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Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

MCP server · Payments & trading

Mazza Group AI APIs

By mazzagrp.com Verified namespace

23 pay-per-call AI APIs for agents: x402, USDC on Base, no API keys.

WebsiteSource codeAI models & agentsFinance & payments
Connect to Mazza Group AI APIs
Checks passed
15 / 22

0 failed · 7 not measured

Median response
566 ms

Median of successful probes over 7 days

30-day uptime
Not measured

Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.

Discovered tools
23

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Responded

The server completed its last measured handshake. This is an observation, not a guarantee.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
500
Reliability & speedDoes it respond consistently and quickly?
103
Access & authenticationWhat is required to use this server?
102
Tool qualityAre the tool definitions usable by an agent?
400
Publisher identityCan the publisher be traced to its source?
402

Unmeasured means there is not enough evidence to decide. How these checks work

Inspect individual checks 22 recorded

Core

  • Pass
    Reachable

    Latest probe returned HTTP 200 in 561 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name mazzagrp-mcp.

  • Pass
    Lists tools

    tools/list returned 23 tools.

  • Pass
    Current protocol

    Negotiated 2025-11-25. The bar is 2025-06-18 or newer.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 566 ms over 2 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 571 ms over 2 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    2 of 2 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Pass
    Stable tool list

    No tool was removed and no required parameter was added in the last 30 days.

Access

  • Pass
    Open access

    tools/list succeeded with no credential, and the record declares none.

  • Not measured
    Standard auth

    Auth is not required, so the OAuth metadata check does not apply.

  • Not measured
    Free tier cited

    No publisher quote has been checked.

Tools

  • Pass
    Tools described

    Every tool description is at least 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Pass
    Parameters documented

    23 of 23 parameters have a description (100%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Pass
    Website matches publisher

    The website host matches the reverse-domain namespace.

  • Pass
    Source repo linked

    A repository URL is on file.

  • Not measured
    Repo owner matches

    This namespace is not an io.github login, so the owner comparison does not apply.

  • Pass
    Recently updated

    Updated 2026-11-04T22:08:32.392522Z, within 180 days.

  • Not measured
    Open-source licence

    The GitHub licence lookup has not returned an OSI result yet.

Start using Mazza Group AI APIs

Connect to this server

Choose your client, copy the configuration, then enable the server in your client’s MCP settings.

Run this command in your terminal, then restart Claude Code.

Claude Code

claude mcp add --transport http mazza-group-ai-apis https://mazzagrp.com/mcp

Capabilities

Tools 23

ai_consultation

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

Discovered
autoflow

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

Discovered
character_roleplay

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

Discovered
chatbot

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

Discovered
demo_free

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

Discovered
design_recommendations

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

Discovered
desktop_assistant

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

Discovered
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).

Discovered
knowledge_recall

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

Discovered
longform_qa

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

Discovered
mcp_eval

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

Discovered
model_arena

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

Discovered
negotiation_advisor

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

Discovered
puzzle_solver

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

Discovered
rag_query

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

Discovered
sheets_automation

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

Discovered
simulation

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

Discovered
storyforge

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

Discovered
temporal_orchestration

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

Discovered
text_to_sql

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

Discovered
web_agent

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

Discovered
workflow_automation

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

Discovered
worldbuilder

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

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected561 ms23
Connected571 ms23

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