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116,947 servers. Updated
20 Best Kubernetes MCP Servers: compared and ranked, November 2026Ranked from 454 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
    C
    maintenance
    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
  • A
    license
    Not graded
    quality
    D
    maintenance
    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
    license
    Not graded
    quality
    Not graded
    maintenance
    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.
    -
  • A
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    quality
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    Provides AI assistants with access to University of Alabama at Birmingham's Research Computing documentation, enabling users to search and retrieve information about the Cheaha HPC cluster, SLURM job scheduling, storage systems, and available software tools.
    5
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Real-time SEC Form 4 insider trading data — transactions with post-trade returns, cluster-buy signals, Form 144 early warnings, and 13F institutional holdings. 27 tools + 6 research prompts; free tier available.
    38
    125 npm
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that connects LLMs to CERN GitLab to discover and analyze High Energy Physics code, documentation, and analysis examples. It provides 14 tools for repository browsing, dependency parsing, and CI/CD configuration analysis.
    15
    144 PyPI
    4
    AGPL 3.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to submit genomic sequences or NCBI accessions to antiSMASH for secondary metabolite biosynthetic gene cluster analysis, check job status, retrieve and download results, and query server status across bacteria, fungi, and plant servers.
    10
    1
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    Enables users to run Slurm jobs on WashU RIS Compute2 cluster by describing their intent in plain English, without requiring SSH or Slurm knowledge.
    53
    1
    -
  • A
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    Not graded
    quality
    A
    maintenance
    Enables AI assistants to query Korean DART corporate disclosures, financials, equity filings, and XBRL statements through 15 consolidated tools, including insider-trading cluster signals, accounting-risk scoring, Buffett-style quality checklists, and conversion of HWP/PDF attachments into markdown. It also supports preset-based disclosure searches with automatic 90-day chunking and calculation-verified XBRL parsing.
    746 npm
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables AI agents to ingest AI-related content from RSS/Atom feeds, Hacker News, and GDELT, then cluster items into curated stories and retrieve a ranked feed through MCP tools.
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Enables LLM clients to query an offline-first, read-only snapshot of a university Cluster of Excellence research-data platform — its projects, thematic sections, ~4,000 research items, people, institutions, collections, publications with searchable full text, podcasts and video transcripts. Every record carries a citable public URL, so findings can be traced back to the source.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables access to live precious metals prices, historical data, market intelligence, and portfolio management with AI/LLM integration.
    ISC
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables any MCP client to score, rank, tag, and cluster user-supplied video candidates using a competitor-intelligence engine that blends velocity, outlier, engagement, and demand-gap signals into an opportunity score. It performs no fetching itself and needs no API key, so callers bring their own candidate data and receive annotated, sorted results.
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Enables AI assistants to query Korean DART electronic disclosures—filings, financial statements, shareholding, XBRL reports, and corporate events—through 15 tools. Adds insider-trading cluster signals, 0-100 accounting-risk scoring, Buffett-style quality checklists, and conversion of HWP/PDF attachments into Markdown for direct reading and summarization.
    746 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Exposes HACC cosmological hydrodynamic simulation emulators (GSMF, HMF, cluster profiles, P(k) suppression) as MCP tools, allowing LLM agents to predict observables and generate comparison plots.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    MCP server for Google Ads API with built-in safeguards, MCC support, and 36 tools for campaign management, reporting, and optimization.
    807 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants to query Korean DART electronic disclosures, financials, equity, and XBRL data through 15 consolidated tools covering 83 OpenDART APIs, including insider-buying cluster signals, 0-100 accounting-risk scoring, Buffett-style quality checklists, and conversion of HWP/PDF filings into markdown for direct analysis.
    746 npm
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants to search Korean DART electronic disclosures, retrieve financial statements and fully parsed XBRL with calculation checks, and run analyst-style frames such as insider buy/sell cluster signals, 0-100 accounting risk scoring, and Buffett quality checklists. It also converts HWP/PDF filing attachments into markdown for direct reading and summarization.
    746 npm
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables academic bibliographic search across arXiv, Semantic Scholar, and Google Scholar with advanced search, citation analysis, and Zotero integration for reference management.
    2
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Integrates Interactive Brokers and TradeStation APIs for portfolio management, market data, and trading operations, with TradingView market scanning.
    -