u/Niloc_M

I wanted to share a project I've been building because it solves something I've always loved about fantasy football.

I'm a software engineer who just loves fantasy football, and this has been a passion project for the past several months.

I've been in leagues where someone wrote a weekly newsletter (and one even had a podcast), and it was honestly one of the best parts of the league. It gave everyone something to look forward to during the week and helped keep the league more engaged and more active.

The problem we had was that it never lasts. Writing that kind of content every week takes hours, and now that a lot of us are pushing 30 with careers, spouses, kids, and other responsibilities, it's just hard for someone to keep up with it all season.

So I built an app that does it automatically, it is called League Logs and is available on iOS and Android.

It currently supports Sleeper and ESPN leagues.

As soon as you connect your league, it generates a full recap of your league's current state and history -- stuff like covering contenders vs. rebuilders, power rankings, roster breakdowns, league rivalries, trade history, and other storylines unique to your league. The purpose of this is to provide your league with weekly content/entertainment, NOT to tell you who to start or how to run your team. This is intended to make the game we all love more fun.

Then every Tuesday it publishes a new edition that isn't just a generic fantasy recap. It follows what's happening in your league, including:

• Trades and what they mean for both teams
• Waiver pickups and whether they could change the balance of the league
• NFL news, injuries, camp battles, and depth chart changes—with analysis focused on the managers in your league who roster those players
• Dynasty and keeper implications based on your league's rosters
• Ongoing league storylines that build over time instead of starting from scratch every week

The newsletter is delivered in the app with a push notification when it's ready, and every edition also has a shareable web link so you can drop it straight into your league chat.

Right now it makes the most sense for dynasty and keeper leagues, but obviously once the season starts it will make sense for redraft leagues too.

Everything I've mentioned above - the initial league recap, weekly newsletters, trade analysis, and league insights - is completely free forever. There are a few optional premium features (like heavier AI chat usage and some advanced tools), but I wanted the core experience of keeping leagues active and engaged to be free for everyone.

I'd genuinely love feedback from other commissioners. If your league had an automated weekly newsletter, what would you want it to include? And are their any other features that you think would be cool?

P.S: I know that with the current trend of people vibe coding little side projects people are getting kind of tired of hearing about them and tend to have very low expectations for them. That being said, I feel compelled to say that I have a degree in CS and have been working full time as a software engineer for 8 years and have been building side projects like this all along the way... you can check my post history. so maybe try it before you totally write it off!

League Feed

Team Insights

Hey all,

Here is a trade value chart that I put together. The valuations are recomputed every 6 hours, so it should hopefully stay in line with the market! The largest signal used to determine the values is ADP for the format. Below I'll put the full Dynasty SF values but if you want to see 1qb or redraft formats you'll have to go to the full site.

Dynasty SF Trade Values:

