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From thinking-frameworks-skills
Counts MLB games per team during Yahoo fantasy playoff window (weeks 21-23) and grades opponent quality, emitting signals for trade and lineup decisions.
How this skill is triggered — by the user, by Claude, or both
Slash command
/thinking-frameworks-skills:mlb-playoff-schedulerThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
- [Example](#example)
Scenario: It is 2026-07-14. The trade deadline (Aug 6) is three weeks away. User asks "should I hold Junior Caminero (TB, 3B) or trade him for a pitcher?" The trade-analyzer needs playoff_games, playoff_matchup_quality, and holding_value for Caminero before it can weigh the offer.
Research pass (web search every fact, cite every URL):
Normalization pass:
playoff_games = 7 + 7 + 6 = 20 (strong volume; max observed in the league this year is 21)playoff_matchup_quality (hitter view) = 100 - ((0.323 - 0.300) x 1000) = 100 - 23 = 77 (opposing pitching is worse than league average -> good for Caminero)holding_value = 0.6 x normalize(20 / 21) + 0.4 x 77 = 0.6 x 95 + 0.4 x 77 = 88Downstream composition:
mlb-trade-analyzer reads these. Caminero's holding_value = 88 is very high. If the offered pitcher's holding_value is 65, the trade favors the status quo -> REJECT or COUNTER with a lesser hitter.mlb-playoff-planner reads the same signals to identify roster holes for playoff weeks (e.g., any starter with playoff_games < 14 is a bench candidate).Pre-July 1 behavior:
If the skill is invoked before 2026-07-01, it emits a minimal signal file with all three fields set to null, confidence: 0.0, and body text: "Insufficient signal -- too early. Schedule volatility (trades, rotation flux, injuries) before July makes playoff projections unreliable. Re-run after July 1."
Copy this checklist and track progress:
MLB Playoff Scheduler Progress:
- [ ] Step 1: Check date gate (today >= 2026-07-01)
- [ ] Step 2: Define the three playoff week windows (Mon-Sun)
- [ ] Step 3: For each MLB team, pull the schedule for weeks 21-23
- [ ] Step 4: Count games per team per week
- [ ] Step 5: Score each opponent (wOBA for hitters, ERA for pitchers)
- [ ] Step 6: Compute playoff_matchup_quality per team (volume-weighted)
- [ ] Step 7: Compute holding_value per team (blend volume + quality)
- [ ] Step 8: Map per-team scores to every rostered player
- [ ] Step 9: Emit signal file and validate
Step 1: Check the date gate
Today's date is inside the prompt. If today < 2026-07-01, skip Steps 2-8 and emit the "insufficient signal" stub (see resources/methodology.md). Do not guess or pre-compute; schedule churn (July trades, rotation flux, call-ups) breaks pre-July projections.
Step 2: Define playoff week windows
Per yahoo-mlb/context/league-config.md, playoffs are weeks 21, 22, 23 and end Sunday Sep 6, 2026. Working backward (weeks are Mon-Sun):
| Fantasy Week | Start (Mon) | End (Sun) |
|---|---|---|
| Week 21 | 2026-08-17 | 2026-08-23 |
| Week 22 | 2026-08-24 | 2026-08-30 |
| Week 23 | 2026-08-31 | 2026-09-06 |
Total: 21 calendar days. Max games per team = ~21 (only if no off-days, rare).
Step 3: Pull each MLB team's schedule
Web-search mlb.com/schedule and FanGraphs team schedule pages. See resources/methodology.md for queries and fallbacks. Cite every URL.
Step 4: Count games per team per week
For each of the 30 MLB teams, tally games in each of the three playoff weeks. Output a 30-row grid. See resources/template.md for the output format.
playoff_games figure)Step 5: Score each opponent
For each opponent, pull two metrics:
See resources/methodology.md for sources and lookup procedure. Use season-to-date as of the run date; do not forecast.
Step 6: Compute playoff_matchup_quality
Volume-weighted across all games in weeks 21-23:
For hitters on team T:
avg_opp_wOBA_allowed = sum over games g of (opp_staff_wOBA_allowed_g) / playoff_games_T
playoff_matchup_quality = 100 - (avg_opp_wOBA_allowed - 0.300) x 1000
(clamped [0, 100]; league-average staff wOBA allowed ~ 0.320 -> score ~ 80)
For pitchers on team T:
avg_opp_lineup_wOBA = sum over games g of (opp_lineup_wOBA_vs_P_handedness_g) / playoff_games_T
playoff_matchup_quality = 100 - (avg_opp_lineup_wOBA - 0.300) x 1000
(same clamp; easier-hitting opposing lineups -> higher quality for this pitcher)
Anchor: 50 = neutral opponent strength. See resources/methodology.md for the derivation.
Step 7: Compute holding_value
Blend volume and quality:
volume_score = (playoff_games / 21) x 100
holding_value = 0.6 x volume_score + 0.4 x playoff_matchup_quality
(clamped [0, 100])
Rationale: more games carry more weight than softer opponents (volume is certain; opponent wOBA will wobble). See resources/methodology.md for the weight justification and alternative blends (e.g., punting specific categories changes the weights).
