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maintenanceAn MCP server that gives models semantic context about a data warehouse, including table meaning, units, lineage, and health, to reduce guessing.
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"Understanding the Concept of LLM Context" matching MCP servers:
- AlicenseBqualityDmaintenanceA Model Context Protocol server that transforms text into structured JSON data using templates with placeholders.21MIT
- Flicense-qualityDmaintenanceEnables 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.
- Flicense-qualityBmaintenanceMCP server that archives Decent DE1 espresso shots from Visualizer.coffee into SQLite and provides analysis tools for shots, beans, and profiles via MCP.
- AlicenseAqualityBmaintenanceA unified Model Context Protocol server for data engineering and analytics that lets LLM clients query, profile, transform, and visualize data using DuckDB and PySpark, while keeping raw data out of the model's context through read-only, bounded, and audited operations.481MIT
- AlicenseAqualityDmaintenanceConnect Claude to your Power BI semantic models. Browse workspaces, tables, and measures, run DAX queries, and get results — with large datasets automatically saved to local CSV files to protect the LLM context window. Includes a query history log for cross-session reuse and auditability.1313MIT
- FlicenseAqualityBmaintenanceLocal MCP server for the Jedox OLAP platform enabling LLM clients to interact with Jedox databases, dimensions, cubes, cells, and rules via natural language.25
- FlicenseAqualityCmaintenanceCreates compact skeleton representations of large JSON files by preserving structure while truncating string values and deduplicating arrays, helping users understand JSON structure without processing the full data payload.110
- AlicenseAqualityBmaintenanceThe geospatial toolkit for AI agents. 6 tools, zero config — give any LLM the ability to parse, convert, query, and aggregate spatial data out of the box. Or just make a bounding box :) Every response includes a verification link to vibhorsingh.com/boundingbox so you can visually confirm results on an interactive map.63223MIT
- AlicenseAqualityDmaintenanceEnables parallel tagging and classification of CSV data using multiple LLM providers with structured output, confidence scores, and optional reasoning for batch classification tasks.4MIT
- FlicenseAqualityCmaintenanceA Model Context Protocol server that lets LLM clients answer business questions in natural language over a Databricks dataset without writing SQL by hand.1
- FlicenseAqualityCmaintenanceThe Excel to JSON MCP provides a standardized interface for converting Excel and CSV data into JSON format using the Model Context Protocol.2108
- FlicenseAqualityCmaintenanceEnables LLM clients to access scheduling data, KPIs, routes, and trigger optimization algorithms via MCP.9
- AlicenseAqualityDmaintenanceA Model Context Protocol server that enables AI assistants to perform real-time carbon emissions calculations and provide climate impact insights by interfacing with the Climatiq API.1011MIT
- AlicenseAqualityDmaintenanceConverts JSON data to TOON (Token-Oriented Object Notation) format and back, reducing token usage by 30-60% for more efficient LLM applications.3111MIT
- AlicenseBqualityCmaintenanceAn MCP server for data reconciliation between MySQL and Snowflake, enabling LLM agents to validate data integrity during migrations and ETL processes.23MIT
- AlicenseBqualityAmaintenanceAn MCP server that allows users to interact with YNAB data, enabling access to account balances, transactions, and the creation of new transactions through the Model Context Protocol.86MIT
- AlicenseBqualityDmaintenanceA Model Context Protocol tool that retrieves daily stock market data for any stock symbol using the Alpha Vantage API.792Apache 2.0
Jij MCP Serverofficial
FlicenseBqualityFmaintenanceA server that provides tools and utilities to support the implementation of Jij Modeling, featuring easy configuration and an extensible architecture for custom modeling workflows.83- AlicenseBqualityFmaintenanceAn MCP server implementation for accessing Google Analytics 4 (GA4) data, built using the Model Context Protocol TypeScript SDK.52,11971MIT