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Tools

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.

19 focused utilities 100% browser-based 0 accounts required
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AI & LLMs

19 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 fstack Agent Skills

Ten simple agent skills for Cursor, Claude Code, and Codex. One command to install, one job per skill.

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05 Inference Cost Calculator

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

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06 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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07 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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08 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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09 Prompt Cost Diff

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

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10 Embeddings Cost Estimator

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

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11 LLM Latency Calculator

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

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12 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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13 Model Tier Quiz

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

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14 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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15 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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16 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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17 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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18 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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19 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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