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20 Best Figma MCP Servers: compared and ranked, November 2026Ranked from 383 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
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    quality
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    maintenance
    A Model Context Protocol server for Zoho Site24x7 that uses a JavaScript sandbox to execute API calls, enabling management of monitors, accounts, and MSP/BU tenancy through natural language.
    2
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Surface Claude Code token usage, estimated cost, and plan-limit status in any MCP client. Enables agents to query usage data from local logs and Anthropic API.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Voice-powered bug reporting MCP server with 13 tools. Captures console logs, network errors, DOM traces, and developer voice descriptions. AI reads structured reports to find and fix bugs automatically. Chrome Extension + Python CLI.
    8
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    A read-only MCP server that exposes controlled SSH tools to inventory, document, and prepare operations on WealthTech servers for AI assistants like ChatGPT and Codex.
    -
  • F
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    maintenance
    An MCP server that monitors 12 Australian SMB intelligence sources to analyze market signals and provide structured data for content strategy agents. It enables users to track regulatory changes, AI trends, and business data through automated signal grading and Slack integration.
    -
  • A
    license
    A
    quality
    B
    maintenance
    Ask your AI agent about your MCP servers: which tools fail, how a release compares, what clients look for and do not find. Reads from mcpspan with a read token.
    10
    13
    21
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to audit Core Web Vitals, transform HTML for speed, generate PWAs, and export performance configurations via the Model Context Protocol.
    8
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables users to ask directly within a Claude Code or Codex chat how much energy and CO2eq their current session or entire project has consumed, estimated locally from session logs with no telemetry or network calls. It also reports everyday-activity equivalents such as kettle boils or washing machine cycles for the resulting figures.
    2
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Exposes local Reqable network capture traffic to MCP clients for real-time monitoring and analysis of HTTP requests. It enables developers to query, search, and generate code from captured traffic stored locally within a private SQLite database.
    17
    47 PyPI
    238
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Local MCP server for observing and controlling an authorized Android device over USB using ADB and scrcpy, providing screen capture, UI automation, app inspection, logcat, and evidence recording.
    29
    528 npm
    3
    MIT
  • A
    license
    Not graded
    quality
    F
    maintenance
    Enables LLMs to analyze logs by extracting patterns, redacting secrets, and providing token-efficient summaries from files, Docker containers, or journald.
    5
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Local stdio MCP server that gives AI coding agents (Claude Code, Cursor, Windsurf) read-tools over TraceBug bug-report .html files — session replay, console errors with stacks, network activity, and a millisecond repro timeline. All data is read from local disk; zero network connections. Free, MIT. Unedited crash-to-root-cause transcript: tracebug.dev/proof
    252 npm
    5
    MIT
  • A
    license
    Not graded
    quality
    F
    maintenance
    Exposes configured log files as MCP tools, enabling agents to list, query, and follow logs from local and SSH sources.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A FastMCP-based tool for analyzing logback log files to detect code defects and generate automated fix suggestions. It features intelligent stack trace filtering and token optimization to efficiently identify and resolve application errors.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Claude Code users to inventory the MCP servers, skills, commands, agents and plugins installed on their machine, estimate how many tokens each one adds to every request, and switch them off per project or globally, including across other AI coding tools. It also monitors live sessions to report real token usage and the savings achieved from disabled items.
    7 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Connects AI assistants to live site data so they can answer questions about crawling, indexing, Search Console performance, keyword gaps and how AI engines describe a brand. Runs technical audits, keyword research, content workflows and client reports directly from the chat.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to look up and search servers from the official MCP registry, probe any server live for availability, protocol, auth, tools and context-token cost, and retrieve registry-wide statistics. Also supplies a CLI and GitHub Action that measure how many tokens your own configured servers' tool definitions consume against a budget.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Logs LLM interactions to local CSV or Markdown files with automatic categorization for detailed tracking. It provides an interactive HTML dashboard to visualize query volume, model usage, and category distribution.
    3
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables comprehensive analysis of Apache Spark event logs from S3, HTTP, or local sources, providing performance metrics, resource monitoring, shuffle analysis, and automated optimization recommendations with interactive HTML reports.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Handles log file management and analysis with tools to list, read, search, filter, and generate analytics on log files.
    1
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server for retrieving and filtering logs from Mezmo with a quota-conscious design and intelligent defaults. It enables users to discover and query logs by application, level, and custom time ranges to streamline debugging while minimizing API usage.
    1
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  • F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that provides typed, audited, least-privilege tools for monitoring AWS infrastructure and GitHub pipelines, including instance health, service status, logs, deployment status, CI workflow runs, failed jobs, and PR checks.
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  • F
    license
    Not graded
    quality
    D
    maintenance
    A containerized server that enables AI clients to perform automated network packet analysis, protocol inspection, and traffic forensics using Wireshark/tshark. It features a stateless design that synchronizes PCAP files directly from GitHub for secure and ephemeral analysis sessions.
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  • F
    license
    Not graded
    quality
    D
    maintenance
    Provides statistical analysis and usage tracking for Claude Code, enabling users to query daily/monthly stats, compare users, analyze trends, detect anomalies, and generate usage reports through natural language.
    1
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