diff --git a/tools/token-count-accuracy/package.json b/tools/token-count-accuracy/package.json
new file mode 100644
index 00000000..136b4868
--- /dev/null
+++ b/tools/token-count-accuracy/package.json
@@ -0,0 +1,12 @@
+{
+  "name": "token-count-accuracy",
+  "version": "1.0.0",
+  "main": "test.js",
+  "scripts": {
+    "test": "echo \"Error: no test specified\" && exit 1"
+  },
+  "keywords": [],
+  "author": "",
+  "license": "AGPL-3.0-only",
+  "description": ""
+}
diff --git a/tools/token-count-accuracy/test.js b/tools/token-count-accuracy/test.js
new file mode 100644
index 00000000..413d963e
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+++ b/tools/token-count-accuracy/test.js
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+const claude_examples = [
+    {
+        type: 'output', // probably doesn't matter
+        text: "I am Claude, an AI assistant created by Anthropic. I'm running on Puter, an open-source platform, through a driver interface called puter-chat-completion. I aim to be direct and honest about my identity and capabilities.",
+        tokens: 55,
+    },
+    {
+        type: 'output',
+        text: `Here's a list of fascinating numbers and their significance:
+
+1. 1.618033988749895 (φ, Phi, Golden Ratio)
+- Found throughout nature and art
+- Considered aesthetically pleasing
+- Appears in the proportions of the Parthenon, nautilus shells, and spiral galaxies
+
+2. 2.71828... (e, Euler's Number)
+- Base of natural logarithms
+- Fundamental to exponential growth and decay
+- Essential in compound interest calculations
+
+3. 3.14159... (π, Pi)
+- Ratio of circle's circumference to diameter
+- Transcendental number
+- Appears across mathematics and physics
+
+4. 6.02214076 × 10²³ (Avogadro's Number)
+- Number of particles in one mole of substance
+- Fundamental to chemistry
+- Named after Italian scientist Amedeo Avogadro
+
+5. 137 (Fine Structure Constant)
+- Describes strength of electromagnetic interaction
+- Mysterious number in physics
+- No theoretical explanation for its value
+
+6. 1729 (Hardy-Ramanujan Number)
+- Smallest number expressible as sum of two cubes in two different ways
+- Famous from conversation between mathematicians Hardy and Ramanujan
+
+7. 42 
+- Answer to "life, the universe, and everything" in Hitchhiker's Guide to the Galaxy
+- Has gained cultural significance
+- Interestingly appears in various mathematical contexts
+
+8. 0.577215... (γ, Euler-Mascheroni Constant)
+- Appears in number theory and calculus
+- Still unknown if it's irrational
+- Connected to harmonic series
+
+9. 23! (Factorial of 23)
+- Approximately equal to all seconds since Big Bang
+- Shows how quickly factorial numbers grow
+
+10. 666 (Number of the Beast)
+- Cultural and religious significance
+- Appears in Book of Revelation
+- Subject of numerous mathematical curiosities
+
+These numbers demonstrate how mathematics intersects with nature, science, culture, and human understanding of the universe.`,
+        tokens: 481,
+    },
+    {
+        type: 'output',
+        text: `Here are some digits of Pi:
+3.14159265358979323846264338327950288419716939937510...
+
+Some digits of the square root of 2:
+1.41421356237309504880168872420969807856967187537694...
+
+And now for some random unpredictable things:
+
+Purple elephants juggling quantum calculators in zero gravity
+The sound of silence tastes like neon butterflies 
+Yesterday's tomorrow forgot to attend its own birthday party
+Clouds made of crystallized laughter are floating upside down
+The number 7 decided to identify as a letter instead
+Spinning teacups full of liquid starlight and abstract concepts
+Time decided to flow sideways through a Klein bottle
+Philosophical zombies debating the existence of consciousness while eating imaginary cookies
+The color blue went on strike and was temporarily replaced by the smell of nostalgia
+Dancing fractals wearing mismatched socks made of pure mathematics
+A parade of impossible objects marching through an Escher painting
+The concept of Tuesday learned to yodel in binary code
+Metaphysical hiccups causing temporary glitches in the fabric of reason
+Square circles plotting a revolution against euclidean geometry
+The letter Q eloped with an ampersand and they had punctuation mark babies`,
+        tokens: 284,
+    }
+];
+
+// Measure each with tiktoken
+
+class TikTokenCounter {
+    constructor (model_to_try) {
+        this.model_to_try = model_to_try;
+    }
+
+    get title () {
+        return `TikToken ${this.model_to_try}`;
+    }
+
+    count (text) {
+        const tiktoken = require('tiktoken');
+        const enc = tiktoken.encoding_for_model(this.model_to_try);
+        const tokens = enc.encode(text);
+        return tokens.length;
+    }
+}
+
+class DivideCounter {
+    constructor (by) {
+        this.by = by;
+    }
+
+    get title () {
+        return `Divide by ${this.by}`;
+    }
+
+    count (text) {
+        return text.length / this.by;
+    }
+}
+
+const counters_to_try = [
+    new TikTokenCounter('gpt-3.5-turbo'),
+    new TikTokenCounter('gpt-4'),
+    new TikTokenCounter('gpt-4o'),
+    new TikTokenCounter('gpt-4o-mini'),
+    new DivideCounter(4),
+    new DivideCounter(5),
+];
+
+const scores = {};
+
+const results = [];
+for (const example of claude_examples) {
+    const result = {
+        example,
+        counts: {},
+        diffs: {},
+    };
+    for (const counter of counters_to_try) {
+        result.counts[counter.title] = counter.count(example.text);
+    }
+    results.push(result);
+
+    // Which one is the most accurate?
+    const real_amount = example.tokens;
+    for ( const count_name in result.counts ) {
+        const count = result.counts[count_name];
+        const diff = Math.abs(count - real_amount);
+        result.diffs[count_name] = diff;
+    }
+    // Report the most accurate one
+    const most_accurate =
+        Object.keys(result.diffs)
+            .reduce((a, b) => result.diffs[a] < result.diffs[b] ? a : b);
+    result.most_accurate = most_accurate;
+
+    scores[most_accurate] = (scores[most_accurate] || 0) + 1;
+}
+
+
+console.log(results);
+
+console.log(scores);
\ No newline at end of file