UsageMax public observability
Read-only MCP for AI usage profiles, leaderboards, stats, and docs; no writes or private data.
A91/100grade A
Adoption
Growing
0 stars
Reviews
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If you have run it, two minutes of your experience saves the next person an afternoon.
Tools (4)
write = sends, deletes, buys or postsask_siteFreeAsk a bounded natural-language question about UsageMax and receive cited public resources.
leaderboardFreeRead the public UsageMax leaderboard (maximum 100 rows).
network_statsFreeRead aggregate public UsageMax network statistics and render the optional inline observability view.
public_profileFreeRead one opt-in public UsageMax profile and aggregate statistics.
Public scan report
scanner v0.1.3 · 2026-09-19 · same rubric, same numbers if you re-run it
no findings
- –Code scanremote-only server, no package to scann/a
- Live reliabilityremote reachable in 1459ms20/20
- Tool poisoning4 tool descriptions checked15/15
- Auth qualityopen endpoint, read-only tools10/15
- Maintenancelast push 3 days ago15/15
- Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10
Overall 91/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON
Install directly
claude mcp add --transport http usagemax https://usagemax.com/mcp
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