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    Enables LLM agents to draw and edit ChemDraw reaction schemes, parse ELN exports and LCMS/NMR data, and generate publication-ready CDXML files through grounded chemistry tools.
    35
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server providing engineering leadership benchmarks, partnership business case generation, and community launch readiness checks using real data from the Engineering Leaders Community.
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Comprehensive MCP server for academic research workflows, enabling paper searching across multiple sources, manuscript processing with citation placeholders, search caching, and citation export.
    11
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    Provides an LLM agent with extreme value statistics tools for tail risk analysis, including peaks-over-threshold GPD fitting, VaR and Expected Shortfall estimation, return levels, threshold-stability diagnostics, and out-of-sample VaR backtesting.
    6
    -
  • A
    license
    A
    quality
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    Provides eight SEO and AI-search workflows that run inside Claude and ChatGPT, covering Search Console auditing, traffic-drop diagnosis, keyword clustering, AI citation guidance, competitor gap analysis, content refresh, JSON-LD schema generation, and article drafting. Each workflow works from measured data rather than invented numbers and will push back on tactics Google's guidance says do not work.
    8
    8 npm
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Bring professional data to the AI you already use. QVeris connects AI assistants and workflows to services for company financials, social media, life sciences, research, patents, and e-commerce. Discover services, review scope and pricing, call them, and audit usage through one MCP connection. Requires a QVeris API key; charges depend on the selected service.
    263
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to query live pricing, resale, company KYC, SEC filings, patents, trademarks, public tenders, auctions and related market intelligence through MCP, returning clean typed JSON from primary sources on a pay-per-result basis.
    MIT
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    license
    Not graded
    quality
    C
    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
    A
    maintenance
    The Finance Toolkit gives AI assistants access to 500+ financial metrics, all calculated transparently from raw financial statements, not pulled from third-party endpoints.
    27
    5,489
    MIT
  • F
    license
    A
    quality
    Not graded
    maintenance
    Provides deterministic, plain-English narratives explaining machine learning model predictions via the Model Context Protocol. It enables users to query classification factors directly through natural language, bypassing the need for complex plots or manual code execution.
    20
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    license
    A
    quality
    B
    maintenance
    Give AI agents cited funding, money-market, FX and capital-market evidence through 16 public MCP tools. Keep source dates, freshness checks and coverage gaps attached; China macro coverage is metadata-only. No API key is required for the public surface. Research context only; no trade execution.
    2
    16
    2
    AGPL 3.0
  • F
    license
    B
    quality
    D
    maintenance
    An MCP server that provides data visualization and machine learning tools, featuring automated intent-based pipeline routing for data cleaning and model training. It enables LLMs to process CSV or JSON data to generate visual charts, perform regressions, or execute clustering analysis.
    16
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  • A
    license
    Not graded
    quality
    B
    maintenance
    A FastMCP server for atomistic modeling workflows that enables building structures, running geometry optimization and molecular dynamics, and analyzing results with downloadable artifacts.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Integrates with Perplexity's API to provide web search and AI-powered answers with citations. Offers a three-tier research workflow: search for sources, ask for grounded AI answers, and ask_more for deeper analysis using advanced models.
    -
  • A
    license
    A
    quality
    A
    maintenance
    CNN's Fear & Greed index for the US stock market: current score and rating, the seven component indicators, and about a year of daily history. Go standard library only, no API key required.
    1
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Classifies company sites as B2B or B2C and as SaaS, online store, agency, manufacturer, wholesaler, distributor, or marketplace, while matching your own buyer phrases and returning the quoted text and page as evidence. Runs deterministically on Apify, giving one row per domain with grace-free status rows for unreachable, blocked, or empty sites.
    1
    162 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Deterministic US equity-compensation tax optimizer. Six tools cover ISO/AMT exercise scheduling, NSO sell-vs-hold, RSU vest-and-sell, single-stock concentration, protective put / zero-cost collar pricing, and Section 1202 QSBS qualification. Federal plus 50-state plus DC tax math.
    8
    230 npm
    6
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Given a company domain or name, it checks ten app marketplaces — HubSpot, Salesforce AppExchange, Slack, Zapier, Shopify, Atlassian, Chrome Web Store, Microsoft, Google Workspace, and WordPress — to report where the company is listed, with each listing's URL, installs, rating, review count, and match confidence. Useful for competitive research and partner-ecosystem audits across many domains in a single run.
    1
    68 npm
    MIT
  • A
    license
    A
    quality
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    maintenance
    Enables users to pull portfolio company lists from Y Combinator, a16z, Sequoia, Accel, and other investors or any portfolio page URL, returning one row per company with name, domain, website, description, and stage or batch. Runs on Apify and produces Clay-ready output, with YC results filterable by batch, industry, region, status, and search terms.
    1
    514 npm
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    An MCP-native pipeline for collecting structured intelligence on higher education institutions using the WHED schema, enabling scraping, extraction, validation, and saving of profiles.
    10
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