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pich/ai-economics-mcp

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MCP server for AI economics — 12 calculators for token cost, LLM energy, agent-hour, Proof-Adjusted Autonomy, revocation exposure. Free API, no key. By Michał Piszczek.

MCP

pich/ai-economics-mcp

Added 21 Sept 2026

#ai #ai-economics #claude #cost-optimization #cursor #finops #llm #llmops

Overview

MCP server offering 12 calculators for AI economics, including token cost, LLM energy, agent-hour, Proof-Adjusted Autonomy, and revocation exposure. It provides a free API without requiring an API key. Built by Michał Piszczek in JavaScript.

Best for

Best for
Developers needing AI cost and energy calculations within MCP-based workflows.

Use cases

  • Estimate token costs for LLM API usage
  • Calculate energy consumption of AI models
  • Assess agent-hour economics and autonomy metrics

How to use

Install

claude mcp add ai-economics -- npx -y @michalpiszczek/ai-economics-mcp

Tools exposed

  • token_cost
  • context_window
  • agent_hour
  • model_routing
  • llm_energy
  • joules_per_verified_task
  • token_burn
  • humanoid_energy
  • proof_adjusted_autonomy
  • revocation_exposure
  • verification_bottleneck
  • proof_debt
  • AI_ECONOMICS_API

Tested with

Claude Desktop, Claude Code, Cursor

Example client config

{\n  "mcpServers": {\n    "ai-economics": {\n      "command": "npx",\n      "args": ["-y", "@michalpiszczek/ai-economics-mcp"]\n    }\n  }\n}

Notes

MCP server offering 12 calculators for AI economics, including token cost, LLM energy, agent-hour, Proof-Adjusted Autonomy, and revocation exposure. It provides a free API without requiring an API key. Built by Michał Piszczek in JavaScript.

1 stars on GitHub. Last updated 2026-09-10. Licensed MIT.

Use cases

  • Estimate token costs for LLM API usage
  • Calculate energy consumption of AI models
  • Assess agent-hour economics and autonomy metrics

Pros

  • Free to use with no API key required
  • Covers multiple economic metrics in one server
  • Integrates with MCP clients for easy access

Cons

  • Low community adoption (1 star on GitHub)
  • Limited documentation or examples may be available
  • Requires MCP client setup to use

Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.

Pros

  • Free to use with no API key required
  • Covers multiple economic metrics in one server
  • Integrates with MCP clients for easy access

Cons

  • Low community adoption (1 star on GitHub)
  • Limited documentation or examples may be available
  • Requires MCP client setup to use

Pairs with

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