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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 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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    Per-unit cost of 13 back-office tasks done by a person vs by software, in the US, Greece and Ukraine, with an official statistic behind every hourly wage. Bundled data, works offline.
    5
    45 npm
    MIT
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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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    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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    Exposes the MITRE ATT\&CK framework to LLMs and AI assistants via the Model Context Protocol, enabling querying of techniques, tactics, groups, software, and mitigations.
    9
    15
    MIT
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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.
    11
    268 npm
    4
    MIT
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    Provides software supply-chain intelligence for AI agents, enabling them to query package metadata, versions, downloads, dependencies, and health signals for npm, PyPI, and crates.io packages without API keys.
    6
    74 npm
    MIT
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    Customer lists of B2B software: every company using a technology (HubSpot, Stripe, Zendesk and 4,000+ more), with the evidence and date for each detection, and the new customers every week. Hosted remote server at https://mcp.useagentdata.com/mcp; it connects with your AgentData account (sign in, or paste an API key). Website: https://useagentdata.com
    6
    260 npm
    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
    1
    MIT
  • F
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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
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    Enables AI agents to control N.I.N.A. astronomy software remotely, including mount, camera, sequencer, and other equipment via the ninaAPI plugin.
    66
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    A Windows-based MCP server that exposes NIST's CONTAM simulation tools and ContamX bridge-mode controls to AI agents. It enables automated airflow and contaminant transport modeling, including project inspection, simulation execution, and real-time bridge session management.
    15
    1
    MIT
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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
    1
    BSD 3-Clause
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    Enables automated data import, analysis, graphing, and project management for Origin/OriginPro through a hardened MCP interface with constrained file access and optional expert LabTalk mode.
    24
    MIT
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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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    Enables AI assistants to drive local photonic simulation software through its Python API, supporting modeling and layout, property setup, simulation runs, parameter sweeps, job management, and result analysis.
    20
    Apache 2.0
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    Enables natural language interaction with ANSYS Mechanical simulation software via gRPC, allowing users to manage geometry, mesh, boundary conditions, solve analyses, and generate reports through MCP-compatible AI clients.
    37
    19
    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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    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.
    140
    213 npm
    3
    Apache 2.0
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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