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  • A
    license
    A
    quality
    C
    maintenance
    Enables engineering leaders to query their AI assistant for quality KPIs — MTTR, MTTA, DORA metrics, defect escape rate and SLA breaches — computed from Jira bug, incident and deployment CSV exports already on hand. It delivers trends, period comparisons, hotspot findings and ready-to-share executive summaries and HTML dashboards without a BI stack or data warehouse.
    10
    MIT
  • F
    license
    B
    quality
    C
    maintenance
    Publishes a spending-summary tool alongside an interactive HTML view, letting people click a category in the answer to fetch the individual expense records behind that total. Keeps calculations and their supporting evidence together in a single inspectable flow.
    2
    -
  • A
    license
    B
    quality
    B
    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
    D
    maintenance
    Provides advanced charting widgets (uPlot time series, ECharts box plots and parallel coordinates) for Urano Desktop/Cloud via MCP tools that build uiSpec JSON for rendering.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A TypeScript/Node.js MCP server that wraps the Metabase REST API, enabling AI agents to execute queries, explore schemas, and build dashboards through structured tool calls.
    73 npm
    MIT
  • 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
    license
    Not graded
    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.
    73 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to perform electronic circuit power tree analysis, including opening projects, solving margins, validating designs, editing elements, managing waivers, and exporting reports.
    1
    MIT
  • A
    license
    Not graded
    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
    B
    maintenance
    Enables users to ask questions about self-hosted or Cloud Umami Analytics through a secure, model-friendly Model Context Protocol interface, with read-only tools for traffic, conversions, revenue, sessions, events, reports, and performance investigations.
    40 npm
    Apache 2.0
  • 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
    license
    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
    license
    Not graded
    quality
    C
    maintenance
    Converts plain-English stock requests (e.g. "compare Apple and Microsoft YTD") into validated yfinance/matplotlib scripts, AST-checked and executed in a sandbox to produce chart PNGs. Exposes parsing, saving, execution, and history-listing tools to Claude Desktop and Claude Code through FastMCP, backed by local Ollama/DeepSeek-R1 or cloud Groq/GPT-4o models.
    MIT
  • A
    license
    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
    A
    maintenance
    TypeScript Streamable HTTP MCP server for Beancount double-entry ledgers, including BQL, reports, files, imports, and dry-run previews. The public monorepo includes the implementation and a full-stack Docker Compose self-hosting guide.
    336
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients to perform native hull model I/O, Lackenby transformation, section generation, hydrostatics calculations, DXF linesplan export, and CSV/XLSX reporting on Windows without desktop automation.
    GPL 3.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Entra ID group-based dataset access where group membership determines which datasets exist, and provides an interactive Altair chart builder rendered as an inline MCP Apps widget with zero-token adjustments.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enriches CAP Node.js MCP query tool results with an interactive UI5 Web Components table when the host supports MCP Apps, and lets annotated service actions appear as toolbar or row buttons that invoke the MCP call tool.
    11 npm
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants to pull live quotes, quarterly financials, technical indicators, FII/DII flows, option chains with IV, corporate filings, IPO data and portfolio P&L for all 8,200+ NSE and BSE listed stocks, plus a 326-ratio screener and index heatmaps. Connects either remotely over OAuth or locally via npx/uvx to Claude, ChatGPT, Cursor, VS Code, Codex and Gemini CLI.
    MIT
  • A
    license
    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 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
  • 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
    license
    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
    license
    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
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to authenticate against a cloud geospatial analysis platform, search and inspect its datasets, render them as maps, and compute statistics over specified regions. It exposes these capabilities as MCP tools that can be dropped into any Next.js project via a route-based adapter.
    MIT
  • A
    license
    Not graded
    quality
    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
    license
    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
    license
    Not graded
    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
    Not graded
    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.
    -