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"Understanding Code Execution in Programming" matching MCP servers:

  • F
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    quality
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    maintenance
    MCP server for configuring the konsol Frappe app via the CLI. Enables AI clients to manage dimensions, measures, fact tables, connectors, and schemas using natural language.
  • A
    license
    A
    quality
    A
    maintenance
    Enables querying, inserting, and managing unstructured data in RawTree via SQL, JSON ingestion, and log inspection through MCP clients like Claude Code, Cursor, and Claude Desktop.
    12
    12
    1
    MIT
  • A
    license
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    quality
    A
    maintenance
    Enables managing the full data quality lifecycle through Claude Desktop, including data exploration, profiling, validation, duplicate detection, reconciliation, workflows, schedules, and execution monitoring.
    63
    1
    Apache 2.0
  • A
    license
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    quality
    D
    maintenance
    Connects MCP clients to databases like Snowflake, BigQuery, and Databricks through Alkemi's data platform, enabling natural language database queries with proper schema understanding and metadata management for consistent team-wide access.
    14
    4
    MIT
  • A
    license
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    quality
    D
    maintenance
    Enables natural language interaction with Apache Airflow for querying DAGs, monitoring execution, and troubleshooting failures.
    1
    MIT
  • A
    license
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    quality
    C
    maintenance
    Enables AI to interact with ThinkingData analytics through a read-only MCP service, supporting event/property queries, event analysis, retention analysis, and safe SQL execution.
    Apache 2.0
  • A
    license
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    quality
    B
    maintenance
    Provides read-only access to MetaTrader 5 market data, trading history, and technical analysis through Python execution. Supports querying price data, calculating indicators, creating charts, and generating forecasts with Prophet and ML models.
    3
    MIT
  • A
    license
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    quality
    D
    maintenance
    An MCP server that provides data bridging from Spring Boot interfaces and a lightweight Python sandbox for script execution. It enables agents to fetch data as Markdown or Parquet files and perform automated data analysis within a controlled environment.
    MIT
  • A
    license
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    quality
    C
    maintenance
    Enables interaction with Celigo integrator.io API to manage integrations, flows, connections, and data operations. Supports integration lifecycle management, flow execution, and connection configuration through natural language commands.
    12
    MIT
  • A
    license
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    quality
    B
    maintenance
    A standalone MCP server plus admin GUI for Couchbase Enterprise Analytics and Couchbase Capella Analytics, exposing 55 well-typed, audited tools for query execution, schema introspection, and cluster management.
    MIT
  • A
    license
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    quality
    D
    maintenance
    Enables AI assistants to create, monitor, and manage computational tasks through GA4GH Task Execution Service (TES) functionality. Provides seamless access to TES-compliant services for executing bioinformatics and scientific computing workflows.
    Apache 2.0
  • A
    license
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    quality
    C
    maintenance
    Aggregates job listings from multiple ATS and job board APIs via MCP, enabling unified search and retrieval in a structured format without HTML parsing.
    1
    MIT
  • A
    license
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    quality
    D
    maintenance
    A versatile tool that enables querying and exporting data from multiple relational databases (MySQL, PostgreSQL, Oracle, SQLite, etc.) in read-only mode for data safety.
    12
    Apache 2.0
  • A
    license
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    quality
    B
    maintenance
    Deterministic bank-statement parsing for AI agents: messy CSV/OFX exports to clean, categorized ledger rows. In-memory only, no storage, no external calls, no LLM in the loop.
    MIT
  • A
    license
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    quality
    B
    maintenance
    Enables discovery of Power BI workspaces and datasets, retrieval of semantic model definitions (TMDL), and execution of DAX queries through the Power BI and Microsoft Fabric REST APIs, using MSAL/WAM authentication for secure token caching.
    MIT
  • A
    license
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    quality
    C
    maintenance
    Enables interaction with Apache Flink clusters via the SQL Gateway, allowing query execution, session management, and job control through MCP tools.
    8
    Apache 2.0
  • A
    license
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    quality
    B
    maintenance
    MCP server for Databricks Unity Catalog, enabling table listing, schema description, and read-only SQL query execution via natural language. Built from scratch to demonstrate JSON-RPC 2.0 protocol depth.
    MIT