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api-response-cost-analyzer

io.github.lazymac2x/api-response-cost-analyzer
Developer Tools Public & reachable MCP 2026-07-28

What this MCP does

Estimates token and LLM costs for API responses, compares models, and suggests payload optimizations.

Capabilities

Tools

4 tools
analyze_response
Analyze API response content and estimate token count
Input schema 
{'type': 'object', 'required': ['content'], 'properties': {'content': {'type': ['string', 'object'], 'description': 'API response content'}}}
compare_models
Compare API response costs across multiple LLM models
Input schema 
{'type': 'object', 'required': ['content'], 'properties': {'models': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Array of model IDs to compare'}, 'content': {'type': ['string', 'object'], 'description': 'API response content'}, 'input_tokens': {'type': 'number', 'description': 'Optional input token count'}}}
estimate_cost
Estimate API response cost for a specific LLM model
Input schema 
{'type': 'object', 'required': ['content', 'model'], 'properties': {'model': {'type': 'string', 'description': 'Model ID (gpt-4, claude-3.5-sonnet, etc)'}, 'content': {'type': ['string', 'object'], 'description': 'API response content'}, 'input_tokens': {'type': 'number', 'description': 'Optional input token count'}}}
optimize_payload
Get optimization suggestions to reduce API response cost
Input schema 
{'type': 'object', 'required': ['content'], 'properties': {'content': {'type': ['string', 'object'], 'description': 'API response content'}}}
History

Recent tool changes

Added
optimize_payload
Sept. 17, 2026, 12:43 p.m.
Added
compare_models
Sept. 17, 2026, 12:43 p.m.
Added
estimate_cost
Sept. 17, 2026, 12:43 p.m.
Added
analyze_response
Sept. 17, 2026, 12:43 p.m.
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