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"Understanding Code Execution in Programming" matching MCP servers:

  • SWMM-MCP

    kLabUM
    A
    license
    B
    quality
    D
    maintenance
    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.
    18
    6
    MIT

  • drawio

    achmadya-dev
    A
    license
    A
    quality
    A
    maintenance
    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.
    2
    0
    Apache 2.0

  • savvly-mcp

    Savvly
    A
    license
    A
    quality
    A
    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.
    8
    2
    Apache 2.0

  • widget-studio

    ericlewis
    F
    license
    A
    quality
    B
    maintenance
    MCP server that lets agents create, display, and export rich UI widgets (cards, dashboards, charts, forms) inline in conversations, with interactive iframe support in MCP Apps hosts and PNG image fallback for other clients.
    3

  • Opal Emu MCP

    thevalmarch
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that lets LLM agents autonomously play retro games by driving a real OpalEmu emulator in a Playwright-controlled browser, exposing tools for loading ROMs, controlling buttons, and capturing screenshots.
    6
    3
    AGPL 3.0

  • AI Diagram Maker MCP Server

    erajasekar
    A
    license
    A
    quality
    F
    maintenance
    MCP server for AI Diagram Maker — generate software engineering diagrams from natural language, code, ASCII diagram, images, or Mermaid. Inline diagram rendering using MCP apps UI and diagram URL in responses. Works with Cursor, Claude Desktop, Claude Code, and any MCP-compatible AI.
    5
    49
    8
    MIT

  • ChemCP

    scottmreed
    A
    license
    A
    quality
    D
    maintenance
    Renders interactive 2D molecular structure diagrams from SMILES notation and computes molecular properties like molecular weight, LogP, and TPSA, directly in the chat.
    1
    60
    1
    ISC

  • meta-data-mcp

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

  • tela

    zcag
    A
    license
    A
    quality
    A
    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.
    41
    46
    AGPL 3.0
  • Prism by Crossdeckhq

    Prismofficial

    Crossdeckhq
    A
    license
    A
    quality
    A
    maintenance
    Intelligence layer for AI that enables querying across revenue, errors, identity, and analytics layers in plain English, returning rendered charts and dashboards.
    11
    79
    MIT

  • nMEMORY

    menot-you
    A
    license
    A
    quality
    A
    maintenance
    Hermetic memory for AI agents — one Rust binary, one SQLite file, zero network. Recall returns evidence with provenance or abstains: no code path for making things up.
    22
    8
    AGPL 3.0

  • Yahoo! Shopping MCP

    ymuichiro
    A
    license
    A
    quality
    B
    maintenance
    Read-only MCP server for searching Yahoo! Shopping products through the Yahoo! Shopping Item Search API v3. It supports keyword and JAN-code search with price, stock, condition, shipping, sorting, category, brand, seller, image-size, and pagination filters.
    1
    1
    MIT
  • warp-agent-mcp by warpfreight

    warp-agent-mcpofficial

    warpfreight
    A
    license
    A
    quality
    C
    maintenance
    Quote, book, and track real LTL, FTL, cargo van, and box-truck freight through the Warp network - 20 tools, in-chat login, Stripe-charged bookings, and real carrier dispatch. Quoting is keyless; booking needs a free Warp account with a card on file.
    20
    395
    3
    MIT
  • yomi by RikaiDev

    yomiofficial

    RikaiDev
    A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to read, reply, send images, and search LINE messages by logging in as a secondary device, without official API or browser.
    41
    189
    1
    MIT

  • eco-mcp-app

    coilyco-flight-deck
    A
    license
    A
    quality
    F
    maintenance
    An MCP server that provides live status updates for the Eco via Sirens game server, displaying meteor countdowns, player statistics, and world information directly within Claude Desktop. It also serves as a minimal reference implementation for building MCP Apps in Python without complex tooling.
    1
    1
    MIT

  • glama-status-mcp

    sandraschi
    A
    license
    A
    quality
    A
    maintenance
    Daily-refreshed Glama TDQS score tracker for any MCP fleet. Scrapes per-tool grades from glama.ai, stores in SQLite with snapshot history and delta tracking, surfaces via MCP tools, Prefab cards, a 6-page web dashboard, and an LLM-powered chat interface.
    7
    2
    MIT