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    <title>DEV Community: simplefunctions</title>
    <description>The latest articles on DEV Community by simplefunctions (@simplefunctions).</description>
    <link>https://dev.to/simplefunctions</link>
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      <title>DEV Community: simplefunctions</title>
      <link>https://dev.to/simplefunctions</link>
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    <item>
      <title>Give Claude Code Access to Prediction Markets (One Command)</title>
      <dc:creator>simplefunctions</dc:creator>
      <pubDate>Sat, 21 Mar 2026 11:00:43 +0000</pubDate>
      <link>https://dev.to/simplefunctions/give-claude-code-access-to-prediction-markets-one-command-5bnd</link>
      <guid>https://dev.to/simplefunctions/give-claude-code-access-to-prediction-markets-one-command-5bnd</guid>
      <description>&lt;p&gt;If you use Claude Code or Cursor, you can query Kalshi and Polymarket prediction markets directly from your AI assistant:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;claude mcp add simplefunctions &lt;span class="nt"&gt;--url&lt;/span&gt; https://simplefunctions.dev/api/mcp/mcp
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;That's it. 16 tools are now available.&lt;/p&gt;

&lt;h2&gt;
  
  
  What Can You Do?
&lt;/h2&gt;

&lt;p&gt;Ask Claude: &lt;em&gt;"What prediction markets exist for Fed rate decisions?"&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Claude calls &lt;code&gt;scan_markets&lt;/code&gt; and returns results from both Kalshi and Polymarket with prices, volumes, and liquidity.&lt;/p&gt;

&lt;p&gt;Ask: &lt;em&gt;"Show me the orderbook for KXWTIMAX-26DEC31-T135"&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Claude calls &lt;code&gt;inspect_book&lt;/code&gt; → bid/ask levels, spread, depth, liquidity score.&lt;/p&gt;

&lt;p&gt;Ask: &lt;em&gt;"Create a thesis that oil will exceed $120"&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Claude calls &lt;code&gt;create_thesis&lt;/code&gt; → builds a causal tree, scans both exchanges for mispriced contracts, identifies edges, sets up 24/7 monitoring.&lt;/p&gt;

&lt;p&gt;Ask: &lt;em&gt;"What if Hormuz shipping drops to 10% probability?"&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Claude calls &lt;code&gt;what_if&lt;/code&gt; → simulates how all your edges would change. Zero LLM cost — pure computation.&lt;/p&gt;

&lt;h2&gt;
  
  
  The 16 Tools
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Tool&lt;/th&gt;
&lt;th&gt;What it does&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;scan_markets&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Search Kalshi + Polymarket by keyword&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;inspect_book&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Orderbook depth for a specific market&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;get_liquidity&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Liquidity scan across 18 topics&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;get_context&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Full thesis snapshot (edges, confidence, evaluation)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;create_thesis&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Build causal model from a market conviction&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;inject_signal&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Feed news/observations to thesis&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;trigger_evaluation&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Force re-evaluation&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;what_if&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Scenario analysis&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;get_positions&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Kalshi + Polymarket positions&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;get_balance&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Account balance&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;get_orders&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Resting orders&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;get_fills&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Trade history&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;get_settlements&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Settled contracts&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;get_milestones&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Upcoming events&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;get_schedule&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Exchange status&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;explore_public&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Browse public theses&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  CLI Alternative
&lt;/h2&gt;

&lt;p&gt;If you prefer command-line:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npm &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-g&lt;/span&gt; @spfunctions/cli
sf setup
sf scan &lt;span class="s2"&gt;"oil recession iran"&lt;/span&gt;
sf book KXWTIMAX-26DEC31-T135
sf liquidity geopolitics
sf edges &lt;span class="nt"&gt;--json&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Links
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://github.com/spfunctions/simplefunctions-cli" rel="noopener noreferrer"&gt;Open source CLI&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://simplefunctions.dev/docs" rel="noopener noreferrer"&gt;Docs&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://simplefunctions.dev/llms.txt" rel="noopener noreferrer"&gt;API reference&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

