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121,365 servers. Updated
20 Best Jira MCP Servers: compared and ranked, November 2026Ranked from 647 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    Enables users to create, validate, view, and export system stock-and-flow maps from a versioned JSON model through MCP-capable hosts over local stdio or hosted Streamable HTTP. Supports causal-loop and nested-level mapping while keeping submitted model content with the caller and requiring no LLM provider key.
    5
    29 npm
    GPL 3.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Codex to control a Gephi 3D network view through natural language, including network generation, 3D layout, node focus and neighbor highlighting, layered views, and PNG/PDF export.
    1
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to drive a live TradingView chart in Chrome, turning natural-language trading ideas into compiled Pine Script indicators, adding them to charts, and reading back results. It also supports chart navigation, indicator management, screenshots, and strategy tester backtest results.
    97
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  • F
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    D
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    Enables AI assistants to control a logged-in TradingView chart in Chrome, including writing and compiling Pine Script indicators, adding them to charts, changing symbols and timeframes, capturing screenshots, and retrieving strategy tester results.
    -
  • F
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    Not graded
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    Options analytics an agent can drive: import a permitted chain, solve implied volatility, build a sixteen-Greek ladder, map dealer gamma walls, rank twenty-three structures, run a GARCH-t simulation with a convergence gate, and backtest with modelled premiums. Twelve stdio tools; every output is a schema-validated JSON file with source, assumptions and a degraded flag. Research only, no orders.
    10
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  • A
    license
    A
    quality
    B
    maintenance
    A read-only, cross-platform visualization layer for Cortex that renders memory, sessions, and code into six live reading angles (graph galaxy, 3D anatomical brain, execution trace, consolidation board, knowledge browser, and wiki) without ever writing a memory.
    2
    33 PyPI
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables MCP clients to teach on a view-only local browser chalkboard by drawing equations, plots, molecules, diagrams, and science illustrations step by step, with snapshots and saved lessons.
    7
    93 npm
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to drive the kepler.gl demo map by loading data, adding and recoloring layers, changing basemaps, applying time filters, and toggling split views through MCP.
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Visualizes conversations as structured hierarchical mind maps by injecting a prompt that instructs the LLM to generate a JSON mind map — no external APIs required.
    1
    9 npm
    ISC
  • A
    license
    A
    quality
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    maintenance
    Enables AI to analyze trade quality by fetching real price action around fills, generating annotated candlestick charts, and computing metrics like MAE/MFE, R-multiple, and capture efficiency.
    4
    MIT
  • A
    license
    A
    quality
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    maintenance
    An MCP server that enables LLMs to create and open diagrams in draw.io using XML, Mermaid, or CSV formats, by building a URL with compressed content and opening it in the browser.
    3
    120 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Offline MCP server that queries CSV, Parquet, Excel, and JSON files and generates self-contained interactive HTML reports with reproducible provenance. Built and maintained by an AI agent.
    7
    12 npm
    4
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables agents to explore and operate Grafana by searching and reading dashboards and folders, querying datasources such as Prometheus, Loki and SQL, and inspecting alert rules and annotations. Its safe-by-default access modes gate dashboard and folder creation, editing and deletion behind escalating permission levels.
    11
    58 npm
    1
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to query Serpent 2 syntax and documentation, statically validate and run neutron transport calculations locally or over SSH, and parse result files into JSON summaries and plots. It also lets users browse and download official VTT nuclear data libraries.
    16
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  • A
    license
    B
    quality
    B
    maintenance
    MCP server for interacting with local Power BI Desktop and .pbip projects, enabling DAX queries, model documentation, measure editing, and PBIR visual management via natural language.
    90
    365 PyPI
    1
    Apache 2.0
  • F
    license
    B
    quality
    D
    maintenance
    Enables users to generate volcano plots by submitting jobs with input files and parameters, supporting local or Docker execution.
    8
    1
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  • A
    license
    B
    quality
    B
    maintenance
    MCP server for Power BI Desktop and .pbip projects, enabling DAX queries, model documentation, measure management, refresh, .pbix-to-.pbip conversion, and PBIR visual editing.
    140
    365 PyPI
    33
    Apache 2.0
  • F
    license
    B
    quality
    B
    maintenance
    A production-grade MCP server that exposes Tableau Server/Cloud as a BI platform, enabling project, workbook, data source, user, group, job, lineage, and export operations via natural language, with role-based permissions and token optimization.
    69
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    Connects AI clients to the Matih data platform, enabling SQL queries, table profiling, analytics, chart creation, and file uploads through MCP tools with OAuth/PKCE authentication.
    83 npm
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Claude Code and other processes to control the lys interactive multi-dimensional data analysis and visualization platform by executing Python commands in it and viewing the resulting lys and matplotlib graphs. It connects over a local socket or TCP to a lys instance running in remote mode.
    GPL 3.0
  • A
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    Not graded
    quality
    C
    maintenance
    Lets coding agents load toolsets by name to drive a local browser-based viewer for ROS 2 robots, including displaying lidar/map data and plotting odometry, through a token-protected local connection without writing to the robot.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables MCP clients to connect through OAuth 2.1/PKCE to a hosted trading-assistant surface for read-only system context, intelligence, risk-preview, advisory, and charting data, with scoped chart, write, and execute capabilities gated by account entitlements and confirmation flows.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables natural-language questioning of CSV datasets by loading tables, listing columns, computing aggregates, suggesting ECharts visualizations, and returning grounded voice-style answers through MCP tools.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to build and modify reports, connect BigQuery, Google Sheets, and GA4 data, arrange charts and pages, check for data errors, and export or restore versions by using Playwright to call the editor's internal APIs instead of simulating clicks.
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    Provides football analytics tools including player scouting, comparisons, market-value filters, expected-goals tables, match-by-match form, team attacking profiles, match search, shot maps, and more for 10 leagues.
    48 PyPI
    7
    GPL 3.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    clariBI is an AI-powered business intelligence platform that lets SaaS and ecommerce teams ask plain-English questions across Stripe, HubSpot, Google Analytics, ad platforms, and 30+ other sources. The AI engine picks the right visualization from 24 chart types and generates dashboards automatically.
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    A stateless MCP server that generates interactive report widgets and survey builder UIs, using MCP Apps for rich visualizations and long-polling for live updates.
    6
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables natural-language queries about disk usage by driving WizTree scans and analyzing cached CSV snapshots. Users can find large files, duplicate data, folder breakdowns, and more without repeatedly rescanning the disk.
    20
    MIT