Live · public
OnlyData Stats
Every data axiom we enforce, every catalog count, every dataset over time. Auto-refreshed via the daily DQ orchestrator.
Data Quality—
Catalog—
Datasets—
MCP Test—
Current axiom state
Trends · last 90 days
Hard + freshness violations over time
Sum of violations across hard- and freshness-severity axioms. Both classes mean something is broken; soft violations are aspirational and excluded.
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Per-axiom violation history
Each line is one axiom. Click a legend item to toggle.
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Dataset row counts over time
Each line is one custom dataset. Sourced from od_dataset_snapshots (daily). Toggle in legend.
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Person profiles over time
Total person profiles, claimed, and the AI Builders public dataset intersection. Sourced from od_profile_stats_snapshots (daily) + od_dataset_snapshots for AI Builders history.
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Person profiles by builder tier
Same builder_tier label as companies (S/A/B/C). Derived from person_ar_score + archetype nightly. See CLAUDE.md §Builder Tier.
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MCP smoke test — nightly run log
Drives mcp.onlydata.club as a real MCP client. Exercises every dataset tool, the builder-tier surface, and search-filter honesty. Failures telegram Cam on the spot; history here.