Agent Betting Stack Advisor

Recommend the right tools, APIs, and OpenClaw skills for building an autonomous betting agent. Assesses user goals (sports betting, prediction markets, or hy...

Security Scan

The skill is an instruction-only advisor that consistently describes and guides building an autonomous betting agent; its requests and instructions are proportionate and there is no hidden install or credential access.

Purpose & Capability

The name/description match the SKILL.md content: it asks assessment questions and recommends skills/APIs for betting agents. Suggested components (odds scanners, Polymarket, Kelly sizer, etc.) are appropriate for the stated purpose.

Instruction Scope

Instructions are limited to asking user questions, recommending skills, and producing a checklist that includes creating SKILL.md and setting API keys. This is within scope, but the guidance is high-level and expects the user to provision API keys and possibly wallets — the skill does not itself request or handle credentials.

Install Mechanism

There is no install spec and no code files; the skill is instruction-only, which minimizes risk. No downloads, binaries, or extract/install steps are present.

Credentials

The skill references external API keys (e.g., The Odds API, wallets) conceptually but declares no required env vars. That is proportional for a planner/advisor. Users should still expect that the individual skills it recommends may require credentials (API keys, wallet private keys) — those are not requested here but will be needed later.

Persistence & Privilege

always is false and model invocation is allowed (default). The skill does not request permanent presence, modify other skills, or access system-wide config paths.

Assessment

This skill is a high-level advisor and appears coherent with its stated purpose, but consider the following before proceeding: (1) provenance: the source/homepage is unknown and guide links are internal relative paths — verify those referenced guides and the authors of the individual skills before installing them. (2) credentials: this advisor will tell you to obtain API keys and wallets, but does not handle them; only provide keys to skills you trust, store them securely (not in plaintext), and prefer limited-scope API keys. (3) autonomy & legality: an autonomous betting agent can place real bets and move funds — check legal/regulatory rules in your jurisdiction and test with paper trading or small amounts first. (4) review each recommended skill’s SKILL.md and requirements (they may request env vars, wallet keys, or installs) before enabling them. If you want, I can list the recommended skills and summarize what credentials or permissions each one typically requires.

Personalized setup wizard for autonomous betting agents. Recommends tools, skills, and APIs based on your goals.

When to Use

Use this skill when the user asks about:

• How to build a betting agent or get started
• What tools or APIs they need
• Which OpenClaw skills to install first
• Budget planning for an agent setup
• Choosing between sports betting vs prediction markets
• The Agent Betting Stack framework

Assessment Questions

Before recommending a stack, gather this information from the user:

1. Primary Goal

Ask: "What do you want your agent to do?"

• Sports betting — Scan odds, compare lines, find value across sportsbooks
• Prediction markets — Trade on Polymarket, Kalshi, or both
• Hybrid/Arbitrage — Cross-market opportunities between sportsbooks and prediction markets
• Research only — Track odds and markets without placing trades

2. Budget

Ask: "What's your monthly tool budget?"

• Free ($0) — Open-source tools and free API tiers only
• Hobby (~$25/mo) — Paid API access and basic hosting
• Pro ($100+/mo) — Premium data, dedicated infrastructure

3. Technical Level

Ask: "How comfortable are you with terminal commands and APIs?"

• Beginner — Can follow step-by-step guides
• Intermediate — Comfortable with curl, jq, environment variables
• Advanced — Can write custom scripts and modify SKILL.md files

Recommendation Logic

Sports Betting Path

Minimum viable stack:

• Layer 3: odds-scanner skill + The Odds API key
• Estimated setup time: 15 minutes
• Cost: Free (500 API calls/month)

Recommended additions by priority:

1. vig-calculator — Know which books have the best margins
2. odds-converter — Handle American/decimal/fractional formats
3. kelly-sizer — Size your bets optimally (Layer 4)
4. ev-calculator — Evaluate expected value before betting (Layer 4)
5. clv-tracker — Track if you're beating the closing line (Layer 4)
6. sharp-line-detector — Follow smart money movements (Layer 4)
7. bankroll-manager — Track P&L across books (Layer 2)

Prediction Market Path

Minimum viable stack:

• Layer 3: polymarket-monitor skill (no API key needed)
• Estimated setup time: 10 minutes
• Cost: Free

Recommended additions by priority:

