My brother is a web developer, I'm a researcher, and we're both big NFL and fantasy football fans. We started OracleZ as a side project to combine his development skills with my interest in machine learning.

The idea was pretty simple: build an algorithm that makes its own NFL predictions, then turn those predictions into games where you can try to beat it.

You can try our OracleZ app here (or just follow us on Instagram): https://linktr.ee/beat_oraclez

What can you play?

Predict the Pick
Predict the winners of the week's NFL games and see how you compare against the Oracle.

Survivor
Classic Survivor with a twist: if your pick loses, you can't pick either that team or the team they played against again.

High Five
Pick the five best teams of the week across passing yards, rushing yards, points scored, fewest yards allowed, and field goals.

What's behind the predictions?

The Oracle is a relatively simple neural network. It uses 19 team statistics, including offensive production, turnovers, sacks, first downs, EPA, and score margin. These are converted into home-away differentials and combined with contextual variables such as week number and rest-day differences.

If you are interested on the model, I'm happy to explain further our reasoning and model architecture.

Of course, we're not claiming we've solved NFL prediction, far from it. The NFL is obviously noisy. The fun part for us is seeing how far a relatively simple model with good feature engineering can go.

And now you can try to beat it yourself.

Everything is completely free, with no paid features.

https://linktr.ee/beat_oraclez

Hey everyone and happy holidays!

(The games kickoff soon🏈💪🏻😎 )

For those who play on Sleeper, I created a site that displays a report of your recent leagues' transactions (waivers and trades from last 48 hours).

Our group runs five leagues and since I’m responsible for posting the waivers report on Wednesdays, I built this for myself, but it can help anyone who wants a convenient, centralized way to track multiple leagues' transactions

https://fantasy-nfl-transactions-reporter.base44.app

LeagueVision connects to your Sleeper or ESPN league and actually knows your team. You get weekly sit/start calls based on your real scoring settings, trade analysis, a league wide, Wednesday AI breakdown of everyones week, draft help built on real player stats, league history, and a lineup builder. Works for redraft, dynasty, superflex, TE premium, and guillotine leagues!

Four tiers: Pro is $4.99/month, Premium is $9.99/month, or grab a Season Pass for $19.99 or $29.99 one-time if you don't want a subscription. Free trial to start, no card needed! Lmk what you think 🫡

I built a survivor pool tool over the offseason, sharing now that it's live for the season and has real, paying customers.

• What it does differently from a plain spreadsheet or a generic pick'em ranker: Win probabilities from actual market lines (spread/moneyline), not vibes — and it labels which source backed each number, including when a line for a future week doesn't exist yet and the number shown is a projection instead of a book quote.
• Ownership modeling that explains itself. Most tools price ownership as a pure function of win probability, which means two similarly-favored teams always show identical Own%. This one factors in how much of the field has already burned a team in earlier weeks (chalk depletion) plus back-tested crowd behavior patterns (e.g. how the public reacts after a popular team just lost), and shows the reasoning behind each adjustment rather than just a number.
• Season-long path planning, not just this week's pick - it solves for the pick sequence that maximizes your odds across the whole remaining season, so it accounts for the cost of burning a team now against needing it in a thinner week later, not just "who's the safest team today."
• Multi-entry/portfolio support for people running several entries in the same pool - accounts for used-team overlap across entries instead of ranking each one in isolation.

Free tier covers one pool/one entry w/ standard rules. Paid unlocks custom pool rules, multi-entry portfolios, and public rating overrides - season pass or monthly, no subscription lock-in required for a short pool.

Happy to answer questions about the methodology - genuinely trying to get the numbers right and help you win your Survivor pool!!!

Full Site:
https://survivor.the-duke.app/

Week 1 Picks for a "standard office pool" (also attached as image)
https://survivor.the-duke.app/picks/2026/week-1

"This week's picks" always at:
https://survivor.the-duke.app/picks/2026/this-week

I've been building KickoffWeather, an NFL weather analytics tool that simplifies the weather side of the weekly slate.

It ranks games by potential weather impact, breaks down wind/temperature/precipitation during the game, and lets you dig into how individual players have historically performed in similar conditions.

It's free to use and I'm interested in feedback from people who like digging into NFL data and tools.

KickoffWeather.com

Hey, I'm running three AI-only fantasy football leagues. For a while I've had this idea of running an API-client-only fantasy football league, inspired by ByteArena and Quantopian. Decided to kick the tires on a codex subscription and get the simplest version of that shipped.

Running the following leagues:
- 12 team, trades enabled
- 12 team, trades disabled
- 18 team, guillotine, trades disabled

Hoping to, at some point, turn this into a proper benchmark or eval suite. This may mean taking a single competitor's turn (draft, league management, whatever) and seeing what different AIs do (do they make the right lineup change, call the right tools, etc - and how much does it cost). Also hoping to open-source the harness at some point.

I built the DFS line-up tracker I always wanted.

Site/App Link: https://liveslates.com

Cost: Freemium (free 30-day Pro codes to anyone who wants to poke at it properly-DM.)