</description>
      <category>ai</category>
      <category>claude</category>
      <category>mcp</category>
      <category>fintech</category>
    </item>
    <item>
      <title>Kalshi vs Polymarket: A Developer's Guide to Both APIs</title>
      <dc:creator>simplefunctions</dc:creator>
      <pubDate>Sat, 21 Mar 2026 11:00:15 +0000</pubDate>
      <link>https://dev.to/simplefunctions/kalshi-vs-polymarket-a-developers-guide-to-both-apis-4p8b</link>
      <guid>https://dev.to/simplefunctions/kalshi-vs-polymarket-a-developers-guide-to-both-apis-4p8b</guid>
      <description>&lt;p&gt;If you're building anything on prediction markets — a bot, a dashboard, an AI agent — your first decision is: Kalshi or Polymarket? I've built on both. Here's what I wish I knew upfront.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Basics
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;&lt;/th&gt;
&lt;th&gt;Kalshi&lt;/th&gt;
&lt;th&gt;Polymarket&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Regulation&lt;/td&gt;
&lt;td&gt;CFTC (US)&lt;/td&gt;
&lt;td&gt;Unregulated (crypto)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Settlement&lt;/td&gt;
&lt;td&gt;USD bank account&lt;/td&gt;
&lt;td&gt;USDC on Polygon&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Auth&lt;/td&gt;
&lt;td&gt;RSA-PSS signatures&lt;/td&gt;
&lt;td&gt;EIP-712 + HMAC&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Main volume&lt;/td&gt;
&lt;td&gt;Sports (90%)&lt;/td&gt;
&lt;td&gt;Crypto + geopolitics&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Rate limits&lt;/td&gt;
&lt;td&gt;~100 req/10s&lt;/td&gt;
&lt;td&gt;15,000 req/10s&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  Market Discovery
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Kalshi&lt;/strong&gt; uses Series → Events → Markets. Search by series ticker:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="s2"&gt;"https://api.elections.kalshi.com/trade-api/v2/series?include_volume=true"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Polymarket&lt;/strong&gt; uses Events → Markets with the Gamma API:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="s2"&gt;"https://gamma-api.polymarket.com/events?active=true&amp;amp;limit=50"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Orderbook Data
&lt;/h2&gt;

&lt;p&gt;Both expose full orderbook depth. The key difference:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Kalshi&lt;/strong&gt; returns YES/NO dollar prices:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"yes_bid_dollars"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"0.48"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"no_bid_dollars"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"0.53"&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;YES ask = 100 - NO bid. Mental math required.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Polymarket&lt;/strong&gt; returns direct probabilities:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"bids"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[{&lt;/span&gt;&lt;span class="nl"&gt;"price"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"0.48"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"size"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"500"&lt;/span&gt;&lt;span class="p"&gt;}],&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"asks"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[{&lt;/span&gt;&lt;span class="nl"&gt;"price"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"0.52"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nl"&gt;"size"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"300"&lt;/span&gt;&lt;span class="p"&gt;}]&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Price History
&lt;/h2&gt;

&lt;p&gt;Kalshi: authenticated candlestick API, OHLC, custom date ranges. Requires API keys.&lt;/p&gt;

&lt;p&gt;Polymarket: public OHLC endpoint, no auth:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="s2"&gt;"https://clob.polymarket.com/ohlc?asset_id=TOKEN_ID&amp;amp;startTs=1710000000&amp;amp;fidelity=1h"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Liquidity Comparison
&lt;/h2&gt;

&lt;p&gt;In practice, across 18 market categories:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Crypto&lt;/strong&gt;: Polymarket wins (5-10x more depth)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Macro/geopolitics&lt;/strong&gt;: Roughly equal&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Sports&lt;/strong&gt;: Kalshi dominates&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  The Practical Answer
&lt;/h2&gt;

&lt;p&gt;Don't choose one. Use both. The best edges come from cross-venue comparison.&lt;/p&gt;

&lt;p&gt;I built &lt;a href="https://github.com/spfunctions/simplefunctions-cli" rel="noopener noreferrer"&gt;SimpleFunctions CLI&lt;/a&gt; for exactly this — one command to query both:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npm &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-g&lt;/span&gt; @spfunctions/cli
sf scan &lt;span class="s2"&gt;"oil recession"&lt;/span&gt;          &lt;span class="c"&gt;# search both venues&lt;/span&gt;
sf book KXWTIMAX-26DEC31-T135    &lt;span class="c"&gt;# Kalshi orderbook depth&lt;/span&gt;
sf book &lt;span class="nt"&gt;--poly&lt;/span&gt; &lt;span class="s2"&gt;"oil price"&lt;/span&gt;       &lt;span class="c"&gt;# Polymarket orderbook&lt;/span&gt;
sf liquidity crypto              &lt;span class="c"&gt;# cross-venue liquidity scan&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;It's open source, handles all the auth/normalization, and also has an &lt;a href="https://simplefunctions.dev/docs" rel="noopener noreferrer"&gt;MCP server&lt;/a&gt; for Claude Code:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;claude mcp add simplefunctions &lt;span class="nt"&gt;--url&lt;/span&gt; https://simplefunctions.dev/api/mcp/mcp
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;p&gt;What are you building on prediction markets? Happy to answer questions.&lt;/p&gt;

</description>
      <category>fintech</category>
      <category>api</category>
      <category>trading</category>
      <category>webdev</category>
    </item>
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