Skip to main content
Glama
116,873 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,034 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"A tool for real-time error detection in web browsers" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables fast real-time web search and access to premium data from trusted sources including news, financial markets, sports, and more. Supports AI agents with live data and curated content from various domains.
    11
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Real-time marathon & road/trail race runner position forecasting, spectator cheer spot arrival windows, on-course sighting pin pace recalibration, and worldwide GPX/FIT/OpenStreetMap course search.
    MIT
  • A
    license
    Not graded
    quality
    F
    maintenance
    Standalone Model Context Protocol server for PropProfessor, plus a small query CLI for local analysis.
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A local MCP server that gives Claude (or any MCP-compatible AI client) access to Formula 1 race data. Load any session from 2018 onwards, ask questions in natural language, and get answers backed by real telemetry, timing, and strategy data.
    17
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides AI assistants with real-time prediction market consensus data, including probabilities, opportunities, signals, and settlements.
    5
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Live sports betting player props MCP server covering NBA, MLB, NFL, NHL, NCAA, and soccer. Unified from real sportsbooks into one REST API and a real MCP server (Streamable HTTP). Free tier, no card required.
    5
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Provides a tool to retrieve today's 2026 FIFA World Cup matches, including teams, time, venue, and scores.
    1
    -
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI-assisted live ESPN fantasy football snake drafts by providing league-specific draft context, VORP-based value rankings, tier analysis, and real-time draft state.
    14
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to monitor a Sleeper fantasy football draft in real time by retrieving draft picks, available players, current turn, and roster needs through Sleeper's public keyless API.
    8
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Real-time prediction market consensus data for AI agents. Aggregates probabilities from 27,000+ markets across politics, sports, and economics with 14-second updates. Tools: get_markets, get_consensus, get_movers, get_divergences, search_markets.
    5
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides AI-powered sports betting intelligence including live odds, injury reports, and documented picks for NBA, NHL, and NCAAB. It enables AI agents to analyze line movements, win rates, and betting edges using real-time data from sportsbettingaianalyzer.com.
    11
    30 PyPI
    5
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server that gives AI assistants real-time access to the MCSR Ranked competitive Minecraft speedrunning API, enabling plain-language queries about players, matches, stats, and more.
    18
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Real-time sports card pricing, market analysis, arbitrage detection, grading ROI, investment advice, and player stats (NBA/NFL/MLB). 9 tools for AI agents helping collectors and investors.
    9
    3
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Real-time tennis data for ATP, WTA, Challenger and ITF: live scores, player rankings, match-winner odds, and model win-probability. 12 read-only tools; a tier-gated endpoint returns a plain-English explanation of which plan it needs rather than a bare 403. Requires a paid API key.
    25
    148 npm
    138
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides AI-powered sports analytics for Daily Fantasy Sports (DFS) with real-time player projections, lineup optimization, live odds aggregation from multiple sportsbooks, and SHAP-based explainability to understand recommendation reasoning.
    4
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Connects Claude to Lichess for playing chess games, analyzing positions with Stockfish cloud evaluation, and solving puzzles. Supports real-time gameplay including moves, challenges, draw offers, and accessing user profiles and game history.
    28
    16 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Connects Claude to the SportRadar MLB API to access real-time baseball data including game schedules, live scores, player statistics, team standings, injury reports, and play-by-play information through natural language queries.
    19
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides access to real-time data from the French Basketball Federation (FFBB), including live scores, standings, and competition details. It allows users to search for clubs, matches, and venues using natural language without requiring an API key.
    19
    95 PyPI
    4
    Apache 2.0
  • F
    license
    B
    quality
    D
    maintenance
    MCP server that enables Claude Desktop to access real-time sports data including live scores, fixtures, standings, and NBA statistics using free APIs.
    10
    -
  • F
    license
    B
    quality
    C
    maintenance
    Enables comprehensive Sleeper Fantasy Football integration with Claude, providing real-time player projections, historical performance analytics, league management, and waiver wire analysis. Supports advanced NFL metrics, lineup optimization, and matchup analysis for fantasy football decision-making.
    12
    1
    -
  • A
    license
    B
    quality
    D
    maintenance
    Provides advanced Formula 1 analytics including real-time telemetry processing, tire degradation modeling, weather impact analysis, and Monte Carlo race strategy simulation for comprehensive F1 data analysis.
    13
    6
    MIT
  • F
    license
    B
    quality
    Not graded
    maintenance
    Connect AI agents to OP.GG Esports data and retrieve upcoming League of Legends match schedules effortlessly. Access structured match information through a standardized interface, enhancing your AI's capabilities with real-time esports data.
    1
    6
    -
  • A
    license
    B
    quality
    D
    maintenance
    Provides AI agents with access to football match predictions for Premier League and Champions League, including half-time/full-time scores, goal scorers, corner counts, and key player insights.
    1
    88 npm
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    MCP server that provides structured access to real-time sportsbook data from iddaa, including live events, competitions, and league fixtures with strategy analysis. Designed for AI agents and automation workflows.
    5
    85 npm
    1
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Provides Chess.com player data integration, enabling AI assistants to fetch real-time chess player profiles and comprehensive statistics including ratings, game counts, and performance metrics from Chess.com's public API.
    2
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    Provides tools to interact with the Chess.com Public API for fetching real-time player profiles and detailed game statistics. It enables LLMs to access information like player ratings, win/loss records, and current online status.
    2
    -