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    Enables AI agents to query synthetic packaged-coffee pricing data for elasticity estimates, price-change simulations, guardrail checks, price-ladder validation, and competitor positioning while logging read-only tool calls. It also includes evaluation tooling for grading whether agents use those pricing tools correctly and ground their answers in tool outputs.
    6
    MIT
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    An MCP (Model Context Protocol) server that gives AI agents live, structured ad intelligence across Facebook, Google, and Instagram — data that no base model can produce from training alone. Powered by Apify actors. Works with any MCP-compatible client: Cursor, Claude, etc.
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    Enables LLMs to query Azure service pricing via the public Azure Retail Prices API, with tools for searching prices, estimating costs, comparing regions, and listing services.
    5
    MIT
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    An MCP server for accessing real-time AWS pricing information and providing cost analysis capabilities, with no AWS credentials required.
    9
    Apache 2.0
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    Enables users to query archived copies of SaaS pricing pages from the Wayback Machine to see plan names and prices at any past date, track price changes and periods over time, and compare up to eight competitors' pricing side by side.
    5
    20 PyPI
    MIT
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    Provides tools to monitor host system health including CPU load, disk usage, and network status while enabling file system management tasks like searching and moving files. It includes built-in safety guards to prevent operations on critical system directories.
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    A Model Context Protocol server that retrieves detailed geographic information about IP addresses using the ipinfo.io API, helping determine user location and network details.
    5
    42 PyPI
    45
    MIT
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    Enables AI assistants to search JLCPCB's 450K+ electronic component catalog with real-time stock levels and pricing, supporting keyword search, filtering, and detailed component information.
    4
    40 PyPI
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    Read-only MCP server for the Renology 2026 city-level renovation cost dataset. Enables AI assistants to list markets and project types, retrieve cost ranges, compare costs across cities, and access methodology and citation information.
    5
    MIT
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    Search and retrieve detailed information about Swiss companies from the official Zefix register, including company profiles, corporate structures, and SHAB publications.
    6
    42 PyPI
    MIT
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    Provides AI assistants with structured, read-only information about Noto CRM, including pricing, features, AI agent capabilities, competitor comparisons, and use cases, with bilingual French/English responses and no external dependencies.
    15
    47 npm
    MIT
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    MCP server that exposes the version history of Russian construction-pricing open data (ФГИС ЦС), enabling queries about dataset versions, salary changes, and republished-but-unchanged exports.
    4
    1
    MIT
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    Exposes the Nano Banana Pro AI knowledge surface (image generation workflows, styles, pricing, FAQ, official links) to MCP-compatible AI clients such as Claude Desktop, Cursor, and Windsurf, enabling querying of image editing capabilities and pricing information without API keys.
    3
    MIT
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    MCP-NixOS is a Model Context Protocol server that provides real-time, accurate information about NixOS packages, options, Home Manager, and nix-darwin configurations, preventing AI assistants from hallucinating about NixOS resources and enabling them to deliver factual system configuration guidance.
    2
    870
    MIT
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    Provides read-only tools for market data and portfolio analysis, including prices, FX rates, ETF costs and exposure, and whole-portfolio risk in a chosen currency. Supports natural-language questions about investments through MCP clients.
    20
    MIT
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    An MCP server for discovering and querying over 300 AI models available on OpenRouter. It enables users to list, search, filter, compare, and get detailed information about models with pricing, context limits, and capabilities.
    5
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