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firstshout
by firstshout

claude-cost-mcp

MCP server that estimates Claude API token counts, per-model cost, and prompt-caching break-even — right inside Claude Desktop, Claude Code, Cursor, or any MCP client. Korean/CJK token-aware. Fully local, no API key, no network.

Built by claudeguide.io.

Tools

Tool

What it does

estimate_tokens

Token count for any text (Korean/CJK-aware — Korean costs ~30% more than English)

estimate_cost

Cost across Haiku 4.5 / Sonnet 4.5 / Opus 4.5, with optional prompt-caching ratio and call count

caching_breakeven

Prompt-caching savings + the ~1.28-reuse break-even point

batch_savings

Batch API savings (50% off both directions) for async workloads — daily and monthly $

compare_providers

Cost table across 8 models / 3 providers (Claude vs GPT vs Gemini), sorted cheapest-first

Pricing mirrors the 2026-05 canonical rates: Haiku $1/$5, Sonnet $3/$15, Opus $5/$25 per 1M tokens. Provider comparison uses verified 2026-05 public rates (OpenAI GPT-4o/-mini/o1, Google Gemini Flash/Pro 2.0).

Related MCP server: llm-token-tracker

Install

Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "claude-cost": {
      "command": "npx",
      "args": ["-y", "claude-cost-mcp"]
    }
  }
}

Claude Code

claude mcp add claude-cost -- npx -y claude-cost-mcp

Then ask: "How much would a 2,000-token prompt with 800 tokens out cost on each Claude model?" or "How many tokens is this Korean paragraph?"

Run locally

npm install
npm test     # 10 tests: pricing logic + live MCP handshake
npm start    # stdio server

Why

Most developers guess at Claude costs and overpay — especially in Korean, where the same prompt uses ~1.3x the tokens. This puts accurate numbers one question away inside the tool you already use. Full benchmark and free calculators at claudeguide.io.

License

MIT

Install Server
A
license - permissive license
A
quality
C
maintenance

Maintenance

Maintainers
Response time
Release cycle
Releases (12mo)
Commit activity

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

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