# Mazza Group AI APIs (remote · mazzagrp.com)

21 AI APIs pay-per-call with USDC on Base via x402. No keys, no signup.

- Trust score: 68/100 (medium)
- Change this week: +3
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-10-23

## Components

- remote · `mazzagrp.com`: 68/100 (this document), [markdown](https://verifymcp.io/servers/itsmeadamdamroma-mazzagrp/mazzagrp.md), [page](https://verifymcp.io/servers/itsmeadamdamroma-mazzagrp/mazzagrp)

## Channel facts

- Endpoint: `https://mazzagrp.com/mcp`
- Transports: `streamable-http`
- Auth: `none`
- Version: `1.0.0`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-10-23.

- **Endpoint Security**: 66/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - Authorisation not fully verified: no authorisation is required to call this server, and 23 tool(s) never declared a destructiveHint. The MCP spec treats an absent hint as destructive by default, so we cannot call this surface safe.
  - HTTPS is enforced; there's no plaintext access path.
  - The HSTS (Strict-Transport-Security) header is present.
  - DNSSEC is configured correctly; the domain's records validate against the full chain to the root.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 57/100
  - AI-judged instruction clarity (fair).
  - Tool/resource definitions use about 1242 tokens (~54/item across 23 items; 23 tools + 0 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 37/100
  - Stability observed for 11 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 100/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 100% of tool parameters carry a description.
- **Tool Safety**: 75/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - 0 of 1 tool(s) whose name or description implies an irreversible operation declare an MCP destructiveHint annotation; "mcp_eval" implies "eval" and declares no destructiveHint at all, which the MCP spec reads as destructive by default.
  - An AI judge read all 24 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

## Install

### How do I install the Mazza Group AI APIs MCP server?

Mazza Group AI APIs is a hosted endpoint at https://mazzagrp.com/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

### Claude

```bash
claude mcp add --transport http itsmeadamdamroma-mazzagrp 'https://mazzagrp.com/mcp'
```

### Cursor

```json
{
  "mcpServers": {
    "itsmeadamdamroma-mazzagrp": {
      "url": "https://mazzagrp.com/mcp"
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "itsmeadamdamroma-mazzagrp": {
      "type": "http",
      "url": "https://mazzagrp.com/mcp"
    }
  }
}
```

### Codex

```toml
[mcp_servers.itsmeadamdamroma-mazzagrp]
url = "https://mazzagrp.com/mcp"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "itsmeadamdamroma-mazzagrp": {
      "type": "remote",
      "url": "https://mazzagrp.com/mcp",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add itsmeadamdamroma-mazzagrp --url 'https://mazzagrp.com/mcp' --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  itsmeadamdamroma-mazzagrp:
    url: "https://mazzagrp.com/mcp"
```

### Netclaw

```json
{
  "McpServers": {
    "itsmeadamdamroma-mazzagrp": {
      "Transport": "http",
      "Url": "https://mazzagrp.com/mcp"
    }
  }
}
```

### Vellum

```bash
assistant mcp add itsmeadamdamroma-mazzagrp -t streamable-http -u 'https://mazzagrp.com/mcp'
```

### Other

```json
{
  "mcpServers": {
    "itsmeadamdamroma-mazzagrp": {
      "type": "http",
      "url": "https://mazzagrp.com/mcp"
    }
  }
}
```

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-10-22 (score 68, +1)

No change was recorded against any check on this day. Stability & Change Management went from 30 to 33. That category is still filling its 30-day observation window: 9 days of observed history at the previous scan, 10 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-20 (score 67, +1)

No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-17 (score 66, +1)

No change was recorded against any check on this day. Stability & Change Management went from 13 to 17. That category is still filling its 30-day observation window: 4 days of observed history at the previous scan, 5 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-15 (score 65, +1)

No change was recorded against any check on this day. Stability & Change Management went from 7 to 10. That category is still filling its 30-day observation window: 2 days of observed history at the previous scan, 3 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-13 (score 64, +1)

- [functional improvement] Stability: unverified → 0.03

### 2026-10-12 (score 63)

First indexed and scored.

## MCP tools (23)

### `demo_free` (~50 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `event_ops` (~72 tokens)

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).

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `ai_consultation` (~52 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `workflow_automation` (~52 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `chatbot` (~48 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `web_agent` (~53 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `simulation` (~48 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `worldbuilder` (~55 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `mcp_eval` (~54 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `knowledge_recall` (~50 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `autoflow` (~50 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `rag_query` (~50 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `negotiation_advisor` (~51 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `desktop_assistant` (~49 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `longform_qa` (~53 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `text_to_sql` (~52 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `model_arena` (~51 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `design_recommendations` (~53 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `temporal_orchestration` (~51 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `puzzle_solver` (~49 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `storyforge` (~52 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `sheets_automation` (~52 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

### `character_roleplay` (~50 tokens)

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

Input parameters:

- `prompt` (string, required): The task, question, or input for this AI service.

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/itsmeadamdamroma-mazzagrp/mazzagrp#diagnostics

## Score history

- 2026-10-23: 68
- 2026-10-22: 68
- 2026-10-21: 67
- 2026-10-20: 67
- 2026-10-19: 66
- 2026-10-18: 66
- 2026-10-17: 66
- 2026-10-16: 65
- 2026-10-15: 65
- 2026-10-14: 64
- 2026-10-13: 64
- 2026-10-12: 63

## Common questions

### What is the Mazza Group AI APIs MCP server?

Mazza Group AI APIs is an MCP server listed in the public MCP registry as io.github.itsmeadamdamroma/mazzagrp. 21 AI APIs pay-per-call with USDC on Base via x402. No keys, no signup. This page covers its hosted endpoint (https://mazzagrp.com/mcp).

### Is the Mazza Group AI APIs MCP server safe to use?

Mazza Group AI APIs scores 68 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

### What tools does the Mazza Group AI APIs MCP server expose?

Mazza Group AI APIs exposes 23 tools: demo_free, event_ops, ai_consultation, workflow_automation, chatbot, and 18 more. Their descriptions and schemas cost roughly 1,197 tokens of context every time the server is loaded.

### Does the Mazza Group AI APIs MCP server require authentication?

No. We connected to Mazza Group AI APIs without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

### Is the Mazza Group AI APIs MCP server still maintained?

Mazza Group AI APIs is still listed as active in the MCP registry. We last reached this channel on 23 October 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

## Links

- Remote endpoint: https://mazzagrp.com/mcp
- Repository: https://github.com/itsmeadamdamroma/mcp-server
- Changelog RSS feed: https://verifymcp.io/servers/itsmeadamdamroma-mazzagrp/mazzagrp.xml
- Changelog JSON feed: https://verifymcp.io/servers/itsmeadamdamroma-mazzagrp/mazzagrp.json
- HTML version of this page: https://verifymcp.io/servers/itsmeadamdamroma-mazzagrp/mazzagrp