How we match games to skills
A curated knowledge graph and multi-factor scoring system. 31,000+ games, 70+ skills, 1,020 mappings. Here's how it works.
At a Glance
The recommendation pipeline in six steps
Here's the short version. You tell us what skills you care about and what kind of game night you're planning. We do the rest:
You pick skills
Choose the skills you want to develop and rank your top 3
We find mechanics
We look up which game mechanics build those skills
Score each game
Games that deeply develop your skills score highest
Factor in quality
Community ratings from BoardGameGeek help surface great games
Check availability
We prioritize games you can actually find and buy
Apply your filters
Player count, play time, and complexity narrow it down
The sections below explain each piece in more detail.
The Three-Layer Data Model
Skills, mechanics, and games — linked together
At the heart of our system is a three-layer knowledge graph. We use board game mechanics as the bridge between the skills you want to develop and the games that develop them.
Specific skills like Strategic Planning, Pattern Recognition, Negotiation, and Emotional Regulation.
Board game mechanics like Worker Placement, Auction/Bidding, Set Collection, and Hand Management.
Board games sourced from BoardGameGeek with player counts, play times, complexity, community ratings, and more.
Why mechanics? A game's mechanics determine what you actually do during play. Worker Placement games naturally develop resource management and planning skills. Auction games develop negotiation and risk assessment. By mapping skills to mechanics, any new game in our database automatically inherits skill coverage based on its mechanics.
1,020 Curated Mappings
How mechanics connect to skills
We've hand-curated 1,020 mechanic–skill links, each with an effectiveness rating from 1 (minor benefit) to 5 (primary developer of that skill). For example:
| Mechanic | Skill | Rating |
|---|---|---|
| Worker Placement | Strategic Planning | |
| Worker Placement | Resource Management | |
| Auction / Bidding | Negotiation | |
| Auction / Bidding | Risk Assessment | |
| Pattern Building | Pattern Recognition | |
| Set Collection | Categorization |
These mappings let us compute a relevance score for every game–skill pair. A game that uses three different mechanics linked to "Strategic Planning" will score higher than one with just one link.
Games That Live and Breathe a Skill
We reward depth, not coincidence
Not all connections are created equal. A game might technically involve negotiation through one small mechanic, but if that's just a side-note in a game about something else entirely, it's not a great match for someone who wants to develop negotiation skills.
So we look at how central a skill is to each game. If most of a game's mechanics tie back to a skill, that game is deeply about that skill — not just touching it in passing. Games where the skill is central score much higher than games where it's incidental.
Example: Matching "Negotiation"
A pure auction game — Most of its mechanics (bidding, bluffing, valuation) all develop negotiation. The skill is central to the experience. This game scores high.
A big strategy game with one trading phase — It has six mechanics, but only one connects to negotiation. The skill is incidental. This game scores lower for negotiation, even though it's a great game.
We pre-compute these scores for every game–skill combination in our database. When you search, we're not doing this math on the fly — we already know how every game relates to every skill.
Your Match Score
How the final percentage is calculated
When you submit your skills and preferences, each candidate game is scored on three factors that combine into a percentage out of 100:
Skill Fit
70%How deeply does this game develop your selected skills? Your top-ranked skills get extra weight. The best-matching game always gets the full 70 points — everything else is scored relative to that, so results are always spread across a meaningful range.
Community Rating
15%Is this a well-loved game? We use BoardGameGeek community ratings, adjusted so that games with very few ratings don't unfairly rank high. Games need at least 50 ratings to qualify.
Availability
15%Can you actually buy this game? We check Amazon availability and prioritize games you can find today. When you click through to Amazon, those are affiliate links — a small commission helps us keep this site running at no extra cost to you.
Example: A game scoring 85%
Logistics: Filters, Not Scorers
Player count, play time, and complexity
Your preferences for player count, play time, and complexity are used as filters, not scoring factors. A game either fits your logistics constraints or it doesn't — we don't penalize a great skill match just because it takes 10 minutes longer.
Player Count
±1 player
Play Time
±30 minutes
Complexity
Adaptive tolerance
Complexity tolerance adapts to your preference: if you want very light games (≤1.5 complexity), we use a tight ±0.7 range. For medium complexity, ±1.0. For heavier games, ±1.5.
Progressive Filter Relaxation
What happens when we can't find enough matches
Sometimes a niche skill combination with strict logistics (e.g., "Emotional Regulation" for 7 players, 30 minutes) produces very few results. When we find fewer than 5 games with strict filters, we progressively loosen constraints in the order that matters least:
Strict Match
Your exact preferences: ±1 player, ±30 min, base complexity tolerance
Expand Players
Widen to ±2 players — player count is the most exclusionary filter
Widen Play Time
Also expand to ±60 minutes — play time is usually a soft preference
Broaden Complexity
Also relax complexity by 1.5× — this changes game type, so it's last
When filters are relaxed, you'll see an amber banner on the results page explaining what was adjusted. Games outside your strict preferences are marked with an "~Adjusted fit" badge so you can tell at a glance.
Why Every Skill Combination Works
No dead ends in the recommendation engine
You might wonder: what if someone picks an unusual combination of skills? The system handles this naturally because of how the layers connect:
Each skill links to multiple mechanics — "Strategic Planning" connects to Worker Placement, Area Control, Route Building, and more. So even niche skills have many pathways to games.
Each game has multiple mechanics — Most games use 3–8 mechanics, so a single game can develop several skills simultaneously. This creates natural overlap for unusual combinations.
Scoring is additive — A game doesn't need to be perfect for every skill. If it's a strong match for your top skill and a moderate match for your second, it still scores well. The system finds the best overall fit, not a unicorn that's perfect for everything.
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