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116,930 servers. Updated
20 Best Jira MCP Servers: compared and ranked, November 2026Ranked from 637 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    A local, read-only MCP server (plus CLI) over your own stock/ETF transaction log. A deterministic core computes drawdown-first risk with bootstrap confidence intervals and validates targets with walk-forward verdicts. The assistant narrates, but the number fence makes it structurally impossible for the model to produce a figure.
    8
    1
    AGPL 3.0
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    MCP server for IG's REST Trading API and Lightstreamer streaming API. Provides tools for accounts, markets, positions, orders, watchlists, sentiment, OTC trades, and streaming price/account/trade/chart data.
    22
    Apache 2.0
  • A
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    B
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    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
    53 npm
    MIT
  • A
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    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
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    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
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    Serves nightly refit cointegration statistics across six markets, enabling AI clients to screen ranked pairs, inspect locked parameters and spread states, generate chart and code templates, and read methodology without execution or custody.
    MIT
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    Custom MCP server for NotebookLM that adds audio source upload, YouTube source ingestion, source readiness polling, and transcript export, complementing standard Q&A and audio overview tools.
    MIT
  • F
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    Enables searching and discovering machine learning papers, state-of-the-art benchmarks, tasks, datasets, methods, and leaderboards from Papers with Code. Supports mapping papers to their benchmark results and browsing evaluation tables.
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  • A
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    Exposes 26 structured analytical tools over Climate Finance Update datasets, enabling fund-level financial analysis, portfolio aggregations, and data quality diagnostics without requiring the client to write data access code.
    26
    Apache 2.0
  • A
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    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.
    43 npm
    16
    MIT
  • A
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    Enables AI agents to act as an individual user, within that user's live roles and firm policy, across LitKit document review, LitLex case-law research, and LitSpace matter files. Supports read operations such as searching and reading documents, opinions, citations, statutes, and files, plus immediate write actions like tagging documents, saving notes, posting to threads, and uploading files.
    Apache 2.0
  • A
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    F
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    Standalone Model Context Protocol server for PropProfessor, plus a small query CLI for local analysis.
    2
    MIT
  • A
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    Enables Cursor's AI to query live advertising data over a remote MCP endpoint — ads, advertisers, taxonomy, creative text, and spend/traffic/sales grades — after OAuth sign-in. Provides competitive intelligence as structured, reasoning-ready context rather than a raw data dump.
    1
    MIT
  • A
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    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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    A production-ready MCP server that gives Claude access to the entire DataForSEO API v3 through 51 tools, covering SERP, Labs, Keywords, Backlinks, OnPage, Business, and more, with cost controls and response normalization.
    11,825 npm
    Apache 2.0
  • F
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    Allows users to search for academic conferences and events from WikiCFP by keywords, providing details such as event name, description, dates, location, and submission deadlines.
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