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Mazza AI Studio MCP server

Which MCP servers are Mazza AI Studio's own, from the official registry and from asking its own domain, whether they answer, and what they offer. A program checked each of these, nobody copied them from a product page.

read 2026-11-03

← Back to Mazza AI Studio

Whose server it is
  • Registry namecom.mazzagrp/mcpverified in the MCP registry

The registry name sits under mazzagrp.com. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.

When we asked itchecked 2026-11-03
  • Stateanswerschecked 2026-11-03
  • Tools23
  • Server calls itselfmazzagrp-mcp
  • Server version1.0.0
  • Protocol version2025-06-18

On 2026-11-03 the server answered initialize and tools/list without a sign-in. First answer in 177 ms.

Should an agent connect itNot proven either way yet
  • Whether its tools do the product's job has not been judged yet.
  • Checked on 1 of the 7 days it takes to judge reliability.

Said by rules from the measurements above. The likely first call is a model's pick from the tool list; read its description before relying on it.

Measured dailydaily checks: 1, the first on 2026-11-03
  • INITE MCP scoreafter a weeka score needs 7 daily checks: 1 so far
  • Answeredmeasuring1 of the 7 daily checks it takes to print a share
  • Median first answer282 ms
  • Space in an agent's context≈ 1,694 tokensthe definitions of all its tools (23), which an agent carries on every turn
  • Tool definitionsB · 83 of 100
  • Typed results0 of 23 toolsdeclared outputSchema: results come typed, read once
  • Not saying whether it only reads or can destroy: 23 of 23

What an agent can do with it

  • not sure · scrape and qualify sales leads from multiple sources
  • not sure · run a chatbot that answers inquiries and books appointments
  • not sure · answer questions from source documents with traceable citations

Each of the product's use cases, put to Jev against this server's tool list: can an agent do it with these tools?

Worth a look

None of the five warning signs in these definitions.

A program checks the server once a day: initialize and tools/list, no model. Tokens are the definitions' length at about four characters a token. The grade averages six checks of every tool's name, description, schema and annotations; it says how well the tools are described, not whether they work. The score weighs what was measured and nothing else: answering (25%), doing the product's job (25%), definitions (20%), context (10%), use (10%) and how readily a client connects (10%). A part that was not measured is left out, and a hidden instruction caps the score at 40. The state of vendors' MCP servers: method and numbers →

Tools it offers23 tools · read 2026-11-03
  • demo_free

    One real LLM answer, no payment — validates the x402 flow before you pay. FREE — no payment required.

  • event_ops

    Event planning & operations for catering/corporate/hospitality agents: run-of-show, staffing, risk, vendor negotiation, budget guardrails. Price: $2.50/call (x402, USDC on Base).

  • ai_consultation

    AI consultation with a senior strategist. Price: $5.00/call (x402, USDC on Base).

  • workflow_automation

    AI-powered workflow automation design and implementation. Price: $15.00/call (x402, USDC on Base).

  • chatbot

    Conversational AI chatbot interaction. Price: $1.00/call (x402, USDC on Base).

  • web_agent

    AI web agent for autonomous browsing and task execution. Price: $1.80/call (x402, USDC on Base).

  • simulation

    AI scenario simulation and modeling. Price: $2.00/call (x402, USDC on Base).

  • worldbuilder

    AI worldbuilding for fiction, games, and RPGs. Price: $2.00/call (x402, USDC on Base).

  • mcp_eval

    MCP (Model Context Protocol) evaluation and scoring. Price: $2.00/call (x402, USDC on Base).

  • knowledge_recall

    Memory recall and context retrieval. Price: $0.20/call (x402, USDC on Base).

  • autoflow

    AI-powered automated workflow orchestration. Price: $1.50/call (x402, USDC on Base).

  • rag_query

    Retrieval-augmented generation pipeline. Price: $1.50/call (x402, USDC on Base).

  • negotiation_advisor

    AI negotiation assistant and strategy advisor. Price: $1.50/call (x402, USDC on Base).

  • desktop_assistant

    Desktop application AI assistant. Price: $1.50/call (x402, USDC on Base).

  • longform_qa

    Long-form question answering with deep analysis. Price: $1.00/call (x402, USDC on Base).

  • text_to_sql

    AI-powered SQL query generation and optimization. Price: $1.20/call (x402, USDC on Base).

  • model_arena

    AI model comparison and benchmarking arena. Price: $1.20/call (x402, USDC on Base).

  • design_recommendations

    AI-assisted design recommendations and mockups. Price: $0.80/call (x402, USDC on Base).

  • temporal_orchestration

    Temporal workflow orchestration assistant. Price: $0.80/call (x402, USDC on Base).

  • puzzle_solver

    AI puzzle generation and solving. Price: $0.80/call (x402, USDC on Base).

  • storyforge

    AI-powered creative story generation and worldbuilding. Price: $0.60/call (x402, USDC on Base).

  • sheets_automation

    AI spreadsheet formula generation and data analysis. Price: $1.00/call (x402, USDC on Base).

  • character_roleplay

    AI character generation and development. Price: $0.10/call (x402, USDC on Base).

How to connect

Add the server to your MCP client config. Claude Desktop, Cursor and most other clients read this shape:

{
  "mcpServers": {
    "mazzagrp": {
      "type": "http",
      "url": "https://mazzagrp.com/mcp"
    }
  }
}

Add it

Claude Code, in a terminal

claude mcp add --transport http mazzagrp https://mazzagrp.com/mcp

Add to CursorAdd to VS Code

claude.ai, ChatGPT and other clients: add https://mazzagrp.com/mcp as a custom connector in the settings.

OpenAPI spec

23 paths, read 2026-11-03. Open the spec ↗

Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.