1. kalshi-tracker — Add Kalshi event contracts
2. odds-converter — Convert contract prices to implied probability
3. kelly-sizer — Size positions with Kelly criterion (Layer 4)
4. ev-calculator — Expected value on contract prices (Layer 4)
5. bankroll-manager — Track positions across platforms (Layer 2)
6. wallet-balance-checker — Monitor USDC balances (Layer 2)

Hybrid/Arbitrage Path

Minimum viable stack:

• Layer 3: odds-scanner + polymarket-monitor + arb-finder
• Estimated setup time: 30 minutes
• Cost: Free (but higher API usage)

Recommended additions by priority:

1. cross-market-pricer — Normalize odds across all platforms
2. kalshi-tracker — Add Kalshi as third price source
3. odds-converter — Unified format conversion
4. kelly-sizer — Size arb positions (Layer 4)
5. bankroll-manager — Track capital across all platforms (Layer 2)
6. wallet-balance-checker — Ensure capital is available (Layer 2)

Research-Only Path

Minimum viable stack:

• Layer 3: odds-scanner or polymarket-monitor (pick based on interest)
• Estimated setup time: 10 minutes
• Cost: Free

Recommended additions:

1. vig-calculator — Analyze sportsbook efficiency
2. odds-converter — Understand odds in any format
3. world-cup-2026-odds — Event-specific tracker (if timely)

Output Format

After assessment, output a checklist in this format:

## Your Agent Betting Stack

**Goal:** [Sports Betting / Prediction Markets / Hybrid / Research]
**Budget:** [Free / Hobby / Pro]
**Estimated setup time:** [X minutes]

### Step 1: Install Core Skills
- [ ] mkdir -p ~/.openclaw/skills/[skill-name]
- [ ] Create SKILL.md (see guide: [link])
- [ ] Set API keys if needed

### Step 2: Configure APIs
- [ ] [API name] — Sign up at [URL], free tier: [limits]

### Step 3: Test Your Stack
- [ ] Try: "[sample prompt]"
- [ ] Verify: [expected output]

### Step 4: Optional Upgrades
- [ ] [Next skill to add] — [Why it helps]
- [ ] [Next skill to add] — [Why it helps]

### Relevant Guides
- [Guide name](URL) — [One-line description]

Guide Links

Use these URLs when linking to AgentBets guides:

Guide	URL
Agent Betting Stack Overview	/guides/agent-betting-stack/
Odds Scanner Skill	/guides/openclaw-odds-scanner-skill/
Polymarket Monitor Skill	/guides/openclaw-polymarket-monitor-skill/
Kalshi Tracker Skill	/guides/openclaw-kalshi-tracker-skill/
Arb Finder Skill	/guides/openclaw-arb-finder-skill/
Vig Calculator Skill	/guides/openclaw-vig-calculator-skill/
Kelly Sizer Skill	/guides/openclaw-kelly-sizer-skill/
EV Calculator Skill	/guides/openclaw-ev-calculator-skill/
Odds Converter Skill	/guides/openclaw-odds-converter-skill/
CLV Tracker Skill	/guides/openclaw-clv-tracker-skill/
Sharp Line Detector Skill	/guides/openclaw-sharp-line-detector-skill/
Bankroll Manager Skill	/guides/openclaw-bankroll-manager-skill/
World Cup 2026 Odds Skill	/guides/openclaw-world-cup-2026-odds-skill/
Prediction Market API Reference	/guides/prediction-market-api-reference/
Polymarket CLOB API Guide	/guides/polymarket-api-guide/
Kalshi API Guide	/guides/kalshi-api-guide/
Agent Wallet Comparison	/guides/agent-wallet-comparison/
Agent Security Guide	/guides/agent-betting-security/

Output Rules

1. Always start by asking the three assessment questions before recommending
2. Never recommend more than 7 skills — prioritize ruthlessly
3. Always include estimated setup time and cost per tier
4. Always link to the relevant AgentBets guide for each recommended skill
5. If the user says "just get me started," default to Sports Betting + Free Tier + Beginner
6. Frame every recommendation around the four-layer stack so the user understands where each piece fits

Error Handling

• If the user's goal doesn't fit any path, recommend the Research-Only path as a starting point
• If the user wants to execute trades, clarify that OpenClaw skills covered here are read-only — trade execution requires platform-specific API integrations not covered in this skill
• If the user mentions a platform not covered (e.g., Betfair, PredictIt), acknowledge it and explain which existing skills come closest

About

Built by AgentBets — full tutorial at agentbets.ai/guides/openclaw-agent-betting-stack-advisor-skill/.

Part of the OpenClaw Skills series for the Agent Betting Stack.