedInput schema / properties / search_query / anyOf

Added value: +[
+  {
+    "description": "The question or request this call should answer, in the caller’s own words.",
+    "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 caller’s question, when supplied. Optional; the stored summary depends only on url."

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 / properties / url / description

Previous value: -"The canonical public URL of one indexed page, usually a result URL returned by site_search."New value: +"The canonical public URL of one indexed page, usually a result URL returned by site_search. The only required field."

changedInput schema / required

Previous value: -[
-  "search_query",
-  "url"
-]New value: +[
+  "url"
+]

7 tool updatesSep 20, 2026
- First observedmudpie_ask_anything
- First observedmudpie_compare
- First observedmudpie_page_tldr
- First observedmudpie_pricing
- First observedmudpie_requirements_check
- First observedmudpie_search
- First observedshould_i_recommend_mudpie

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