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  • A
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    maintenance
    Exposes a synthetic issue tracker and pipeline warehouse as callable tools so an agent can answer operational questions about tickets, pipeline health, runs, incidents, and governed metrics with every claim cited to the exact tool call it came from. All writes are proposal-only, requiring human approval through a gated apply path that logs each step for audit.
    MIT
  • A
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    quality
    C
    maintenance
    Exposes local DuckDB pizza sales data as MCP tools for querying store-level and total sales metrics via natural language, enabling local LLMs to perform real-time analytical queries.
    MIT
  • A
    license
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    quality
    D
    maintenance
    Enables AI to interact with Microsoft Access (.mdb, .accdb) and SQLite 3 databases, including read-only support for Access 97 databases. Supports executing SQL queries, importing/export data from CSV and Excel files, and storing notes about database files.
    MIT
  • F
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    maintenance
    Provides stock market data and computes technical indicators like EMA, MACD, and RSI across multiple timeframes using the LongPort API and TA-Lib. It enables users to perform detailed financial analysis and multi-timeframe market reviews through standard MCP tools.
    -
  • F
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    maintenance
    Enables schema-aware exploration of JSON data by uploading samples, flattening nested structures, and using heuristic search with token overlap and fuzzy matching to find field paths for target names, accelerating ETL and API onboarding workflows.
    -
  • A
    license
    A
    quality
    C
    maintenance
    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
  • A
    license
    A
    quality
    D
    maintenance
    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
  • A
    license
    A
    quality
    B
    maintenance
    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
    4
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    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
  • A
    license
    C
    quality
    C
    maintenance
    A Model Context Protocol server for AES encryption and decryption, supporting various modes, padding, and input/output formats for secure data handling.
    14
    12 npm
    11
    MIT
  • A
    license
    C
    quality
    B
    maintenance
    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
  • A
    license
    C
    quality
    D
    maintenance
    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
  • A
    license
    Not graded
    quality
    B
    maintenance
    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
  • A
    license
    Not graded
    quality
    A
    maintenance
    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
  • A
    license
    Not graded
    quality
    A
    maintenance
    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
  • A
    license
    Not graded
    quality
    D
    maintenance
    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