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"Understanding and Working with a Huge Codebase" matching MCP servers:

  • Databases MCP Server (Access

    Carltk
    A
    license
    -
    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.
    Last updated
    MIT

  • Stock Market Data and

    accelizero
    F
    license
    -
    quality
    D
    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.
    Last updated

  • JSON Mapping & Context MCP

    Bablu-singh
    F
    license
    -
    quality
    D
    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.
    Last updated

  • xlsx-for-ai

    senoff
    A
    license
    A
    quality
    A
    maintenance
    50 tools and 400 functions for working with Excel/.xlsx spreadsheets — read/write, recalculate formulas, diff, repair broken references, and audit. Built for AI agents.
    Last updated
    50
    350
    5
    MIT

  • TreasuryOS

    GPBK-STUY
    F
    license
    A
    quality
    B
    maintenance
    An AI-powered treasury management MCP server that enables users to perform commercial banking analysis, including cash flow forecasting, idle cash detection, and debt covenant monitoring. It provides tools to surface financial insights and optimize working capital through automated processing of bank and transaction data.
    Last updated
    9

  • Fragment MCP Server

    helenkwok
    A
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server that enables working with Building Information Modeling (BIM) files by converting IFC files to fragment format and querying BIM data by category.
    Last updated
    3
    38
    MIT
  • Avo MCP by avohq

    Avo MCPofficial

    avohq
    A
    license
    -
    quality
    B
    maintenance
    Enables reading and editing Avo tracking plans through natural language, with skills for designing new plans and working with existing ones.
    Last updated
    1
    MIT
  • Alkemi MCP Server by alkemi-ai

    Alkemi MCP Serverofficial

    alkemi-ai
    A
    license
    -
    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.
    Last updated
    28
    4
    MIT

  • Duckle MCP Server

    slothflowlabs
    A
    license
    -
    quality
    A
    maintenance
    Duckle ships its own Model Context Protocol server, so Claude can browse the full component catalog and per-component property schemas, generate a pipeline straight into a working directory you choose, validate it (compile without running), run it headlessly, read existing pipelines and their run logs, build a standalone pipeline
    Last updated
    900
    Apache 2.0

  • mcp-eunomia

    whataboutyou-ai
    A
    license
    -
    quality
    F
    maintenance
    Eunomia MCP Server is an extension of the Eunomiaframework that connects Eunomia instruments with servers. It provides a simple way to orchestrate data governance policies (like PII detection or user access control) and seamlessly integrate them with external serve
    Last updated
    7
    Apache 2.0

  • fluid-postgres-mcp

    povesma
    A
    license
    -
    quality
    A
    maintenance
    A PostgreSQL MCP server for AI agents that streams large result sets to CSV, enforces per-query timeouts, auto-reconnects with backoff, and supports long-running tunnel scripts with credential rotation.
    Last updated
    1
    MIT

  • rucio-mcp

    kratsg
    A
    license
    -
    quality
    B
    maintenance
    An MCP server that exposes Rucio distributed data management operations as tools for LLMs. Designed for ATLAS physicists working with grid data on analysis facilities, but usable with any Rucio instance.
    Last updated
    5
    Apache 2.0

  • MCP Server Redis

    prajwalnayak7
    A
    license
    -
    quality
    D
    maintenance
    A server that provides Claude with Redis database access and operations through a set of tools for basic operations, lists, hashes, sets, and pub/sub functionality.
    Last updated
    24
    MIT