Python

py_clob_client Known Bugs: April 2026

Active py_clob_client bugs affecting create_order, post_order, and sell flows. Covers issues #301, #294, #293, #287, #265, and workarounds.

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Layer 3 — Trading

Top 10 Kalshi API Problems Developers Face

Fix the 10 most common Kalshi API integration problems. RSA signing, WebSocket auth, order book drift, fixed-point migration, and rate limits.

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Layer 3 — Trading

Top 10 Polymarket API Problems Developers Face

Fix the 10 most common Polymarket API integration problems. Global vs US auth, L1/L2 signing, token IDs, heartbeats, and NO-side pricing.

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Layer 4 — Intelligence

CrewAI Multi-Agent Guide for Prediction Markets

Build multi-agent prediction market and sports betting systems with CrewAI. Covers crews, flows, memory, MCP, A2A, custom tools, and deployment.

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Layer 3 — Trading

pmxt Python Library Tutorial: Unified Prediction Market Trading SDK (2026)

Complete pmxt Python tutorial with installation, market data, order placement, WebSocket streaming, and Dome API migration. The CCXT for prediction markets.

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All Layers

Python Libraries for Quantitative Betting: The Agent Developer's Toolkit

Curated guide to every Python library an autonomous betting agent needs — from NumPy and SciPy to py-clob-client and nfl_data_py. Installation, usage examples, and Agent Betting Stack layer mapping for each.

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Layer 4 — Intelligence

Gnosis prediction-market-agent-tooling: The Unofficial Developer Guide

The first comprehensive guide to Gnosis prediction-market-agent-tooling (PMAT). Documents the undocumented AgentMarket class, DeployableTraderAgent pattern, platform support matrix, and how to build a production agent from scratch.

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All Layers

How to Build a Prediction Market Agent from Scratch

Build a cross-platform arbitrage bot for Polymarket and Kalshi in Python. Complete code walkthrough with wallet integration, risk management, and testing.

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Layer 3 — Trading

Best Kalshi Trading Bots Ranked (2026)

Kalshi trading bots ranked for 2026. Open-source AI agents, multi-model ensembles, sentiment bots, and research tools — all verified on GitHub.

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Layer 3 — Trading

py_clob_client create_order — Place Trades on Polymarket with Python

How to use create_order and post_order in py_clob_client. Covers GTC, FOK, and FAK order types, tick_size, neg_risk, batch orders, and complete Python examples.

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Layer 3 — Trading

py_clob_client get_balance_allowance — Check USDC Balance on Polymarket

How to check your USDC balance and token allowance on Polymarket using py_clob_client. Covers BalanceAllowanceParams, AssetType, wei conversion, and Python examples.

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Layer 3 — Trading

py_clob_client get_order_book: Polymarket Order Book Python Guide

How to use py_clob_client get_order_book to fetch Polymarket order book data. Covers OrderBookSummary return type, get_order_books batch method, BookParams, spread calculation, and working Python examples.

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Layer 3 — Trading

py_clob_client get_positions: Polymarket Position Tracking Python Guide

How to use py_clob_client get_positions to track Polymarket positions. Covers response fields, position filtering, P&L calculation, Data API alternative, and working Python examples.

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+EV Betting Bots: Finding Positive Expected Value Across Offshore Sportsbooks

Build a +EV betting bot that scans offshore sportsbook odds, identifies value against sharp benchmarks, and automates detection with Python.

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Bovada API: What Developers Need to Know About Accessing Bovada Odds

Bovada API access for developers: internal endpoints, GitHub scrapers, and third-party providers like The Odds API. Working Python code included.

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Building a Steam Move Detection Bot with Python

Build a steam move detection bot that monitors multi-book odds feeds for sharp money signals. Python tutorial with API data examples.

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All Layers

How to Build a Prediction Market Agent People Will Pay For

Build prediction market agents buyers want. Architecture, strategy selection, trust infrastructure, testing, packaging, and distribution.

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All Layers

How to Set Up a Trading Bot on Kalshi: From Account to Automation

Set up a Kalshi trading bot from scratch. Account creation, KYC, API keys, Python SDK install, and your first automated trade.

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All Layers

How to Set Up a Trading Bot on Polymarket: From Zero to Live Trading

Set up a Polymarket trading bot from scratch. Wallet creation, USDC funding, API keys, py-clob-client install, and your first trade.

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How to Track Closing Line Value with an API

Build a CLV tracking bot that captures closing lines via API and measures your edge automatically. Python code included.

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Juice Comparison: Which Offshore Sportsbooks Have the Lowest Vig?

Vig analysis across BetOnline, Bovada, Sportsbetting.ag, MyBookie, and BetUS. Compare juice by sport and calculate overround with Python.

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Kelly Criterion Betting Bot: Automated Bankroll Management

Build a Kelly criterion betting bot that sizes bets based on edge and odds. The math, fractional Kelly, and Python implementation.

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Middling Bot: How to Find Middles Across Offshore Sportsbooks

Build a middling bot that scans offshore sportsbook spreads and totals. The math, detection algorithm, and Python implementation.

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Offshore Sportsbook + Prediction Market Arbitrage: A Developer's Guide

Arbitrage between offshore sportsbooks and prediction markets like Polymarket and Kalshi. Odds conversion, market matching, and Python code.

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Offshore Sportsbook Odds: How to Normalize Data Across Books

Normalize odds data from multiple offshore sportsbooks. Format conversion, market matching, timestamp alignment, and a Python pipeline.

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Reverse Line Movement: How to Detect It Programmatically

Build a reverse line movement detector that spots lines moving against public betting. Theory, detection algorithm, and Python code.

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Layer 3 + Layer 4

Build a Polymarket Trading Bot in Python — Quickstart Guide (2026)

Build a Polymarket trading bot in Python. Market scanning, signal generation, order execution, and risk controls with complete code.

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Layer 3 — Trading

py_clob_client Python Reference — Every Method with Code Examples (2026)

Full py_clob_client method reference with working Python examples. Covers get_order_book, create_order, get_positions, get_balance_allowance, and error handling patterns.

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Layer 4 — Intelligence

Sports Betting Arbitrage Bot: The Complete Developer Guide

Build a sports betting arbitrage bot from scratch. Math, architecture, data pipeline, stake calculation, and execution with Python code.

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