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    Enables host assistants to discover and read the toolkit’s research methods over a local stdio MCP connection, supporting research planning, literature work, scientific reasoning, writing, figures, and academic document workflows. It does not itself search scholarly databases, generate research results, compile documents, or call models.
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for generating diagrams, charts, and visualizations using Gemini image generation on Vertex AI. Supports auto-detection of diagram types, multiple style modes, and iterative refinement.
    3
    58 npm
    1
    MIT
  • A
    license
    A
    quality
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    maintenance
    Computes biorhythm values (physical, emotional, intellectual) and generates a PNG chart showing sine curves based on birth date and optional target date.
    1
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    Data-visualization MCP server for ROOT Workspace. It enables creating and iterating on charts (Vega-Lite, Python plots) with a persistent kernel and vision loop.
    8
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  • A
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    A
    quality
    C
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    Enables validating IFC models against IDS requirements with coverage reporting, auditing LOD by project stage, and extracting quantity take-offs, including combined audit summaries and full BIM health checks. It exposes these capabilities as MCP tools for Claude Desktop, producing Excel, HTML, and BCF reports.
    5
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    A review-only MCP server that provides tools for reviewing trade records against a live TradingView Desktop chart over Chrome DevTools Protocol on localhost.
    7
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  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to control Origin/OriginPro on Windows, including data import, worksheet editing, graphing, analysis, and figure export.
    25
    169 PyPI
    153
    MIT
  • A
    license
    A
    quality
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    maintenance
    An MCP server that wraps PM4Py to bring research-grade process mining (event log analysis, discovery, conformance, OCEL 2.0) to Claude and other MCP agents, fully locally.
    67
    1
    AGPL 3.0
  • F
    license
    B
    quality
    D
    maintenance
    A TradingView-style market research and charting MCP server that provides tools for market data, indicators, watchlists, and local HTML chart rendering without scraping TradingView.
    9
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  • 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
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    B
    quality
    C
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    MCP Analytics is an MCP server for business and statistical questions about your data. A tested statistical method runs on your data and returns charts and a written report. Every report names its method and the code that ran, and runs again on new data.
    19
    5 npm
    9
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Enables Claude to create, read, edit, animate, review, and export Apple Keynote presentations on macOS with configurable themes, real LaTeX equations, and scientific charts. It works on copies in a dedicated workspace, supports PDF/PPTX/image/video/HTML/GIF export, and includes automated presentation review for layout and formatting issues.
    49
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables AI assistants to validate, simulate and translate contingency-dsl reinforcement schedules, converting between DSL expressions and Method-section prose and summarizing or analyzing recorded session logs without hand-writing FR/VI generators. Runs simulations on a virtual clock for reproducible results and returns structured output for every tool.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables ChatGPT's desktop Codex app to query a live 1C (1С) database through OData in read-only mode, so users can ask plain-language questions about sales, stock, items, and counterparties, and get answers, charts, and dashboards without exports or programming.
    4
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables users to prepare and validate market data, launch and control backtests, and retrieve results, causal explanations, and self-contained reports through stdio tools. It also supports polling or canceling jobs and running sweep, walk-forward, factor, and study research workflows with bounded pagination and reproducible artifacts.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables Codex to send structured data and render compact canvas artifacts beside native answer text on Even Realities G2 glasses, using authenticated stdio or Streamable HTTP transport with strict schemas, revisions, expiry, and delivery receipts.
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    An MCP server that lets an AI assistant drive Epistemic Network Analysis models hosted on the webENA cloud service, enabling project listing, model running, and result visualization.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Opens, inspects, and renders DXF/CAD drawings for AI agents: describe_dxf returns structured facts (layers with actual drawn colors, units, bounds, text content) and render_dxf returns PNG images. On MCP Apps hosts like ChatGPT and Claude, view_dxf opens an interactive in-chat viewer with pan, zoom, and layer toggles.
    6
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Interactive UI for Monarch Money inside claude.ai, running on Monarch's official OAuth. Provides interactive widgets for transactions, spending, and accounts with inline editing and broad data-tool coverage.
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Metabase includes a built-in Model Context Protocol (MCP) server that lets AI clients connect directly to a Metabase instance. It uses the Streamable HTTP transport and builds on Metabase's Agent API to expose tools for searching, exploring, querying, and visualizing data — all scoped to the connecting user's permissions.
    50,242
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  • A
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    SongSage is a Model Context Protocol (MCP) server that connects BirdNET-Analyzer-Sierra with Claude Desktop, enabling natural language interaction with bioacoustic data for wildlife monitoring and conservation research.
    4
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to perform data analysis on local datasets through natural language, orchestrating Python, R, SQL, Spark, Jupyter, Power BI, and Tableau engines for statistics, machine learning, dashboard generation, and batch processing.
    Apache 2.0
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    maintenance
    Enables interaction with FHIR R4 healthcare data through SHARP-on-MCP tools, including search, read, and clinical context aggregation, with built-in Chart.js dashboards for visualizing lab trends, vitals, and patient data.
    33 npm
    3
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Exposes a Qlik Sense Enterprise on Windows site's Repository, Engine and Proxy APIs as MCP tools, letting an agent query app data, trace where numbers come from, inspect reloads, tasks and security rules, and build sheets and charts that are validated before saving. It is read-only by default, with mutation tools registered only when explicitly enabled.
    1
    Apache 2.0
  • A
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    Not graded
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    B
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    Enables AI-native statistical analysis and reproducible research workflows through MCP, including natural language planning, protocol-based analysis, Python/R cross-validation, and publication-ready figure generation.
    MIT
  • A
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    C
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    Enables AI agents to read, write, and patch game economy and mechanic-map models stored as YAML, then run static analysis, simulation, and balance search on them so agent-driven work stays in sync with models edited in the browser.
    9 npm
    1
    MIT
  • A
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    quality
    C
    maintenance
    A clean-room SHARP-on-MCP compliant FHIR R4 MCP server that enables AI agents to interact with any FHIR R4 endpoint using SHARP context headers, without server-side OAuth. It provides clinical tools, lab results, imaging, and interactive MCP-UI dashboards.
    MIT
  • A
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    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