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80,676 servers. Updated
20 Best Jira MCP Servers: compared and ranked, September 2026Ranked from 513 matching servers on stars, growth, downloads and maintenance. Updated .

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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 to search and retrieve mathematical publications, author profiles, and software entries from zbMath Open.
    5
    MIT
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    Enables AI assistants to explore the OpenAIRE Research Graph and ScholExplorer citation index, discovering citation relationships and retrieving metadata for publications, datasets, and software.
    2
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    Apache 2.0
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    Give your AI agent access to 8,400+ software tools — search, compare, get pricing, find alternatives, and discover the best tool for any use case.
    8
    161
    4
    MIT
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    An MCP server that integrates with Siril astronomical image processing software to process Seestar telescope images, offering tools for binary detection, version checking, mosaic processing, and project analysis.
    7
    3
    MIT
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    A universal paper downloader MCP that probes providers by DOI/identifier, downloads to a short-lived staging area, validates PDFs, and cleans up, while leaving final storage and management to the calling project.
    6
    MIT
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    An MCP server that enables intelligent searching, filtering, and exporting of Software Engineering papers on arXiv with tools for querying by keywords, authors, analyzing trends, and finding related research.
    7
    6
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    A tool for querying and analyzing materials data from the Materials Project database using natural language prompts, enabling materials scientists to explore properties, structures, and compositions of materials through conversational interfaces.
    3
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    BSD 3-Clause
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    MCP server for controlling UCSF ChimeraX molecular visualization software, enabling command execution, screenshots, structure analysis reports, and session management.
    27
    2
    MIT
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    B
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    Open-source MCP server for Bisibility, providing tools for keyword rank tracking, SERP history, keyword research, backlinks, alerts, reports, and project management. Runs locally through npm or Docker and connects to Bisibility Cloud or a self-hosted instance.
    87
    163
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    Apache 2.0
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    An MCP server for accessing and analyzing Apache Software Foundation Incubator podling data from podlings.xml. It provides tools to query podling metadata, generate statistics, and analyze incubation trends over time.
    22
    MIT
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    A hosted Model Context Protocol server that connects AI agents to a project-scoped growth workspace, exposing tools for project knowledge, analytics, research, planning, media generation, drama intelligence, and skill sync.
    MIT
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    Enables MCP clients to query the Open Science Framework for public research project metadata, abstracts, and component listings using OSF project IDs or URLs.
    MIT