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

  • SWMM-MCP

    kLabUM
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    An MCP server that provides a toolbox for interacting with EPA SWMM stormwater models, enabling users to analyze model data and interpret results through LLM-driven tools. It assists stormwater modelers in understanding hydraulic systems and modeling behavior using natural language interfaces.
    Last updated
    18
    6
    MIT

  • HemmaBo

    HemmaBo-se
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    maintenance
    Search vacation rental properties, check real-time availability, get canonical pricing quotes, and create direct bookings. Each property is its own node with live data. Supports staircase pricing, seasonal rates, and 11 languages.
    Last updated
    1
    15
    441
    1
    Apache 2.0

  • drawio

    achmadya-dev
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    MCP server for creating and editing diagrams using draw.io. Allows generating diagrams from Mermaid or XML, searching shapes, and opening them in draw.io for export.
    Last updated
    2
    0
    Apache 2.0

  • savvly-mcp

    Savvly
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    maintenance
    MCP server for the SEC-registered Savvly Longevity Benefit Fund: product info, Savvly-vs-alternative comparisons, eligibility checks, an audience-tagged Q\&A library, and retirement / lump-sum / monthly projections that render inline MCP Apps chart widgets. Hosted remote plus npm/PyPI/NuGet/OCI/MCPB.
    Last updated
    8
    2
    Apache 2.0

  • HeadlessTracker

    tamasPetki
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    Local-first crypto portfolio aggregation across exchanges (Bybit, Binance), EVM and Solana wallets, and Polymarket. Read-only credentials, runs as a local MCP server. Data aggregation only, not financial advice.
    Last updated
    15
    137
    5
    MIT

  • job-search-mcp

    Servation
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    license
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    quality
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    maintenance
    A personal job-search assistant for Claude Desktop that searches real job boards, scores each job 0–100 for fit, and displays a ranked board for fast triage.
    Last updated
    10
    67
    1
    MIT

  • Met Museum MCP Server

    mikechao
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    A MCP Server that lets user ask AI models to discover the collection of the Metropolitan Museum of Art. Adds the discovered art works as Resources on the server.
    Last updated
    4
    188
    31
    MIT

  • ChemCP

    scottmreed
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    license
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    quality
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    maintenance
    Renders interactive 2D molecular structure diagrams from SMILES notation and computes molecular properties like molecular weight, LogP, and TPSA, directly in the chat.
    Last updated
    1
    36
    1
    ISC

  • meta-data-mcp

    derekslinz
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    maintenance
    A single MCP server that transparently routes user requests to 83 open-data sources with built-in discovery and autonomous plugin creation.
    Last updated
    15
    4
    MIT

  • Better Google Search Console

    houtini-ai
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    quality
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    maintenance
    Downloads your entire Search Console dataset into a local SQLite database, then gives your LLM a pre-built SQL query library for every standard SEO analysis type, with context available for your LLM to perform any SQL query to answer your questions and analyse for you.
    Last updated
    12
    50
    16
    Apache 2.0

  • adeu

    dealfluence
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    quality
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    maintenance
    A "Virtual DOM" for Microsoft Word enabling AI to safely read, redline, and sanitize DOCX contracts without breaking formatting.
    Last updated
    11
    132
    MIT

  • tela

    zcag
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    license
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    quality
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    maintenance
    Self-hostable, markdown-native team wiki with a built-in MCP server: agents search, read, and write your wiki pages (ranked Postgres full-text + semantic search, backlink traversal). Plus Atlas, which auto-generates a cited, coverage-checked wiki from your git repos and Jira.
    Last updated
    41
    44
    AGPL 3.0
  • Prism by Crossdeckhq

    Prismofficial

    Crossdeckhq
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    license
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    quality
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    maintenance
    Intelligence layer for AI that enables querying across revenue, errors, identity, and analytics layers in plain English, returning rendered charts and dashboards.
    Last updated
    11
    81
    MIT

  • swsd-mcp

    mikimatsub
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    license
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    quality
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    maintenance
    MCP server for SolarWinds Service Desk (SWSD/Samanage) enabling reading and modifying tickets, comments, knowledge-base articles, and more via each user's own API token.
    Last updated
    37
    114
    3
    MIT