Value	RB	WR	TE	QB
100.0				Josh Allen BUF T1
94.0	Bijan Robinson ATL T1
88.8				Drake Maye NE T1
84.3		Ja'Marr Chase CIN T1
80.4	Jahmyr Gibbs DET T1
76.8		Puka Nacua LAR T2
73.7		Jaxon Smith-Njigba SEA T2
70.8				Jayden Daniels WAS T2
68.3		Amon-Ra St. Brown DET T2
65.9				Joe Burrow CIN T2
63.7				Lamar Jackson BAL T2
61.7		Malik Nabers NYG T2
59.9			Brock Bowers LV T1
58.2				Caleb Williams CHI T2
56.6			Trey McBride ARI T1
55.1		Justin Jefferson MIN T3
53.7	Ashton Jeanty LV T2
52.4	Jeremiyah Love ARI T2
51.2		CeeDee Lamb DAL T3
50.0	De'Von Achane MIA T2
49.0	Omarion Hampton LAC T2
47.9		Drake London ATL T3
47.0				Jaxson Dart NYG T3
46.0				Justin Herbert LAC T3
45.1				Jalen Hurts PHI T3
44.3				Patrick Mahomes KC T3
43.5	Jonathan Taylor IND T2
42.7		Tetairoa McMillan CAR T3
42.0			Colston Loveland CHI T2
41.3	James Cook BUF T2
40.6				Trevor Lawrence JAX T3
40.0		George Pickens DAL T3
39.3				Bo Nix DEN T3
38.8		Nico Collins HOU T3
38.2		Chris Olave NO T3
37.6				Brock Purdy SF T3
37.1		Emeka Egbuka TB T3
36.6			Tyler Warren IND T2
36.1				Fernando Mendoza LV T3
35.6		Garrett Wilson NYJ T3
35.1	Chase Brown CIN T3
34.7	TreVeyon Henderson NE T3
34.3	Christian McCaffrey SF T3
33.8				Dak Prescott DAL T3
33.4		Ladd McConkey LAC T4
33.0			Harold Fannin CLE T2
32.6	Kenneth Walker KC T3
32.3	Breece Hall NYJ T3
31.9				Jordan Love GB T3
31.6		Carnell Tate TEN T4
31.2	Bucky Irving TB T3
30.9		Rashee Rice KC T4
30.6	Quinshon Judkins CLE T3
30.2		Luther Burden CHI T4
29.9		Rome Odunze CHI T4
29.6	Saquon Barkley PHI T3
29.3		Jordyn Tyson NO T4
29.0			Tucker Kraft GB T3
28.8		Marvin Harrison ARI T4
28.5		A.J. Brown NE T4
28.2		Tee Higgins CIN T4
28.0		Brian Thomas JAX T4
27.7	Kyren Williams LAR T4
27.5				Baker Mayfield TB T4
27.2				Jared Goff DET T4
27.0		Zay Flowers BAL T4
26.8		Makai Lemon PHI T4
26.5			Sam LaPorta DET T3
26.3		Jameson Williams DET T4
26.1	Javonte Williams DAL T4
25.9	Josh Jacobs GB T4
25.7				Cam Ward TEN T4
25.5	Travis Etienne NO T4
25.3		DeVonta Smith PHI T5
25.1	Cam Skattebo NYG T4
24.9				C.J. Stroud HOU T4
24.7			Kyle Pitts ATL T3
24.5				Tyler Shough NO T4
24.3		Jaylen Waddle DEN T5
24.1				Sam Darnold SEA T4
24.0	Jadarian Price SEA T4
23.8	RJ Harvey DEN T4
23.6	Derrick Henry BAL T4
23.5				Kyler Murray MIN T4
23.3		KC Concepcion CLE T5
23.1			Oronde Gadsden LAC T3
23.0			Kenyon Sadiq NYJ T3
22.8				Bryce Young CAR T4
22.7				Matthew Stafford LAR T4
22.5		DJ Moore BUF T5
22.4		Alec Pierce IND T5
22.2		Michael Wilson ARI T5
22.1				Malik Willis MIA T4
22.0				Daniel Jones IND T4
21.8		Omar Cooper NYJ T5
21.7	Bhayshul Tuten JAX T5
21.6		Jordan Addison MIN T5
21.4		Christian Watson GB T5
21.3		Wan'Dale Robinson TEN T5
21.2	D'Andre Swift CHI T5
21.0			Dalton Kincaid BUF T4
20.9		Ricky Pearsall SF T5
20.8		DK Metcalf PIT T5
20.7				Ty Simpson LAR T4
20.6	Kyle Monangai CHI T5
20.4		Davante Adams LAR T5
20.3		Terry McLaurin WAS T5
20.2			Jake Ferguson DAL T4
20.1	David Montgomery HOU T5
20.0			Brenton Strange JAX T4
19.9		Parker Washington JAX T6
19.8		Travis Hunter JAX T6
19.7		Denzel Boston CLE T6
19.6			George Kittle SF T4
19.5	Zach Charbonnet SEA T5
19.4		Jayden Higgins HOU T6
19.3	Jaylen Warren PIT T5
19.2		Michael Pittman PIT T6
19.1		Mike Evans SF T6
19.0	Chuba Hubbard CAR T5
18.9	Tyler Allgeier ARI T5
18.8		Quentin Johnston LAC T6
18.7		Courtland Sutton DEN T6
18.6		Matthew Golden GB T6
18.5	Blake Corum LAR T5
18.4			Isaiah Likely NYG T4
