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  • A
    license
    B
    quality
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    maintenance
    Enables users to create, validate, view, and export system stock-and-flow maps from a versioned JSON model through MCP-capable hosts over local stdio or hosted Streamable HTTP. Supports causal-loop and nested-level mapping while keeping submitted model content with the caller and requiring no LLM provider key.
    5
    29 npm
    GPL 3.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Codex to control a Gephi 3D network view through natural language, including network generation, 3D layout, node focus and neighbor highlighting, layered views, and PNG/PDF export.
    1
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Options analytics an agent can drive: import a permitted chain, solve implied volatility, build a sixteen-Greek ladder, map dealer gamma walls, rank twenty-three structures, run a GARCH-t simulation with a convergence gate, and backtest with modelled premiums. Twelve stdio tools; every output is a schema-validated JSON file with source, assumptions and a degraded flag. Research only, no orders.
    10
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  • A
    license
    C
    quality
    D
    maintenance
    Enables AI assistants to create, edit, and export IFC5/IFCX building information models through natural language, handling spatial structure, elements, geometry, metadata, validation, and export.
    73
    9 npm
    26
    Apache 2.0
  • A
    license
    Not graded
    quality
    F
    maintenance
    Enables connecting to any SQL database, exploring schemas, running queries, and visualizing results with interactive charts from Claude Desktop.
    MIT
  • A
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    quality
    D
    maintenance
    A stateless MCP server that generates interactive report widgets and survey builder UIs, using MCP Apps for rich visualizations and long-polling for live updates.
    6
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to interact with Metabase analytics platform, allowing them to query databases, execute SQL, manage dashboards and cards, and access analytics data through natural language.
    119 npm
    MIT
  • A
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    quality
    D
    maintenance
    Enables AI agents to perform Black-Litterman portfolio optimization with investor views, backtesting, and asset analysis, generating dashboards for visualization.
    48 PyPI
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables creating interactive tier lists in MCP-compatible chats, ranking options into tiers via drag-and-drop or chat, undoing changes, and exporting results as PNG images.
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    Provides interactive stock charts and financial data tools using MCP Apps. Enables natural language queries for stock quotes, charts, financials, earnings, and market movers with a free FMP API key.
    2
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables Claude to interact with Sleeper fantasy football leagues via MCP tools for roster, waiver, matchup, and transaction queries, plus a dashboard for daily reports, live scoring, and game-day alerts.
    117 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables visualizing GeoJSON data on an interactive map directly in Claude Desktop, allowing users to request maps of information found or generated.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Provides local, deterministic Four Pillars (Bazi) chart calculation via MCP tools, with JSON and PNG outputs, no API key or network required.
    64 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to render interactive charts as generative UI inline in chat, including bars, lines, areas, donuts, tooltips, table views, and built-in series analysis.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables LLM clients to run Python code in a persistent, user-selected interpreter via MCP, with tools for data loading, summaries, regressions, diagnostics, and plotting, while keeping sessions alive between calls and isolating crashes.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables MCP clients to drive the 4NEC2 NEC-2 engine for natural-language antenna modeling and simulation, including building Yagi models, calculating impedance/SWR/gain/front-to-back ratio, sweeping frequency, parsing .out files, optimizing geometry, and generating pattern/sweep plots.
    2
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables Claude to fetch Thai stock OHLCV data, render annotated weekly candlestick charts with moving averages and stop-loss levels, and return PNG images plus precise numerical summaries for technical analysis.
    MIT
  • A
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    D
    maintenance
    Provides AI assistants with full access to Metabase analytics platform, enabling dashboard and card management, database queries, and schema operations through natural language.
    4,721 npm
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    A safety-gated Python MCP server for Metabase that lets MCP clients and agents inspect Metabase, run governed queries, and create or maintain dashboards, cards/questions, collections, snippets, permissions, and other Metabase assets through the Metabase REST API.
    GPL 3.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Claude to run Monte Carlo communications simulations and return numerical results plus plots for BER curves, constellations, OFDM links, eye diagrams, spectra, RF link budgets, and visible-light LOS gain.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables querying your spreadsheet using natural language questions; provides read-only tools for schema, sample data, and structured query execution with auditable computation traces.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables personal finance management through natural language: log expenses, snap receipt photos, and import bank statements. Computes budgets, trends, and net worth in any currency, with data persisted and accessible via MCP.
    2
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables AI clients to design and analyze microwave impedance-matching networks through MCP tools for L/T/π topologies, Smith chart trajectories, bandwidth, voltage stress, topology comparison, validation, knowledge lookup, and report export.
    1
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  • F
    license
    Not graded
    quality
    A
    maintenance
    Acts as a bridge between AI assistants and StarRocks databases, enabling direct SQL execution, database and table exploration, schema/data overviews, and metric access without complex client-side setup. It also generates Plotly charts from query results and caches overviews in memory for faster repeated requests.
    -
  • F
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    quality
    C
    maintenance
    Enables an AI agent to generate and reconfigure real-time banking interfaces by exposing MCP tools that return UI schemas and personalized financial components based on customer context and situation. It supports dynamic situation detection, security rules, and demo profiles for adaptive dashboards.
    91 npm
    -
  • F
    license
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    quality
    A
    maintenance
    Enables AI assistants to execute SQL, explore databases and tables, retrieve schemas and data overviews, access system metrics, and generate Plotly charts directly from StarRocks databases.
    -
  • F
    license
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    quality
    D
    maintenance
    MCP server and ChatGPT/Codex plugin for Persian-language gold market decision support, connecting to WallGold accounts via OAuth to provide live prices, portfolio valuation, multi-dimensional analysis, risk policy, and trade previews.
    -
  • F
    license
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    quality
    A
    maintenance
    Enables AI assistants to execute SQL against StarRocks, explore databases and tables, retrieve schemas and detailed overviews, and generate Plotly charts from query results.
    -
  • F
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    quality
    D
    maintenance
    Caches and serves DDR/DRAM weekly price series from memorys.com and historical memory technology data, with tools for refresh, validation, analytics, forecasting, and chart rendering.
    1
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  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants to query and explore StarRocks databases, inspect schemas, metrics, and sample data, and generate Plotly charts from query results without complex client-side setup.
    -
  • F
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    quality
    C
    maintenance
    Enables AI clients to discover datasets and author dashboards in Dashboard Builder through natural language, while preserving per-user permissions and audit trails via a secure API-key gated gateway.
    -
  • F
    license
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    quality
    A
    maintenance
    Acts as a bridge between AI assistants and StarRocks databases, enabling direct SQL query and DDL/DML execution, database and table exploration, schema and system-metric retrieval, and cached table or database overviews. It also supports generating Plotly charts directly from query results.
    -
  • F
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    A
    maintenance
    Enables AI coding assistants to turn architectural and conceptual descriptions into fully laid-out, hand-drawn Excalidraw diagrams across 25 diagram types, with automatic technology-aware styling, natural-language revisions, and SVG/PNG export. It can also persist systems as a queryable, version-controlled architecture knowledge graph while running entirely offline without API keys.
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  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to build ClickHouse dashboards and reports through live schema introspection, a semantic layer, and rendering to Grafana or HTML, adapting to database changes without code updates.
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  • F
    license
    Not graded
    quality
    D
    maintenance
    A production-grade MCP server that provides tools to fetch historical stock data, company information, and technical indicators (SMA, EMA, RSI, MACD, Bollinger Bands) via yfinance, and includes a Flask web dashboard for visual analysis.
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