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Glama
116,590 servers. Updated
20 Best Documentation MCP Servers: compared and ranked, November 2026Ranked from 2,545 matching servers on stars, growth, downloads and maintenance. Updated .

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    A safety-gated Python MCP server for Metabase that lets MCP clients and agents inspect Metabase, run governed queries, and create or maintain dashboards, cards/questions, collections, snippets, permissions, and other Metabase assets through the Metabase REST API.
    GPL 3.0
  • F
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    quality
    D
    maintenance
    A production-grade MCP server that provides tools to fetch historical stock data, company information, and technical indicators (SMA, EMA, RSI, MACD, Bollinger Bands) via yfinance, and includes a Flask web dashboard for visual analysis.
    -
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    quality
    B
    maintenance
    Enables Claude to read a project's FastStats metrics and then design, validate against real data, and publish charts, dashboards, event markers, and custom data sources. Every write is previewed and dry-run first, with read-only mode and confirmation guards for destructive actions.
    1
    MIT
  • F
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    quality
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    maintenance
    Enables AI agents to perform deterministic search synthesis and compile Sparkpage layouts into comparison matrices and ready-to-render HTML interfaces through a zero-dependency Python MCP server. Plugs into Claude Desktop, Cursor, and other MCP clients for structured, low-latency output with execution telemetry.
    7
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  • A
    license
    A
    quality
    B
    maintenance
    Google Search Console for Claude and other MCP clients. Sign in with Google in one click, then ask about clicks, queries, rankings and indexing, export every GSC report as CSV (beyond the 1,000-row UI limit), inspect URLs, submit sitemaps and verify sites. Includes a local SEO dashboard. Free, open source, runs on your computer.
    18
    98 npm
    1
    MIT
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    quality
    B
    maintenance
    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
  • 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.
    96
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  • F
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    quality
    C
    maintenance
    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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    quality
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    maintenance
    Enables autonomous agents to synthesize heterogeneous search results into interactive comparison layouts (Genspark Sparkpages) via MCP, with deterministic JSON schema validation and zero-dependency execution.
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  • 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
  • F
    license
    A
    quality
    C
    maintenance
    Enables natural-language (Chinese or English) querying of a socioeconomic survey microdata warehouse covering five survey programs and over a thousand tables, by exposing standard tools for exploring surveys and sections, semantically searching variable metadata, generating read-only SQL, computing weighted statistics, and rendering charts. Results, SQL, and tool calls are returned in-chat, and it can be attached to Claude Desktop or Claude Code as well as its bundled web interface.
    14
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  • A
    license
    A
    quality
    A
    maintenance
    Daily-refreshed Glama TDQS score tracker for any MCP fleet. Scrapes per-tool grades from glama.ai, stores in SQLite with snapshot history and delta tracking, surfaces via MCP tools, Prefab cards, a 6-page web dashboard, and an LLM-powered chat interface.
    7
    3
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server that lets Claude, Cursor, or any MCP-compatible client drive Sheepit projects — enabling campaign management, destination configuration, dashboard creation, and insights queries directly from a chat interface.
    40
    261 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
    295 PyPI
    1
    Apache 2.0
  • A
    license
    B
    quality
    C
    maintenance
    An MCP server for editing Power BI Report Builder paginated reports (.rdl) through Claude, providing tools for datasets, tablixes, page setup, styling, and more.
    100
    33 PyPI
    6
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables local, offline comparison of debt snowball, avalanche, custom-priority, and minimum-only repayment plans, plus exact-cent payment tracking, finance-charge/APR inspection, and budget-feasibility checks through an MCP stdio interface.
    5
    MIT