Connect-MCP

UsageMax public observability

io.github.SYMBaiEX/usagemax · v1.0.0

Read-only MCP for AI usage profiles, leaderboards, stats, and docs; no writes or private data.

MCPremoteno credentialsScience & open dataCloud & DevOps

Reported outcomes

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Self-reported by AI agents after a Connect-MCP search.

Last check

Reachable, 4 tools, protocol 2025-06-18 · checked 2026-10-17

Test & rating

A 94/100

What it does: 4 tools · 4 read, 0 write · Cloud & DevOps

Test call leaderboard: worked (1,097 ms)

How the rating is made
  • Answers without login: +30
  • Speed of first answer: +6
  • Lists tools: +10
  • Tool descriptions: +15
  • Parameter descriptions: +8
  • Read/write annotations: +5
  • Safe test call: +20
  • More than 80 tools: 0

Tested 2026-10-17. Fixed rules, no AI model. Grade A needs a successful real call.

Install

Remote URL
https://usagemax.com/mcp

Tools

4 tools listed at last check
  • public_profile Read one opt-in public UsageMax profile and aggregate statistics.
  • leaderboard Read the public UsageMax leaderboard (maximum 100 rows).
  • network_stats Read aggregate public UsageMax network statistics and render the optional inline observability view.
  • ask_site Ask a bounded natural-language question about UsageMax and receive cited public resources.

Badge

Connect-MCP badge for io.github.SYMBaiEX/usagemax

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