vibe.mytokencost.com | The Token & Pixel Optimization Hub

1 Model & Codebase Parameters

Track compounding context window limits caused by continuous workspace indexing.

Select Your Active Model

Claude 3.5 Sonnet

Limit: ~200k t/hr
Agent: Context Heavy

GPT-4o (Premium)

Limit: ~120k t/hr
Agent: Moderated Churn

GPT-4o Mini / Cheap

Limit: ~1M t/hr
Agent: Wallet Safe

Active Codebase Size 50 files

Single Script (5 files) Typical Build (150 files) Large Repository (300 files)

Coding Frequency (Prompts / Hour) 20 prompts

Deliberate Dev (2/hr) Pure Flow State (30/hr) Uncontrolled Loop (60/hr)

Agentic Multipliers

Autonomous File Lookup Agent crawls secondary directories recursively per query prompt.

Terminal Compilation Loop Agent automatically runs compiling tests and self-repairs code blocks.

Invoice Shock Diagnostics: Because agents transmit your active codebase and previous history during every command, context builds quadratically. This simulation models the compounding rate.

Burn Diagnostics

Flow Threat Threshold

Dangerous Token Bleed

Tokens Burnt / Hr 1,500K

Estimated Time to Lockout 8.2 Mins

Model Plan Allocation Limit 134% of Limit

Context input size (final query): 75,000 tokens

Cumulative Agent Overhead: 1.8x

Est. API pricing / Hr of coding: $12.50

2 Prompt Compactor & Cache Planner

Cache Status: Unoptimized

Paste prompts with instructions or boilerplate. The engine will strip comments, detect system rules structures, and verify Prompt Caching sequence logic.

Raw Code or Instruct Prompt

/* 
 * STATIC RULESET - Keep this static context at the very top of your prompt
 * This establishes prompt caching triggers so Anthropic/OpenAI cache your rules
 */
import React from 'react';

// Live telemetry state handler (Do not remove hooks)
function Dashboard() {
  return (
    <div>
      <h1>Active Hub Terminal</h1>
    </div>
  );
}

// DYNAMIC TASK (This change ruins caching if placed at the top instead of here!)
// TASK: Refactor dashboard styling to use a glowing neon purple border layout.

Optimized Prompt (Compacted & Cache Aligned)

Placing dynamic changes *last* allows API nodes to pull rules directly from the cache.

Architect Caching Analysis

Reduction Ratio 0% Saved

Cache Alignment 90% Score

Pre-Compacted 0 t

Compacted 0 t

Estimated Savings / Query: $0.00

How to trigger 90% Prompt Caching:

Put heavy static context (system rules, schema documentation) at the absolute **top** of the payload.

Keep your query specific tasks (e.g., "now rewrite function X") at the absolute **bottom**.

3 Local Fallback Wizard

Select your host system configurations to export tailored Open-Weight models and configuration configs.

Host Hardware Setup

Target Extension Interface

Calculated Execution Metrics

Recommended Model: DeepSeek-Coder-V2-Lite-16B

Estimated Generation Speed: ~28 tok/sec

VRAM Allocation Footprint: 12GB

💡 Avoid high cloud API subscription walls. Launch Ollama locally and route system queries to localhost:11434.

Ollama & Extension config

Integration Configuration Scripts

Loading script configuration...

⚠️ Warning:

Local models decrease pricing to zero but consume high power and battery usage. Sync your environments to compare energy metrics.

4 Context Guard Settings

Enable guardrails to dynamically compile configuration rule lists.

Enforce Concise Answers

Forces dynamic agents to answer concisely, stripping away conversational fluff tokens.

Force Explicit File Scoping

Stops autonomous tools from recursively crawl-indexing the whole repository structure.

Enable summary-file checkpoints

Forces active threads to regularly record progress inside status files to wipe history safely.

Request Specific Code Diffs Only

Restricts models from outputting full unmodified files to show minor edits.

📂 Drop these instructions directly into .cursorrules or your IDE custom settings.

Live Document Generation

Constructed Instructions Config

Generating Rules config file...

✔

Enforcing limits within system rules cuts background agentic token overheads by roughly 55% - 80%.

5 Git Token Auditor CLI

Scan repository codebases locally to identify bloated directories and files before indexing them into AI models.

CLI Installation Script

npx audit-tokens

CLI Tool Features:

Analyzes unignored codebase file structures.

Alerts on dynamic index rate leaks.

Suggests local excludes for build artifacts.

git-auditor-cli.sh

v1.2.0-stable

Click "Launch Auditor Scan" to scan workspace directories for unignored package files.

Paid SaaS Suite Features

Stop Bleeding Tokens. Automate Your Shields.

The free diagnostic workspace models your leaks—our premium products actively block them.

IDE PLUGIN $9/mo

Compute Firewall Extension

A desktop extension for Cursor, VS Code, or Cline. Monitors context loads and physically intercepts requests if it flags loop anomalies or unignored modules.

POPULAR

API KEY GATEWAY $15/mo

Custom Caching Proxy Tier

Route IDE endpoints through api.mytokencost.com. Server automatically strips redundant formatting, injects dynamic cache headers, and runs prompt guards.

CONSULTING $5k+ Flat

Local-First Transition

Migrate routine development tasks to self-hosted open-weight pipelines. Specialized consulting to design local network host arrays securely.

1 Vision Detail Parameters

Estimate token pricing multipliers based on image resolution parameters.

Target Multimodal Model

Analysis Resolution Detail Mode

Image Width 1024 px

Image Height 768 px

💡 High detail vision modes partition coordinates into blocks. Scale down images before submitting to agents to save significant API bills.

Visual grid simulation

Calculated Model Vision Tiles

Calculated Input Overhead

595 tokens

Slices image coordinates into grid tiles to execute detailed multimodal analysis.

2 SVG Code Optimizer

Size Saved: 0 Bytes

Paste raw vector SVG code. The compiler strips comments, editor attributes, namespacing telemetry, and compresses decimal margins to minimize prompt bytes.

Raw Vector SVG Code

<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" viewBox="0 0 100 100">
  <!-- Vector asset created in Adobe Illustrator metadata tags -->
  <g id="adobe_illustrator_pgg">
    <circle cx="50" cy="50" r="40" fill="#ec4899" stroke="#db2777" stroke-width="4" />
  </g>
</svg>

Compressed SVG Output

Drops visual payload token sizes by up to 80% inside coding chat agents.

Optimized Telemetry

Reduction Ratio 0% Saved

Pre-Compacted 0 t

Optimized Size 0 t

Live Rendering Preview

Live Preview

Enterprise Asset Control Suite

Curb Team-Level Creative Token Churn

Paid corporate platforms to track and throttle automated visual asset generation overheads.

PORTAL PLATFORM $49/seat/mo

Team Optimization Portals

Connect design arrays. Portals aggregate employee usage dashboards and alert management: "Dev A ran 40 full Sora tests, costing $240 today. 82% preventable."

ADAPTER $12/mo

Visual Pixel Caching Firewall

Automatically detects redundant image layers and avoids re-sending static background coordinate blocks during layout refinements.

CONSULTING Custom Flat

Prompt Guard Audits

Bespoke prompt-payload audits to optimize customer service vectors, reducing your monthly enterprise LLM invoices by thousands.

Vibe Coding Optimization Hub