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.
AI & LLMs
See the real BPE tokens, token IDs, and character ratio for pasted text.
Member access 02 MCP Config GeneratorBuild Cursor and Claude MCP configurations for stdio, SSE, and HTTP servers.
Member access 03 AGENTS.md GeneratorGenerate concise AGENTS.md or CLAUDE.md project instructions from a questionnaire.
Member access 04 Cursor Rules GeneratorGenerate .cursor/rules/*.mdc files with correct frontmatter for always-apply, glob-scoped, agent-requested, and manual rules.
Member access 05 Claude Code Hooks GeneratorPick lifecycle events and actions to generate valid Claude Code hooks JSON plus example hook scripts.
Member access 06 Agent Skill GeneratorGenerate a SKILL.md scaffold with a trigger description that actually fires, for Cursor, Claude Code, and Codex.
Member access 07 Slash Command GeneratorBuild custom slash command markdown files for Cursor and Claude Code, with arguments, allowed tools, and the prompt body.
Member access 08 AI Ignore File GeneratorGenerate .cursorignore, .aiexclude, and Copilot content-exclusion files from stack presets and privacy toggles.
Member access 09 Inference Cost CalculatorEstimate your monthly LLM inference bill and compare models across OpenAI, Anthropic, Google, and more.
Member access 10 Token Counter & Prompt CostPaste a prompt, get an approximate token count and what it costs as input across every major LLM.
Member access 11 AI Subscription vs APIIs ChatGPT Plus or Claude Pro worth it vs paying per token? Find your break-even point.
Member access 12 Context Window Fit CheckerPaste your prompt stack and see which LLMs fit — with a bar showing how much of each model’s context window you use.
Member access 13 Repo Context EstimatorPaste a file listing with sizes and estimate whether your codebase fits each model context window, with ignore patterns.
Member access 14 Prompt Cost DiffCompare two prompt variants: token delta and dollar savings per model, per call and per month.
Member access 15 Embeddings Cost EstimatorEstimate embedding API cost, chunk counts, vector storage size, and rough monthly bills for your corpus.
Member access 16 LLM Latency CalculatorEstimate LLM response time by output length — compare time to first token and total wait across models.
Member access 17 AI Agent Cost VisualizerSee how multi-step agent runs get expensive as context grows each step — per-step cost table with monthly totals.
Member access 18 Model Tier QuizSeven questions to pick budget, workhorse, or flagship LLM tier — with honest advice to start cheap.
Member access 19 Fine-Tuning vs RAG vs PromptingSeven questions to pick fine-tuning, RAG, or prompt engineering — with honest cost ranges and anti-recommendations.
Member access 20 AI Coding Tool PickerSeven questions to pick between Cursor, Claude Code, Codex, and Copilot based on how you actually work.
Member access 21 System Prompt LinterLint system prompts in your browser: contradictions, vague wording, missing format spec, wasted tokens. Rule-based, not AI.
Member access 22 Secret ScannerScan code and config for API keys, tokens, private keys, and connection strings before pasting it into an AI tool. Runs in your browser.
Member access 23 Prompt Injection ScannerScan documents, scraped content, or user input for common prompt injection patterns before an agent reads it. Rule-based, in-browser.
Member access 24 LLM Output DiffSide-by-side diff of two model outputs with word-level highlighting and token counts per side.
Member access 25 GPU / VRAM Calculator for Local LLMsEstimate VRAM for quantized weights plus KV cache, and see which RTX cards and Apple Silicon tiers fit your model.
Member access 26 Local LLM vs API Break-EvenBuy a GPU or pay per token? Amortized hardware + electricity vs API pricing, with the break-even point in months.
Member access 27 RAG Chunk Size CalculatorChunk count, embedding cost, vector storage size, and whether top-k retrieved chunks actually fit your context window.
Member access 28 llms.txt GeneratorGenerate an llms.txt file for your site — a curated markdown index that helps LLMs and AI crawlers understand your content.
Member access