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Confidence Calibration Report · www.mahastrategies.com

Compute binary Brier score and count-weighted ECE

Compute binary Brier score and count-weighted ECE for up to 256 declared held-out score/outcome pairs. Supports probability or percent scores, normalized to probabilities. Equal-width bins use exact rational boundaries: lower inclusive, upper exclusive, final bin includes 1. Empty bins report null means/gaps. No clinical validity claim.

Ready now2 calls · 2 buyers in 30 days

Input

Sample response

Published by the provider. Your run returns a fresh response.

response7 keys
amountBaseUnits"47000"
boundaries1 item
0"Public or synthetic inputs only. Caller labels are declarations,…"
inputDigest"sha256:6b207dbfe3beaadb731bb40b19f194376e27a59b64db60bff20a0a316…"
offerId"confidence-calibration-report"
receiptDigest"sha256:34bf193cabf312b023b80ea60c8aae02b01f6f96133d0d6640cbdc6e1…"
result8 keys
binConvention"equal-width; lower-inclusive-upper-exclusive; final-includes-one…"
brier"0.083333333333"
clinicalValidityClaimedfalse
dataClass"synthetic"
ece"0.166666666667"
heldOutVerifiedfalse
scoreUnits"probability"
version"maha-microproducts/0.1"
responseobject, 7 keys
Your agent can do this on its own
Add the MCP URL in Claude Code, Cursor or Codex. Your agent can run Tools within its spending limits, or ask for approval each time. Connect your agent

Connect your agent

Add one MCP URL and your agent can find and run this tool within its spending limits. Choose “Ask each time” if you want to approve every Call.

MCP URL

https://app.aecon.ai/mcp
Terminalbash
claude mcp add --transport http --scope user agentic-economy "https://app.aecon.ai/mcp"

In Claude Code, open /mcp, select agentic-economy, then choose Authenticate.

Track record

Paid calls, last 30 days
2
Buyers, last 30 days
2
Last paid call

Reported by the x402 directory.

A$0.067 per call