Products

MCGrad

Production-ready multicalibration

mcgrad.dev Source★ 6MITAI Models & Agents / Prompts, Evals & LLM Observability

AI Benchmark
Desktop
Mobile
Monthly visits
<5K
Sep 2026
Public revenue
Undisclosed
No public revenue evidence yet
Entry price
Free
No monthly subscription pricing
Creators
lumpilumpi
No social account linked
Launched
9mo ago
2026-02-18 · Est.

Traffic

Last 12 months
Monthly visitsData through Sep 2026 · Oct 2026 pending
Events1 marketing move

Marketing moves

Launches, search & content, referrals, promotions
  • Launched on Show HN (4 pts)Launch

    MCGrad – Fix ML Calibration in Subgroups (Open Source from Meta) — Hi HN, We're the team at Meta open-sourcing MCGrad. We built this because we found that models often look calibrated on global metrics but…

    Feb 18 · 9mo agoLaunch page

Third-party reviews & case dossiers

Acquisition breakdowns, engineer reviews & open-source metrics
Show HN
2026-02-18Source
Post excerpt:
Hi HN, We're the team at Meta open-sourcing MCGrad. We built this because we found that models often look calibrated on global metrics but fail silently on specific data slices (subgroups). This library provides production-ready implementations of "multicalibration" to detect and fix these local biases. Unlike standard calibration (which looks at the average

Open Source & Self-Hosting

GitHub · MCP / Skill
Last commit 2026-10-15
GitHub Stars
★ 6
Forks
3
License
MIT
Primary language
Go

Traffic sources

Sep 2026

Traffic breakdown

Channels

  • Direct30%
  • Organic Search25%
  • Referrals13%
  • Display Ads9%
  • Other23%

Countries

  • United States100%

Search

Domain authority —Domain registered 2025-10-27

KeywordMonthly volume
mcgrad: multicalibration at web scale“430

Traffic data: Vaneform

Pricing

Pricing page not identified yet, or no public pricing listed.

Pages & changes

Tracked since 2026-07-31

Key pages

Weekly snapshots
Home
mcgrad.dev/ Snapshot 2026-11-04

Changes

No pricing, plan, or positioning changes detected since tracking started.

Questions & evidence

How much website traffic does MCGrad get?
Vaneform estimates <5K website visits in 2026-09. Visits can include repeat visits; this estimate measures web traffic separately from paying customers or revenue.Source
What is MCGrad and what platforms does it support?
MCGrad is catalogued under Prompts, Evals & LLM Observability: Production-ready multicalibration. Supported platforms: API.
Is MCGrad open source?
MCGrad has a public repository (https://github.com/facebookincubator/MCGrad) under the MIT license, recording 6 GitHub stars.Source

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