18.3		Jakobi Meyers JAX T6
18.2		Xavier Worthy KC T6
18.2	Rico Dowdle PIT T5
18.1			Eli Stowers PHI T4
18.0	Jonah Coleman DEN T5
17.9		Romeo Doubs NE T6
17.8	Rhamondre Stevenson NE T5
17.7		Chris Bell MIA T6
17.7		Jayden Reed GB T6
17.6			Mason Taylor NYJ T4
17.5		Jalen Coker CAR T6
17.4		Josh Downs IND T6
17.4		Germie Bernard PIT T6
17.3		Chris Godwin TB T6
17.2			Juwan Johnson NO T4
17.1	Woody Marks HOU T6
17.1	J.K. Dobbins DEN T6
17.0				Tua Tagovailoa ATL T5
16.9			AJ Barner SEA T4
16.8		Khalil Shakir BUF T7
16.8	Kenneth Gainwell TB T6
16.7	Jacory Croskey-Merritt WAS T6
16.6				Michael Penix ATL T5
16.5				J.J. McCarthy MIN T5
16.4	Nicholas Singleton TEN T6
16.4			Mark Andrews BAL T5
16.3	Jonathon Brooks CAR T6
16.2	Trey Benson ARI T6
16.0				Jacoby Brissett ARI T5
15.9			Dallas Goedert PHI T5
15.9			T.J. Hockenson MIN T5
15.8				Shedeur Sanders CLE T5
15.7			Terrance Ferguson LAR T5
15.6			Gunnar Helm TEN T5
15.5	Tony Pollard TEN T6
15.4	Jordan Mason MIN T6
15.4			Travis Kelce KC T5
15.2			Theo Johnson NYG T5
15.1			Dalton Schultz HOU T5
15.1			Hunter Henry NE T5
15.0	Tyrone Tracy NYG T6
15.0	Rachaad White WAS T6
14.8			Chig Okonkwo WAS T5
14.8				Mac Jones SF T5
14.8				Anthony Richardson IND T5
14.7	Braelon Allen NYJ T6
14.7	Emmett Johnson KC T6
14.6				Geno Smith NYJ T5
14.5			David Njoku LAC T5
14.3	Tyjae Spears TEN T7
14.3	Dylan Sampson CLE T7
14.2	Mike Washington LV T7
14.0	Kaleb Johnson PIT T7
13.9	Tank Bigsby PHI T7
13.8	Isiah Pacheco DET T7
13.8			Jake Tonges SF T6
13.7			Pat Freiermuth PIT T6
13.6	Aaron Jones MIN T7
13.6	Kimani Vidal LAC T7
13.5			Cade Otton TB T6
13.5	Chris Rodriguez JAX T7
13.4	James Conner ARI T7
13.3	Emanuel Wilson SEA T7
13.3				Justin Fields KC T5
13.1				Aaron Rodgers PIT T5
13.0			Elijah Arroyo SEA T6
12.8				Jalen Milroe SEA T5
12.7			Michael Mayer LV T6
12.6			Colby Parkinson LAR T6
12.5				Kirk Cousins LV T5
12.5				Carson Beck ARI T5
12.4				Will Howard PIT T5
12.3				Garrett Nussmeier KC T5
12.2				Drew Allar PIT T5
12.1			Evan Engram DEN T6
12.0			Max Klare LAR T6
12.0			Ja'Tavion Sanders CAR T6
11.8				Quinn Ewers MIA T6
11.8				Deshaun Watson CLE T6
11.7			Ben Sinnott WAS T6
11.7				Cade Klubnik NYJ T6
11.5				Marcus Mariota WAS T6
11.4				Riley Leonard IND T6
11.4			Cole Kmet CHI T6
11.3			Noah Gray KC T6
11.3			Mike Gesicki CIN T6
11.2			Oscar Delp NO T6
11.0			Darnell Washington PIT T6
10.9				Jameis Winston NYG T6
10.9				Joe Milton DAL T6
10.9				Tyson Bagent CHI T6
10.8			Michael Trigg DAL T7
10.7			Jack Endries CIN T7
10.6			Jaren Kanak TEN T7
10.6			Tanner Koziol JAX T7
10.4			Eli Raridon NE T7
10.4			Justin Joly DEN T7
10.3				Joe Fagnano BAL T6
10.3				Taylen Green CLE T6
10.3			Lake McRee PIT T7
10.2			Bauer Sharp TB T7
10.2			Nate Boerkircher JAX T7
10.2			Sam Roush CHI T7
10.1			Lance Mason SEA T7
10.1			Marlin Klein HOU T7
10.0			DJ Rogers DAL T7
10.0				Behren Morton NE T6
9.9			John Michael Gyllenborg KC T7
9.8			Matt Hibner BAL T7
9.7				Miller Moss CHI T6
9.6				Luke Altmyer DET T6
9.6				Cole Payton PHI T6
5.7				Joe Flacco CIN T7
5.6				Gardner Minshew ARI T7

Would love any feedback on the values if anything feels off. It's hard to find a way to compute them automatically reliably. The current algo I have matches up pretty well with some other resources out there like KTC, but I'm sure there might be some valuations that feel off since this approach definitely loses some nuance.