CLEAN DATA · WHAT'S LIVE

Data Status

We build the whole framework now on a 2024 sample, so a paid feed is a plop-in-key later — no rebuild. Here's exactly which feeds are the sample and which are live. Clean data only on these boards: nothing here is scraped, and nothing goes live (or spends) until a licensed key is dropped in.

0 live · 5 sample · of 5 feeds — checked 2026-07-09

Live scores 2024 SAMPLE

mock — 2024 sample (framework preview; no key)

enabled: no key: not set (MYSPORTSFEEDS_API_KEY) provider: mysportsfeeds

To go live Licensed scores feed (MySportsFeeds ~$40-100/mo). Set MYSPORTSFEEDS_API_KEY in .env + data_sources.scores.enabled: true.

RB front / coverage matchup 2024 SAMPLE

mock — 2024 sample (framework preview; no key)

enabled: no key: not set (RB_COV_API_KEY) provider: sis

To go live Licensed RB-matchup feed (SIS / PFF / Fantasy Points, public-display rights). Set RB_COV_API_KEY in .env + data_sources.rb_cov.enabled: true to go live.

TE coverage matchup 2024 SAMPLE

mock — 2024 sample (framework preview; no key)

enabled: no key: not set (TE_COV_API_KEY) provider: sis

To go live Licensed TE-matchup feed (SIS / PFF / Fantasy Points, public-display rights). Set TE_COV_API_KEY in .env + data_sources.te_cov.enabled: true to go live.

WR-vs-CB coverage 2024 SAMPLE

mock — 2024 sample (framework preview; no key)

enabled: no key: not set (SIS_API_KEY) provider: sis

To go live Licensed coverage feed (SIS / PFF / Fantasy Points, public-display rights). Set SIS_API_KEY in .env + data_sources.wr_cb.enabled: true to go live.

X / Twitter sentiment 2024 SAMPLE

mock — 2024 sample (framework preview; no key)

enabled: no key: not set (X_BEARER_TOKEN) provider: x_api

To go live Official X API (pay-per-use ~$25-100/mo in-season). Set X_BEARER_TOKEN in .env + data_sources.x.enabled: true.

Open data pulls every file we fetch — published open data, no key, receipts included

The site's free layer runs on published open-data releases (nflverse) — downloaded whole, cached locally, refetched on a timer. Nothing is scraped from anyone's website; these are files the community publishes for exactly this use. Here's each one, what it powers, and how fresh our copy is.

Source fileWhat it powersCache ageSize
Weekly player statsplayer_stats_2024.csv stat lines, DvP grades, shares, VOR, shapes 2h 1.7 MB
League schedulegames.csv matchups, byes, Vegas lines, venue, rest 3h 2.2 MB
Seasonal rostersroster_2026.csv age & experience chips 2h 0.8 MB
Snap countssnap_counts_2024.csv snap % tiles + true team pace 2h 2.4 MB
Next Gen Stats (rec)ngs_receiving.csv.gz real separation / YAC over expected 2h 1 MB
Next Gen Stats (rush)ngs_rushing.csv.gz rush yards over expected (RYOE) 2h 0.3 MB
Official depth chartsdepth_charts_2026.csv listed roles, the room, handcuff 2nd source 2h 30.4 MB
Draft picksdraft_picks.csv draft capital + the rookie class 2h 1.7 MB

Board freshness the scheduled refresh's dead-man switch

Every board below is restamped by the scheduled refresh. If one sits older than 36 hours — the scheduled refresh missed a run — it goes amber. Ages are measured against your clock, right now, not against when this page was built.

byes 0h ago fresh
composite 150h ago STALE
coverage 0h ago fresh
defenses 0h ago fresh
divergence 0h ago fresh
dynasty 191h ago STALE
guillotine 0h ago fresh
handcuffs 0h ago fresh
injuries 0h ago fresh
movers 0h ago fresh
outlook 0h ago fresh
players 1h ago fresh
rankings 0h ago fresh
rankings_formats 0h ago fresh
rookies 0h ago fresh
snapshot-issue-01 no stamp STALE
sos 0h ago fresh
streamers 0h ago fresh
thisweek 0h ago fresh
tiers 0h ago fresh
trade 167h ago STALE
waivers 0h ago fresh

Chain health how long each producer took on the last run

The grid above says whether the scheduled refresh ran; this says how. Each board-builder's runtime on the latest run (2026-07-09), against its own typical run (across 4 logged runs). Slowest first — a producer that keeps getting slower is tomorrow's missed run.

ProducerLast runTypicalChangeStatus
player_index 3.1s 1.9s +61% ok

Why it works this way. Each feed goes live only when it's switched on and its licensed key is present — otherwise it serves the bundled 2024 sample, so the site never goes dark waiting on a purchase and nothing spends by accident. The samples are illustrative last-year values (clearly labeled as such on each board), not live data. The free/factual layers — the published schedule, points-allowed-to-position, ADP, injury and waiver trending — are always live; they're open data, no key required.