Free tools for developers working with AI.
19 browser-based tools: token costs, context windows, MCP configs, RAG sizing, local LLM hardware, and more. Everything runs on your device — no signup, no data sent to a server.
AI & LLMs
See the real BPE tokens, token IDs, and character ratio for pasted text.
Open tool 02 MCP Config GeneratorBuild Cursor and Claude MCP configurations for stdio, SSE, and HTTP servers.
Open tool 03 AGENTS.md GeneratorGenerate concise AGENTS.md or CLAUDE.md project instructions from a questionnaire.
Open tool 04 fstack Agent SkillsTen simple agent skills for Cursor, Claude Code, and Codex. One command to install, one job per skill.
Open tool 05 Inference Cost CalculatorEstimate your monthly LLM inference bill and compare models across OpenAI, Anthropic, Google, and more.
Open tool 06 Token Counter & Prompt CostPaste a prompt, get an approximate token count and what it costs as input across every major LLM.
Open tool 07 AI Subscription vs APIIs ChatGPT Plus or Claude Pro worth it vs paying per token? Find your break-even point.
Open tool 08 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.
Open tool 09 Prompt Cost DiffCompare two prompt variants: token delta and dollar savings per model, per call and per month.
Open tool 10 Embeddings Cost EstimatorEstimate embedding API cost, chunk counts, vector storage size, and rough monthly bills for your corpus.
Open tool 11 LLM Latency CalculatorEstimate LLM response time by output length — compare time to first token and total wait across models.
Open tool 12 AI Agent Cost VisualizerSee how multi-step agent runs get expensive as context grows each step — per-step cost table with monthly totals.
Open tool 13 Model Tier QuizSeven questions to pick budget, workhorse, or flagship LLM tier — with honest advice to start cheap.
Open tool 14 Fine-Tuning vs RAG vs PromptingSeven questions to pick fine-tuning, RAG, or prompt engineering — with honest cost ranges and anti-recommendations.
Open tool 15 System Prompt LinterLint system prompts in your browser: contradictions, vague wording, missing format spec, wasted tokens. Rule-based, not AI.
Open tool 16 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.
Open tool 17 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.
Open tool 18 RAG Chunk Size CalculatorChunk count, embedding cost, vector storage size, and whether top-k retrieved chunks actually fit your context window.
Open tool 19 llms.txt GeneratorGenerate an llms.txt file for your site — a curated markdown index that helps LLMs and AI crawlers understand your content.
Open tool