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  • A
    license
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    maintenance
    A Windows-optimized server providing universal data analytics for JSON and CSV files through over 32 tools including schema discovery and interactive visualizations. It is specifically designed for seamless integration with Claude Desktop on Windows.
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Real human judgment as agent tools -- an AI agent can ask a question and get back a structured, schema-validated JSON answer from a real quality-scored human. 16 response types (yes/no, ratings, rankings, A/B tests, sentiment, image/video/audio review, voice/video/photo capture). Fully programmatic signup with a $5 free trial credit, no card required.
    7
    64 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Controls the Stata GUI through Windows Stata Automation COM, enabling do-file management, command execution, and data analysis within natural language workflows.
    12
    7
    MIT
  • 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
    182 PyPI
    153
    MIT
  • A
    license
    A
    quality
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    maintenance
    Enables AI agents to invoke a local Stata installation, including a Windows Stata build under Wine on Linux and macOS, for regression analysis, econometrics, paper replication, and empirical research with command guards, resource monitoring, and automatic log capture.
    4
    2
    AGPL 3.0
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server for querying and analyzing Apache Incubator podling health reports. It provides tools to list, search, and compare podling metrics across different time windows from Apache's health report Markdown files.
    9
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides read-only investment research and audit tools for validating ETF snapshots, comparing ETF structures, and auditing backtest reports, while strictly excluding any order or trading capabilities.
    4
    1
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Self-hosted Google Analytics 4 MCP server with 27 read-only tools for the Google Analytics Data and Admin APIs. Maintained source relocated to get-mcp-ads/google-analytics-mcp-server; npm package remains @getmcpads/google-analytics-mcp-server.
    27
    409 npm
    Apache 2.0
  • A
    license
    B
    quality
    B
    maintenance
    Python-first MCP server for CST Studio Suite (2024–2026) that lets AI assistants drive CST from Windows: open projects, build geometry, set materials and ports, run solvers, read S-parameters and farfield metrics, and generate design reports.
    2
    184
    14
    AGPL 3.0
  • F
    license
    C
    quality
    C
    maintenance
    MCP server for BIOVIA Materials Studio 2023 on Windows, providing controlled preparation of Forcite and CASTEP inputs, model building, and LAMMPS/VMD pre-processing with reproducible, auditable workflows and strict scientific boundaries.
    53
    1
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  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude to design, simulate, and optimize optical thin-film coatings, with material import, spectrum and field calculations, optimization campaigns, tolerance analysis, and native project-file handling.
    GPL 2.0
  • A
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    Not graded
    quality
    C
    maintenance
    Bridges MCP clients to the Windows ChatGPT Classic desktop app, letting them drive Think-mode deep research queries through UI automation with topic-based session reuse, optional research-prompt templates, and a tool to diagnose the app window and Think toggle state.
    MIT
  • A
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    quality
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    maintenance
    Enables AI assistants to access free, open agronomic data for field briefings, spray windows, water balance, pest pressure, and more, using only public data sources without API keys.
    1
    MIT
  • A
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    Not graded
    quality
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    maintenance
    MCP server that provides programmatic access to the SOLVE-IT digital forensics knowledge base, enabling LLMs to query, navigate, and search forensic techniques, weaknesses, mitigations, objectives, and citations.
    2
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that exposes Wikipedia page view trends as clean JSON, providing normalized 0-100 trend scores, growth rates over 3M/6M/12M/5Y windows, and live most-viewed article feeds, comparable across 15 sources including Google, YouTube, and TikTok.
    MIT
  • A
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    maintenance
    Enables comprehensive academic research by searching and analyzing papers from PubMed, Google Scholar, ArXiv, and JSTOR. Provides full-text access, citation management, and research organization through five powerful consolidated tools.
    82 npm
    16
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables looking up company financial fundamentals drawn from official filings across 12 markets, with each figure carrying its filing date so results can be retrieved as of a chosen point in time for backtests or credit reviews. Exposes read-only tools for finding companies, pulling the latest or historical reported figures, checking coverage, and reading a per-market data dictionary.
    1,061 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Windows users to control WaveMetrics Igor Pro through COM, exposing MCP tools for executing commands, inspecting waves/variables/procedures, managing dialogs and compilation errors, querying local documentation, and using persistent local session memory.
    MIT
  • A
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    Not graded
    quality
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    maintenance
    Enables read-only research on Reddit via the Reddit API, including finding subreddits, searching, and reading comment trees, with support for multiple configured accounts.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables keyword literature search merged and deduplicated across Crossref, OpenAlex and Semantic Scholar, plus citation formatting in GB/T 7714 or APA, batch BibTeX generation for DOIs, and related-work discovery — all without an API key.
    130 npm
    MIT
  • A
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    Not graded
    quality
    C
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    Enables searching and retrieving organization records from the Research Organization Registry, with fuzzy affiliation matching.
    283 npm
    MIT
  • A
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    A Windows-based MCP server that enables the insertion of native Zotero citations and bibliographies into Microsoft Word desktop documents. It ensures references remain fully compatible with the official Zotero plugin for dynamic refreshing and ongoing manual maintenance.
    3
    MIT
  • A
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    Provides read-only MCP tools to query historical air-raid alerts for Kyiv City, including alert windows, sleep window overlaps, and data coverage verdicts.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables local MCP-capable agent clients to create, import, code, save, and reopen NVivo projects headlessly on Windows, including exact quote-based coding and verified project reopening over stdio.
    MIT
  • A
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    Not graded
    quality
    F
    maintenance
    Standalone Model Context Protocol server for PropProfessor, plus a small query CLI for local analysis.
    2
    MIT
  • A
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    maintenance
    Enables walk-forward analysis of trading strategies by computing Walk-Forward Efficiency ratios, scoring parameter surfaces for fragile curve-fit spikes versus robust plateaus, auditing whether parameters were genuinely locked after optimization, and generating correctly non-overlapping rolling in-sample/out-of-sample windows.
    MIT
  • A
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    quality
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    maintenance
    This MCP server wraps the SOLVE-IT digital forensics knowledge base, enabling LLMs to query techniques, weaknesses, mitigations, and their relationships through a set of MCP tools.
    MIT
  • A
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    quality
    B
    maintenance
    Enables AI agents to query Google Trends for search-interest signals, returning stable JSON envelopes with calibrated searches/day estimates, relative comparisons across keywords, related and rising queries, regional interest, and country-level Trending Now data. It also surfaces explicit status and error codes so agents can distinguish partial or failed results from real numbers.
    MIT
  • A
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    maintenance
    A lightweight MCP server that provides stock research tools for Japanese and US stocks, including price, dividends, valuation, and screening, powered by yfinance.
    MIT