Step 8: Map team scores to players
Every rostered player on team T inherits team T's three signals. Pitchers further modify playoff_matchup_quality by handedness (the lineup they face varies L/R). See resources/methodology.md.
Step 9: Emit and validate
Write to signals/YYYY-MM-DD-playoff.md using resources/template.md. Call mlb-signal-emitter for schema validation. Score the output against resources/evaluators/rubric_mlb_playoff_scheduler.json. Minimum standard: average 3.5+.
| Signal | Range | Meaning |
|---|---|---|
playoff_games | int 0-21 | Games scheduled across fantasy weeks 21+22+23 (Aug 17 - Sep 6). Max ~21 assuming no off-days. |
playoff_matchup_quality | 0-100 | Volume-weighted opponent strength. 50 = neutral. >50 = softer opponents (good to hold). Hitter view uses opposing staff wOBA allowed; pitcher view uses opposing lineup wOBA vs this pitcher's hand. |
holding_value | 0-100 | 0.6 x volume + 0.4 x quality. Primary signal for hold-vs-trade decisions. >70 = strong hold; <40 = trade candidate if you can get a higher-value bat/arm back. |
Downstream: mlb-trade-analyzer uses holding_value to value both sides of any proposed deal. mlb-playoff-planner uses playoff_games to flag bench vs start decisions for playoff weeks.
Pre-July 1, return the stub. Do not pre-compute. Before July, 30-40% of teams will see rotation, bullpen, or lineup churn that invalidates opponent-quality scoring. The stub is honest; a precomputed signal is false precision.
50 is neutral, always. Every 0-100 score anchors to 50 at league average. If your distribution doesn't hit 50 at the median MLB team, re-anchor.
Cite every URL. Game counts, doubleheaders, and opponent wOBA must each be traceable to a specific mlb.com/schedule or FanGraphs URL in source_urls:. Signals without sources get confidence <= 0.3 and are red-teamed.
Doubleheaders count as 2. If MLB.com schedule lists two games on the same calendar day, that is 2 games for that team. Some scraped sources collapse them -- cross-check.
Use handedness-specific opponent wOBA for pitchers. A LHP facing the Yankees (heavy LHB lineup) is not the same as a RHP facing the Yankees. Use opposing lineup wOBA vs LHP for LHP pitchers, vs RHP for RHP.
Season-to-date wOBA, not projection. The opponent quality score uses actual season stats as of the run date. Do not project forward -- projections add noise without adding signal for this short 3-week window.
Max games = ~21, not 21 exactly. A team playing every day would log 21 games but off-days are built into the MLB schedule. Typical range is 17-20. A team with 21 games has a doubleheader somewhere; flag it (DH games are often bullpen games, which changes matchup quality).
Holding value is not trade value. holding_value answers "is this player more valuable for MY playoff run than the replacement-level player available?" It is not a generic trade-market price. The trade-analyzer combines holding_value with market value to reach the final verdict.
Re-run weekly after July 1. Schedules change (rainouts, makeup games, early-September call-ups alter opponent lineups). The playoff-planner fires every Sunday; refresh these signals each time.
Playoff week windows (2026):
Week 21: Mon 2026-08-17 -> Sun 2026-08-23
Week 22: Mon 2026-08-24 -> Sun 2026-08-30
Week 23: Mon 2026-08-31 -> Sun 2026-09-06
Total: 21 calendar days; max ~21 games per team
Key formulas:
playoff_games = games_wk21 + games_wk22 + games_wk23
For hitters:
playoff_matchup_quality = 100 - (avg_opp_staff_wOBA_allowed - 0.300) x 1000
(clamped [0, 100]; league avg ~ 0.320 -> 80)
For pitchers:
playoff_matchup_quality = 100 - (avg_opp_lineup_wOBA_vs_hand - 0.300) x 1000
(same clamp)
volume_score = (playoff_games / 21) x 100
holding_value = 0.6 x volume_score + 0.4 x playoff_matchup_quality
(clamped [0, 100])
Pre-July 1: playoff_games = null, playoff_matchup_quality = null,
holding_value = null, confidence = 0.0,
body = "insufficient signal -- too early"
Key sources (see yahoo-mlb/context/frameworks/data-sources.md):
Inputs required: run date (always passed in); optionally, a roster list to scope output (else, emit all 30 teams).
Outputs produced: one signal file at signals/YYYY-MM-DD-playoff.md with YAML frontmatter, a 30-row per-team games grid, per-team opponent-quality table, and per-player mapping for rostered players. Fails-open pre-July 1 with the stub.
Key resources:
npx claudepluginhub lyndonkl/claude --plugin thinking-frameworks-skillsEvaluates MLB fantasy trade proposals across 10 H2H categories, rest-of-season value, and playoff impact, producing an accept/counter/reject verdict.
Guides coaches through systematic observation, diagnosis, and decision-making for tactical, personnel, or strategic adjustments during competition halftimes or stoppages.