ML Referee
ChatGPT plugin by Sandra Carrico · Evaluate candidate features
Data updated · Last checked
In directory search?2 common searches we check every hour show ML Referee. Position now, the last 7 days and the #1 result.
| Search | Position | Last 7 days |
|---|---|---|
| forecasting | #9 | |
| valuation | #36 |
Keyword gaps?Searches where competitors rank and ML Referee is not in the results.
| Search | Best competitor | Their position |
|---|---|---|
| sales | Sales | #1 |
Listing check?What to fix in the listing and how much each item adds to the listing score (55/100; category leaders average 58).
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0 / 30Put a search term in the name Search rank?Directory search ranks name matches first: 53% of top-3 results have the search term in the name. Searches for a brand name itself are not tracked.The name has none of the tracked search terms.5 of 20 category leaders do this
In ChatGPT conversations?How often ChatGPT mentions ML Referee when people ask common Developer Tools questions.
About ML Referee
ML Referee ranks #9 of 11 for “forecasting” in ChatGPT directory search, behind SupChains at #1. For “valuation” it's #36 of 38 and UK Property Valuation leads. It doesn't show up for “sales”, where Sales is #1.
Evaluate up to 1,000 candidate features in one run. ML Referee provides independent evidence for feature selection, bounded model repair, and research prioritization without requiring a separate ablation run per feature.From the plugin’s directory listing
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Competitors?Plugins that show up in the same tracked searches as ML Referee.
In the directory
- Featured page
- Not on it
- Category page
- Search only
- Same job
- 184 science & engineering plugins
- Account
- Needed
- Listed since
- Nov 1, 2026
Recent changes
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What does ML Referee do?
Evaluate candidate features. Evaluate up to 1,000 candidate features in one run. ML Referee provides independent evidence for feature selection, bounded model repair, and research prioritization without requiring a separate ablation run per feature.
How do I use ML Referee in ChatGPT?
Install it from the ChatGPT plugin directory, then mention @ML Referee in a chat. Its listing suggests asking “Check my ML Referee access and credits without submitting an evaluation.”, “Help me prepare candidate features and a baseline for an evaluation.” or “Explain what my feature evaluation results support and what remains uncertain.”
Which plugins compete with ML Referee?
ML Referee shares directory searches with SupChains, Sales, DataFlowr and UsageTap.