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    Enables an AI assistant to answer customer-success questions by synthesizing simulated billing, support ticket, and product usage data into composite churn-risk scores, bands, and plain-language explanations for fictional accounts. It exposes raw-data tools, a synthesis tool, and a methodology resource so users can list at-risk accounts or get a per-account health summary.
    4
    MIT
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    Enables AI agents to safely query and explore Apache Impala clusters with read-only SQL, metadata, statistics, cluster overview, and analysis prompt templates.
    17
    Apache 2.0
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    An MCP server for the Octopus Energy Japan GraphQL API that allows users to retrieve electricity consumption, cost estimates, and contract details. It enables 30-minute interval usage analysis and postal code area searches while ensuring privacy by excluding personal address information.
    3
    24 npm
    1
    MIT
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    Enables efficient extraction of specific data from JSON APIs using JSONPath patterns, reducing token usage by up to 99% compared to fetching entire responses. Supports single and batch operations for both JSON extraction and raw text retrieval from URLs.
    4
    16 PyPI
    4
    MIT
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    Enables users to convert structured data into Token-Oriented Object Notation (TOON) to reduce LLM token usage and costs by up to 70%. It provides tools for encoding, decoding, and analyzing data formats like JSON, CSV, and XML to optimize prompt efficiency.
    4
    14 npm
    3
    MIT
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    Enables querying near-real-time capital flows across asset classes, countries, sectors, crypto, and macro instruments, alongside Federal Reserve and crypto liquidity, risk-on/risk-off regime detection, and side-by-side flow comparisons. It exposes live snapshot data through tools such as liquidity overview, capital flows, instrument analysis, and Fed/crypto liquidity queries.
    13
    MIT
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    A Model Context Protocol server for AES encryption and decryption, supporting various modes, padding, and input/output formats for secure data handling.
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    12 npm
    11
    MIT
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    Reference implementation of KIP-1318, a secure Model Context Protocol server for Apache Kafka that enables AI agents to interact with Kafka clusters through governed tools and resources.
    11
    2
    Apache 2.0
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    A comprehensive MCP server that turns any AI assistant into a powerful mathematical computation engine, providing 52 advanced functions, 158 unit conversions, financial calculations, and secure AST-based evaluation.
    18
    44 PyPI
    16
    MIT
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    Enables remote MCP clients to perform host, file, process, and DataOps operations through a persistent gateway without locally storing CLI logins, SSH keys, or host pins, using standard Streamable HTTP and OAuth.
    MIT
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    Provides a modular MCP server to integrate with IBM Data Intelligence services, enabling secure interaction with data intelligence capabilities via tools and skills.
    381 PyPI
    20
    Apache 2.0
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    Enables managing orchestration workflows through tools for creating, preflighting, linting, and running sequences, checking instance status and outputs, sending signals, retrying instances, and inspecting DLQ and usage.
    MIT
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    Enables authenticated users to manage paper-trading accounts, place and cancel orders with simulated fills, view positions and P&L, search instruments, fetch bars, and run quant-strategy lifecycles over stdio or streamable HTTP.
    MIT
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    Enables AI assistants to read a verified household financial record across linked accounts, including holdings, transactions, fees, performance, cash flow, advisors, diagnostics, and score findings. It can also refresh connections and manage manually tracked assets or liabilities inside the service, but cannot move money or place trades at financial institutions.
    MIT
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    MCP server that gives AI assistants direct access to RaceHooks motorsport analytics and data, enabling management of webhooks, live sessions, simulations, and account usage.
    49 npm
    1
    MIT
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    Exposes 250+ financial data tools across 24 categories, letting AI assistants retrieve and analyze stock quotes, company fundamentals, financial statements, technical indicators, ETFs, crypto, forex, commodities, and economic data through the Financial Modeling Prep API. Supports dynamic or pre-loaded toolsets over HTTP/SSE, with hosted or self-hosted deployment.
    1,146 npm
    Apache 2.0
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    Provides secure integration between MCP clients and IBM Data Intelligence services, enabling AI assistants to interact with IBM's data intelligence capabilities for data management and analytics operations.
    Apache 2.0
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    Enables operating Dataiku DSS projects, datasets, and Agent tools from any MCP client over Streamable HTTP, with read-only by default and secure bearer-token authentication.
    Apache 2.0