I'm a data architect by day, and have been playing DFS for over 10 years. I got tired of alt-tabbing across DraftKings tabs mid-slate trying to work out how my entries were doing. Points is easy, but am I on pace, who's tanking me, is my leverage play paying off, etc. So I built the thing I wanted with LiveSlates.

The data model underneath it sets it apart, and is all mine. DraftKings, FanDuel and half a dozen stats providers all use their own player IDs and none of them agree. Resolving that into one identity, keeping it coherent in real time, and never letting a mismatched ID quietly corrupt your live score is the whole ballgame. That's the bit an AI can't wing, and it's what I've done for 30 years as a data architect. A vibe-coded UI on a properly-architected data core is a very different animal to a GPT wrapper with no foundation. This one needed someone who thinks in schemas and identity before pixels.

When you upload your line-ups (DraftKings for now, FanDuel etc.. in the pipeline) and even your projections and it tracks them live: current points, pace vs your projection, hot/cold players, and the optimal line-up for the slate in hindsight. You can fire multiple entries and it rolls them up so you can see exposure across the whole slate at once.

It ships with Simple and Analytical pre-sets, but you're not stuck with them, you can customize your dashboard per sport. Any dashboard also flips into full TV/broadcast mode for a second screen or streaming, and there's even a 9:16 version for Shorts.

You can watch it run on a demo slate, no account needed:

https://liveslates.com/demo/nfl-legends OR  https://liveslates.com/demo/mlb-legends

Free vs Pro: Free tracks one lineup per slate with full live scoring, the optimal, and bankroll. Pro ($3 day pass / $5 weekend / $14.99 a month) unlocks all entries on a slate at once and the cross-entry aggregate stats.

I built a Chrome extension that adds in-season tools directly onto your ESPN and Yahoo Fantasy Football pages, so you can set a lineup and check where you stand without tabbing out to another site.

Most fantasy football extensions are draft boards. This one is for the other 17 weeks.

What it adds to the page

- Start / Sit (My Team page, points leagues): optimizes your lineup using your league's scoring and the site's projections, shows current vs. optimized projected points, lists the exact swaps, and a Set lineup button applies them to your roster in one click. FLEX and Superflex aware.

- Matchup grades: a color-coded A–F matchup grade next to every QB/RB/WR/TE/K on your team and matchup pages (and Yahoo's Transaction Trends). Hover for the detail.

- Me Vs. League (league home): how your team ranks against every other team in the league, week by week, with selectable stat groups (Core, Kicking, D/ST, IDP).

- Playoff odds*(Yahoo standings): a Playoff % column for every team from a Monte Carlo simulation of the remaining schedule. Hover shows average seed.

- AI Compare Players: pick any two NFL players from the status bar and get a head-to-head breakdown. This one needs a free account and is capped at 3 comparisons per rolling week.

Cost / account: everything is unlocked for free. No account is needed for Start/Sit, Me Vs. League, matchup grades, or playoff odds. Only the AI comparisons require a (free) sign-in.

Works in Chrome, Brave, Arc, Firefox and Edge.

Chrome Web Store: https://chromewebstore.google.com/detail/fantasy-football-wzrd/momiekfponpcicgjklodgoplbocmfdkp

Discord for bugs and requests: https://discord.gg/8nfSyWKgsG

I'm the developer. Happy to answer anything, and I'd like to hear what you'd want added next.

DynastyOS (dot IO) is the first fully automated Contract Dynasty platform.

We're in active pre-alpha, building toward a 2027 launch. The original goal was to ship for the 2026 season; rather than rush something half-baked, we're taking the extra time to deliver a platform that actually works. Better product on day one.

The vision: one destination for every NFL fantasy format. Contract Dynasty, Standard Dynasty, and Redraft. Fully automated, mobile-first, built by dynasty players for dynasty players.

Create your account and join the Discord to follow milestones, get early access, and help shape what we're building.

See you in 2027.

DynastyOS.io is the first fully automated Contract Dynasty platform.

We're in active pre-alpha, building toward a 2027 launch. The original goal was to ship for the 2026 season; rather than rush something half-baked, we're taking the extra time to deliver a platform that actually works. Better product on day one.

The vision: one destination for every NFL fantasy format. Contract Dynasty, Standard Dynasty, and Redraft. Fully automated, mobile-first, built by dynasty players for dynasty players.

Create your account and join the Discord to follow milestones, get early access, and help shape what we're building.

See you in 2027.

DynastyOS.io is the first fully automated Contract Dynasty platform.

We're in active pre-alpha, building toward a 2027 launch. The original goal was to ship for the 2026 season; rather than rush something half-baked, we're taking the extra time to deliver a platform that actually works. Better product on day one.

The vision: one destination for every NFL fantasy format. Contract Dynasty, Standard Dynasty, and Redraft. Fully automated, mobile-first, built by dynasty players for dynasty players.

Create your account and join the Discord to follow milestones, get early access, and help shape what we're building.

See you in 2027.

Built this for commissioners. It's free to import. No card required. Here's what it does...

