FA Sleeper Report
Scans waiver wire across all 3 leagues, ranks players by each league's exact scoring system (H2H cats, headpoint with K-negatives, etc.).
The most-used tool in the kit. Runs daily via cron and pings Discord.
Fantasy Baseball Command Center
Running 3 fantasy leagues across the MLB season through one integrated system — Yahoo API, Discord bot, scout notes database, automated reports.
以一套整合系統貫穿整季 MLB 的三個 Fantasy 聯盟——Yahoo API、Discord bot、scout notes 資料庫、自動化報告。
01
The Problem
起點
Running three fantasy baseball leagues simultaneously — each with different scoring systems, different roster rules, different waiver timings — is a second full-time job. Yahoo Fantasy's native interface was built for one casual league, not three competitive ones.
I needed a single control surface: live rosters from all three leagues, scout notes on every player I cared about, FA sleeper rankings that matched each league's scoring, Discord alerts for injury news, and a weekly workflow that didn't rely on me remembering anything.
同時跑三個 Fantasy Baseball 聯盟——各自的計分規則、陣容限制、waiver 時間都不同——等於第二份全職工作。Yahoo Fantasy 原生介面是給單一休閒聯盟用的，不是給認真打三盟的人用的。我需要一個統一的作戰面板：三盟即時陣容、每個我在意的球員的 scout notes、針對每個聯盟計分制度客製化的 FA 排名、傷病 Discord 推播、還有不靠記憶的週度工作流程。
02
The System
系統規模
3
Leagues managed
聯盟數
56
Teams tracked
隊伍總數
178
Scout notes
球員筆記
10
Tools built
自建工具
03
The Toolkit
工具組
Roster Optimizer
Starting lineup suggestions with IP budget management (weekly caps vary by league). Handles two-start pitcher prioritization.
Knows each league's rules and respects them.
Scout Notes Database
178 active player notes with priority tiers, trend flags, and free-form commentary. Weekly snapshots backed up to R2.
The long-term memory. Diff tracking shows how my evaluations evolve.
Discord Bot
Player lookup pipeline: Yahoo → FanGraphs → Baseball Savant → scout notes. One command to get a complete player report from any phone.
The mobile interface that makes the whole system usable from bed at 2am.
Weekly Report Generator
Auto-generated matchup analysis with win probability, category leads, and opponent weakness scan. Delivered Monday morning.
Replaces staring at the Yahoo app for an hour every week.
Trade Analyzer
Cross-league trade evaluation using rest-of-season projections adjusted for each league's scoring system.
Prevents trades that look good in one league's scoring and terrible in another.
D1 Cloud Backend
Cloudflare D1 stores player projections from 3 sources (FanGraphs, fg2026, Yahoo) with merge priority logic. Daily automated backup to R2.
178 rows of scout notes + 3840 player projections. GitHub Actions backs it up every morning at 03:00 Taipei.
Dashboard
A static dashboard at fantasy.mursfoto.com showing all 3 leagues side by side — live rosters, recent moves, scout note priorities.
Vanilla HTML/JS, deployed via Cloudflare Pages. No framework bloat.
04
Tech Stack
技術棧
Data Sources
- Yahoo Fantasy API
- pybaseball (FanGraphs wrapper)
- Baseball Savant scraper
- Manual scout notes
Backend
- Python 3.12
- Cloudflare D1 (SQLite)
- Cloudflare KV (cache)
- Local cron + Discord webhooks
Frontend
- Vanilla HTML + JS dashboard
- Cloudflare Pages hosting
- Auto-deploy via GitHub Actions
- Mobile-friendly tables
Safety Net
- Daily D1 backup to R2
- Weekly scout notes backup
- Size-checked backup integrity
- GitHub Actions cron
05
What This Proves
這套系統證明了什麼
- I build the tools I use. This system exists because I needed it, not because it's a portfolio project. Tools built for yourself get iterated until they're actually good.
- Automation is about focus, not laziness. The goal isn't to save time — it's to redirect attention away from bookkeeping toward actual decisions (trades, waiver priorities, lineup calls).
- Mobile-first ops matter. The Discord bot is the killer feature. A fantasy system that requires sitting at a desk isn't a fantasy system — it's homework.
- Backup discipline separates toy projects from real ones. Daily D1 backups to R2 with integrity checks. Weekly scout notes snapshots. Because losing 178 hand-written scout notes would be unrecoverable.
See the live dashboard
看看實際運作
fantasy.mursfoto.com ↗