MCP Server

AI Pricing Hub

            io.github.gishh/aipricinghub
        

Data & Analytics Search & Research Public & reachable MCP 2026-07-28

What this MCP does

Searches and analyzes sourced AI model pricing, benchmarks, provider data, pricing history, and recent market changes.

benchmark_lookup

Benchmark lookup

Find sourced benchmark rows by model, provider, or benchmark ID.

Read only

Input schema

{'type': 'object', 'properties': {'limit': {'type': ['string', 'number', 'array'], 'description': 'limit'}, 'cursor': {'type': ['string', 'number', 'array'], 'description': 'cursor'}, 'model_id': {'type': ['string', 'number', 'array'], 'description': 'model id'}, 'provider': {'type': ['string', 'number', 'array'], 'description': 'provider'}, 'benchmark_id': {'type': ['string', 'number', 'array'], 'description': 'benchmark id'}}, 'additionalProperties': False}

Output schema

{'type': 'object'}

calculate_cost

Calculate cost

Estimate cost from model pricing and token volumes.

Read only

Input schema

{'type': 'object', 'properties': {'model_id': {'type': ['string', 'number', 'array'], 'description': 'model id'}, 'requests': {'type': ['string', 'number', 'array'], 'description': 'requests'}, 'input_tokens': {'type': ['string', 'number', 'array'], 'description': 'input tokens'}, 'output_tokens': {'type': ['string', 'number', 'array'], 'description': 'output tokens'}, 'cached_input_tokens': {'type': ['string', 'number', 'array'], 'description': 'cached input tokens'}}, 'additionalProperties': False}

Output schema

{'type': 'object'}

compare_models

Compare models

Compare pricing, context, and sourced benchmarks for model IDs.

Read only

Input schema

{'type': 'object', 'properties': {'model_ids': {'type': ['string', 'number', 'array'], 'description': 'model ids'}}, 'additionalProperties': False}

Output schema

{'type': 'object'}

find_best_value

Find best value

Rank models by available benchmark signal per listed token price.

Read only

Input schema

{'type': 'object', 'properties': {'limit': {'type': ['string', 'number', 'array'], 'description': 'limit'}, 'cursor': {'type': ['string', 'number', 'array'], 'description': 'cursor'}, 'provider': {'type': ['string', 'number', 'array'], 'description': 'provider'}, 'benchmark_id': {'type': ['string', 'number', 'array'], 'description': 'benchmark id'}}, 'additionalProperties': False}

Output schema

{'type': 'object'}

find_cheapest

Find cheapest

Find cheapest models by combined listed input plus output token price.

Read only

Input schema

{'type': 'object', 'properties': {'limit': {'type': ['string', 'number', 'array'], 'description': 'limit'}, 'cursor': {'type': ['string', 'number', 'array'], 'description': 'cursor'}, 'provider': {'type': ['string', 'number', 'array'], 'description': 'provider'}, 'workload': {'type': ['string', 'number', 'array'], 'description': 'workload'}}, 'additionalProperties': False}

Output schema

{'type': 'object'}

latest_changes

Latest changes

Return recent model launches, removals, and pricing changes.

Read only

Input schema

{'type': 'object', 'properties': {'type': {'type': ['string', 'number', 'array'], 'description': 'type'}, 'limit': {'type': ['string', 'number', 'array'], 'description': 'limit'}, 'cursor': {'type': ['string', 'number', 'array'], 'description': 'cursor'}, 'provider': {'type': ['string', 'number', 'array'], 'description': 'provider'}}, 'additionalProperties': False}

Output schema

{'type': 'object'}

pricing_history

Pricing history

Return historical pricing snapshots for a model ID.

Read only

Input schema

{'type': 'object', 'properties': {'model_id': {'type': ['string', 'number', 'array'], 'description': 'model id'}}, 'additionalProperties': False}

Output schema

{'type': 'object'}

provider_summary

Provider summary

Summarize model count, prices, benchmarks, and changes for a provider.

Read only

Input schema

{'type': 'object', 'properties': {'provider': {'type': ['string', 'number', 'array'], 'description': 'provider'}}, 'additionalProperties': False}

Output schema

{'type': 'object'}

recommend_model

Recommend model

Recommend models for a workload using price, context, and benchmark evidence.

Read only

Input schema

{'type': 'object', 'properties': {'limit': {'type': ['string', 'number', 'array'], 'description': 'limit'}, 'budget': {'type': ['string', 'number', 'array'], 'description': 'budget'}, 'provider': {'type': ['string', 'number', 'array'], 'description': 'provider'}, 'workload': {'type': ['string', 'number', 'array'], 'description': 'workload'}, 'min_context_tokens': {'type': ['string', 'number', 'array'], 'description': 'min context tokens'}}, 'additionalProperties': False}

Output schema

{'type': 'object'}

search_models

Search models

Search the pricing catalog with provider, workload, context, and price filters.

Read only

Input schema

{'type': 'object', 'properties': {'limit': {'type': ['string', 'number', 'array'], 'description': 'limit'}, 'query': {'type': ['string', 'number', 'array'], 'description': 'query'}, 'cursor': {'type': ['string', 'number', 'array'], 'description': 'cursor'}, 'provider': {'type': ['string', 'number', 'array'], 'description': 'provider'}, 'workload': {'type': ['string', 'number', 'array'], 'description': 'workload'}, 'max_combined_price': {'type': ['string', 'number', 'array'], 'description': 'max combined price'}, 'min_context_tokens': {'type': ['string', 'number', 'array'], 'description': 'min context tokens'}}, 'additionalProperties': False}

Output schema

{'type': 'object'}

search_news

Search news

Search AI Pricing Hub news items.

Read only

Input schema

{'type': 'object', 'properties': {'limit': {'type': ['string', 'number', 'array'], 'description': 'limit'}, 'query': {'type': ['string', 'number', 'array'], 'description': 'query'}, 'cursor': {'type': ['string', 'number', 'array'], 'description': 'cursor'}, 'source': {'type': ['string', 'number', 'array'], 'description': 'source'}, 'language': {'type': ['string', 'number', 'array'], 'description': 'language'}}, 'additionalProperties': False}

Output schema

{'type': 'object'}

Added

                            recommend_model
                        

Sept. 17, 2026, 12:42 p.m.

Added

                            search_news
                        

Sept. 17, 2026, 12:42 p.m.

Added

                            latest_changes
                        

Sept. 17, 2026, 12:42 p.m.

Added

                            benchmark_lookup
                        

Sept. 17, 2026, 12:42 p.m.

Added

                            pricing_history
                        

Sept. 17, 2026, 12:42 p.m.

Added

                            provider_summary
                        

Sept. 17, 2026, 12:42 p.m.

Added

                            find_best_value
                        

Sept. 17, 2026, 12:42 p.m.

Added

                            find_cheapest
                        

Sept. 17, 2026, 12:42 p.m.

Added

                            calculate_cost
                        

Sept. 17, 2026, 12:42 p.m.

Added

                            compare_models
                        

Sept. 17, 2026, 12:42 p.m.

Added

                            search_models
                        

Sept. 17, 2026, 12:42 p.m.

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