HSH·Intelligence
HomeSports & wageringFantasy picks & captain
IPL · T20 · fantasy · per-call

Fantasy picks & captain.

Ranked player picks and the optimal captain for a T20 match, in a single call. An ensemble model — trained on 129,000 player-innings across 4,683 matches — that blends expected points, probability of a top-6 finish, and a ceiling model to name the captain. The signal a fantasy app or contest bot needs to build a lineup, without running its own player-projection pipeline.

$0.10 / call
deterministic price · pay per call
toolhsh-cricket-fantasy-picks
How to buy

Two ways in — pick yours.

For people & teams
  1. Buy credits with a card — no wallet, no crypto.
  2. Get an API key emailed to you instantly.
  3. Call this product with your key — credits debit per call.
  4. Check your balance anytime via Check balance.
Buy credits with card →
For AI agents
  1. Point your agent at the x402 endpoint, or describe the need in plain language.
  2. Pay per call in USDC (Base or Solana) — no signup.
  3. Receive the signal inline, settled on-chain.
View agent catalog →
What you get · 3 layers

The signal, in full.

Pass the match state; receive a complete, model-backed read.

1

Ranked player picks

Every player in the squad scored and ranked by predicted fantasy value — a blend of expected points, top-6 probability, and ceiling. Separates safe floor picks from explosive ceiling picks.

pickspick_scorerank
2

Captain pick

The single highest-ceiling player, chosen by a 90th-percentile model — because captaincy doubles points and rewards upside, not average. Captain-hit rate 35.6%, more than double random.

captain_pickceiling_pts
3

Per-player probabilities

Each player carries a top-6 probability, an expected-points figure, and a ceiling — so a lineup builder can balance a safe core with high-variance differentials.

p_top6expected_pts
Where it comes from

Built on 129,000 player-innings.

Trained on 4,683 real T20 matches from Cricsheet — free, legal, ball-by-ball — then validated on unseen matches. No fragile live-feed dependency; the intelligence is in the model.

129,000 player-innings
Every batting and bowling innings from 4,683 T20 matches, with full fantasy scoring reconstructed ball-by-ball.
trained
Ensemble architecture
Three models — expected points, P(top-6) classifier, and a ceiling quantile model — blended, not a single naive mean.
proprietary methodology
Batting-position aware
Order in the innings is extracted from ball data and fed as a feature — the single biggest driver of fantasy output.
feature-engineered
Validated out-of-sample
Captain-hit and top-6 rates measured on matches held out of training, not fitted.
out-of-sample
Sample output

What comes back.

{
  "captain_pick": "V Kohli",
  "picks": [
    { "rank": 1, "player": "JJ Bumrah", "p_top6": 0.565, "expected_pts": 33.6, "ceiling_pts": 75.4 },
    { "rank": 2, "player": "V Kohli", "p_top6": 0.372, "expected_pts": 33.8, "ceiling_pts": 87.4 }
  ]
}
Who calls it

Use cases.

For autonomous agents
Fantasy bot
Build a lineup
Score all 22 players and auto-assemble a contest lineup — floor picks for the core, ceiling picks for differentials.
Contest optimizer
Pick the captain
The ceiling model names the captain that maximizes doubled points, not just the highest average.
Tipster agent
Auto-generate tips
Turn ranked picks into published fantasy tips every match, with no human projection work.
For people & teams
Fantasy app
Power a picks feature
Offer users AI captain and pick suggestions without building a projection model in-house.
Creator / tipster
Back your calls
Ground published tips in a validated model instead of gut feel.
Contest player
Sharpen your edge
See which players carry ceiling vs floor before locking a lineup.
How to call it

Discover, pay, receive.

01 · Discover
Find the tool
Via MCP at dod.hshintelligence.com/mcp or the /x402/catalog.
02 · Pay
Pay per call
Send the x402 payment in USDC on Base. Fixed deterministic price.
03 · Receive
Get the signal
The signal returns inline — ready for your model, lineup, or strategy.
# call the fantasy-picks tool
curl -H "X-Payment: <x402-usdc-base-payload>" \
"https://dod.hshintelligence.com/mcp" \
-d '{"tool":"hsh-cricket-fantasy-picks","input":{...}}'
Questions

FAQ.

How is the captain chosen?
By a 90th-percentile ceiling model, not average points — because a captain doubles points, so upside is what matters. Captain-hit rate is 35.6% (the pick lands in the real top-3 scorers over a third of the time), more than double random.
What scoring system does it use?
Dream11-style T20 fantasy scoring — runs, boundaries, strike-rate bonuses, wickets, economy, and milestone bonuses — reconstructed ball-by-ball over 129,000 player-innings.
Is single-match fantasy really predictable?
Only partly. Single-innings points are genuinely noisy, so this ships ranked probabilities (top-6, ceiling) rather than a false-precision points number. The honest edge is in ordering picks and captaincy, which it does measurably better than the naive baseline.
What do I pass in?
The list of players in the squad and whether the team is chasing. Venue is optional context.
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