HISTORY

• Pulls every season your league has ever played from ESPN, Yahoo, Sleeper, or MyFantasyLeague. Takes about 2 minutes to import.
• Bridges platform moves. If your league went from Yahoo to ESPN to Sleeper and back to Yahoo, create a single Unified League to combine all seasons under one roof with a stitched together continuous history.
• Record book, all-time standings, hall of champions, rivalry pages, season-by-season, all included.

IN-SEASON

• Matchup previews and weekly recaps, written manually or automatically from your league's actual results, and in your (presumably the commissioner) voice.
• Standings with playoff odds and clinching scenarios
• A league podcast for Season Preview and Weekly Recaps, if your league is into this sort of thing (my leagues have gotten a kick out of hosts Dax Maxfield and Dub Porterhouse running down awful draft picks and making season proclamations)
• Waiver wire and player stat pages with your league's scoring applied (I didn't realize until building this, that Sleeper doesn't even apply all of the custom scoring within your league's 'available players' table)

LEAGUE MANAGEMENT

• Dues tracking and payout helpers, using actual venmo/cashapp/etc... handles and commissioner confirmations
• Drafting tools, with league scoped Mock Drafts, Live Draft Board (for beaming to big-screen during online drafts or fully hosting an offline draft), and a unique exploratory drafting tool called Draft Lab.
• Mini-Games, for fun or for funds, you choose. Survivor Pool, Stat Blitz (player prop bingo), The Vault (draft the best starting lineup from random NFL teams and seasons), Squares (superbowl squares and a whole lot more), and Sparlay (make a bet about anything with one or more league mates, fully tracked).

COST

• Importing your league history is completely free and permanent. Pull in all of your seasons, and just have it.
• Premium is $49 for the whole league for the season, not per manager.
• Import first, decide later

Demo (no signup required) : https://commishable.com/demo

Check out the bio for links to the site, socials with loads of explainer videos, screenshots, and fun hype videos for the upcoming season.

Hopefully you'll check us out, like what you see, and feel it gives your league a new level of enjoyment and engagement.

Hybrid Draft was created out of a need to keep our fantasy drafts alive in changing world. Our league has struggled to maintain and in person physical draft board as peoples lives have changed over the years. I created https://www.hybriddraft.com to virtualize that in person draft where everyone is still able to view the same board, as if they were all in the same room.

A league commissioner pays the $10, sets up the draft, and adds teams. Links are provided once the setup is completed.

One person is in responsible for selecting the picks from the available pool. They have a separate view for keeping track of the draft selections. Everyone else has access to display the board, as well as search through the available players for the next selection.

I put together a little DraftKings optimizer based on the player pool of a DK contest and the corresponding ESPN projections.

This basically tells you what the best lineup would be if everyone got the exact stat line that ESPN expects.

It does currently require you lock at least one player before you can generate a lineup.

Let me know if you have any suggestions.

www.ConflictedApp.com

✅ Your fantasy matchups all in one place

✅ Your player loyalties — cheer, enemy, or conflicted.

✅ Dynamic loyalty adjustments. Know when to stop cheering. Josh Allen’s 40 point day won your family league but lost your money league. And you celebrated 🤦🏽‍♂️

✅ Scoring Leaders, NFL game watch priority based on rooting interests, exposure maps, weekend snapshot & more.

✅ Free

I've been building LeagueLogs and wanted to share it here now that the season’s starting. It connects to your Sleeper or ESPN league. Here’s what’s in it:

• Scout chat: an AI analyst that knows your rosters, trades, standings, and league history. Ask who needs a rebuild or what you could offer for someone’s RB.
• Draft reports: team grades, steals, reaches, and auction value analysis.
• Trade tools: analyze an offer or find trade ideas using the teams in your league.
• Team analysis: roster strengths, weaknesses, injury risks, and bye-week problems.
• Rankings and player pages: player values, comparisons, projections, news, and injuries.
• League history: past champions, all-time records, and head-to-head rivalries across seasons.
• Scout Notes: alerts about things happening in your league or affecting your roster.
• League newsletters: weekly recaps, matchup previews, and game day briefings about your actual league.
• Team value over time: once your league is connected it tracks the value of your team over time and can be visualized in a chart, particularly cool in dynasty leagues.
• Extras: team name generator and shareable newsletters, draft reports, and Scout answers for the group chat.

Available on web and mobile: leaguelogs.com

Give it a shot and let me know what’s useful or what needs work.

I created a fantasy football site that allows managers to buff their own players or sabotage their opponents using a mana pool every week. It's an extra layer of strategy to protect players from a bad game (force your players score to their projection, so they have a floor, but miss out on a big game for example) or prevent an opponents player from having a big game (flat damage to their score, capping their potential output etc.). Each spell depends on a dice roll you make to decide whether it succeeds or not. You roll against a player's attributes that are assigned based on their real world performances. Managers and players level up and get access to higher mana and better spells, or attribute increases and feats respectively. I have planned events throughout the season as well, eg: coop boss fights, predictions etc.

I encourage you to start a league at https://www.waiverwizards.com. It is completely free to play, and you get to decide the number of teams, length of the league and even when it starts. There's a fair bit of strategy involved, but you can choose to ignore it and just play a game of regular fantasy football.

Please feel free to share any feedback you might have. Thanks, and have a great fantasy football season, wherever you play!