NHL Picks — October 31, 2026

You have nine NHL matchups on the board for NHL picks October 31, 2026. Two games stand out with 73% model confidence, both favoring the moneyline favorite. The remaining seven sit between 47% and 63%, where edges are narrower and home-ice factors or totals become more relevant. NHL picks today lean toward established favorites in most spots, yet the league’s variance means even strong model readings require disciplined sizing. You’ll see clear separation between the five-star plays and the lower-confidence selections that still warrant attention at the right price.

Maple Leafs vs Canucks — Maple Leafs ML

The model selects Maple Leafs ML at -160 with five-star conviction and 73% confidence. Toronto holds the stronger underlying indicators on this board, creating the clearest edge of the slate. The price reflects road-favorite status, and the model treats the +135 on Vancouver as insufficient value. This is one of two highest-confidence moneyline leans today; variance remains a factor but the data edge is the widest available.

Blackhawks vs Bruins — Bruins ML

The pick is Bruins ML at -220, also carrying five stars and 73% model confidence. Boston’s home-ice advantage pairs with the strongest projected outcome on the slate. The +170 on Chicago does not offset the projected probability, so the moneyline on the Bruins represents the clearest directional play. This joins the Maple Leafs as the only other high-conviction selection.

Blue Jackets vs Stars — Stars ML

Stars ML at -175 earns three stars and 63% model confidence. Dallas benefits from home position and a measurable edge in the underlying metrics supplied. The +145 on Columbus narrows the value window, keeping this as a moderate rather than strong lean. Model support is solid but below the threshold for puck-line consideration.

Lightning vs Predators — Lightning ML

Lightning ML at -170 is the selection with two stars and 61% model confidence. Tampa Bay’s road price reflects the data edge, while +140 on Nashville falls short of the projected win probability. The lean stays on the moneyline rather than alternatives given the modest confidence level.

Penguins vs Canadiens — Canadiens ML

Canadiens ML at -145 receives two stars and 58% model confidence. Montreal’s home position supplies the primary support for the directional pick. The +125 on Pittsburgh does not overcome the model’s modest edge, keeping the lean on the Canadiens moneyline.

Sabres vs Kings — Over 5.5

The model lands on Over 5.5 with two stars and 57% confidence. Neither side’s moneyline at -125/+105 offers sufficient projected value, shifting focus to the total. The lean reflects the data supplied rather than any goalie or recent scoring detail.

Blues vs Red Wings — Over 5.5

Over 5.5 is selected at two stars and 57% model confidence. The moneyline prices (-115/+105) sit near even, so the total becomes the preferred angle. The modest confidence keeps this as a secondary rather than primary play.

Senators vs Sharks — Senators ML

Senators ML at -130 earns two stars and 55% model confidence. Ottawa’s price reflects the slight projected advantage over the +110 on San Jose. The edge is narrow, consistent with the lower model reading on this matchup.

Oilers vs Islanders — Oilers ML

Oilers ML at -130 is the lone one-star play at 47% model confidence. The data edge is the smallest of the nine games, and the +110 on New York narrows any value margin further. This remains the lowest-conviction directional lean on the board.

The two 73% plays provide the clearest separation, while the rest of the board carries thinner edges. Manage your bankroll responsibly and treat model percentages as directional guidance rather than outcomes; NHL results include substantial variance on any given night.