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Tools

Practical tools for working with AI.

28 browser-based tools: token costs, context windows, MCP configs, RAG sizing, local LLM hardware, and more. Everything runs on your device and is included with AI Workshop membership.

28 focused utilities 100% browser-based 1 lifetime membership
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AI & LLMs

28 tools
01 LLM Tokenizer Visualizer

See the real BPE tokens, token IDs, and character ratio for pasted text.

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02 MCP Config Generator

Build Cursor and Claude MCP configurations for stdio, SSE, and HTTP servers.

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03 AGENTS.md Generator

Generate concise AGENTS.md or CLAUDE.md project instructions from a questionnaire.

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04 Cursor Rules Generator

Generate .cursor/rules/*.mdc files with correct frontmatter for always-apply, glob-scoped, agent-requested, and manual rules.

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05 Claude Code Hooks Generator

Pick lifecycle events and actions to generate valid Claude Code hooks JSON plus example hook scripts.

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06 Agent Skill Generator

Generate a SKILL.md scaffold with a trigger description that actually fires, for Cursor, Claude Code, and Codex.

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07 Slash Command Generator

Build custom slash command markdown files for Cursor and Claude Code, with arguments, allowed tools, and the prompt body.

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08 AI Ignore File Generator

Generate .cursorignore, .aiexclude, and Copilot content-exclusion files from stack presets and privacy toggles.

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09 Inference Cost Calculator

Estimate your monthly LLM inference bill and compare models across OpenAI, Anthropic, Google, and more.

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10 Token Counter & Prompt Cost

Paste a prompt, get an approximate token count and what it costs as input across every major LLM.

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11 AI Subscription vs API

Is ChatGPT Plus or Claude Pro worth it vs paying per token? Find your break-even point.

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12 Context Window Fit Checker

Paste your prompt stack and see which LLMs fit — with a bar showing how much of each model’s context window you use.

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13 Repo Context Estimator

Paste a file listing with sizes and estimate whether your codebase fits each model context window, with ignore patterns.

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14 Prompt Cost Diff

Compare two prompt variants: token delta and dollar savings per model, per call and per month.

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15 Embeddings Cost Estimator

Estimate embedding API cost, chunk counts, vector storage size, and rough monthly bills for your corpus.

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16 LLM Latency Calculator

Estimate LLM response time by output length — compare time to first token and total wait across models.

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17 AI Agent Cost Visualizer

See how multi-step agent runs get expensive as context grows each step — per-step cost table with monthly totals.

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18 Model Tier Quiz

Seven questions to pick budget, workhorse, or flagship LLM tier — with honest advice to start cheap.

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19 Fine-Tuning vs RAG vs Prompting

Seven questions to pick fine-tuning, RAG, or prompt engineering — with honest cost ranges and anti-recommendations.

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20 AI Coding Tool Picker

Seven questions to pick between Cursor, Claude Code, Codex, and Copilot based on how you actually work.

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21 System Prompt Linter

Lint system prompts in your browser: contradictions, vague wording, missing format spec, wasted tokens. Rule-based, not AI.

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22 Secret Scanner

Scan code and config for API keys, tokens, private keys, and connection strings before pasting it into an AI tool. Runs in your browser.

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23 Prompt Injection Scanner

Scan documents, scraped content, or user input for common prompt injection patterns before an agent reads it. Rule-based, in-browser.

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24 LLM Output Diff

Side-by-side diff of two model outputs with word-level highlighting and token counts per side.

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25 GPU / VRAM Calculator for Local LLMs

Estimate VRAM for quantized weights plus KV cache, and see which RTX cards and Apple Silicon tiers fit your model.

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26 Local LLM vs API Break-Even

Buy a GPU or pay per token? Amortized hardware + electricity vs API pricing, with the break-even point in months.

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27 RAG Chunk Size Calculator

Chunk count, embedding cost, vector storage size, and whether top-k retrieved chunks actually fit your context window.

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28 llms.txt Generator

Generate an llms.txt file for your site — a curated markdown index that helps LLMs and AI crawlers understand your content.

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