"Understanding Vector Search" matching MCP servers:

Read-only MCP server for Counter-Strike schedules, results, teams, players, and events from HLTV.org, offering tools to search entities, list matches, and get match details.

Fantasy Premier League stats and press coverage for AI agents: read-only SQL over FPL player, fixture and gameweek data, plus semantic search over BBC Sport and Guardian articles and FPL injury news. Bring your own PostgreSQL and Pinecone, with bundled ingestion jobs.

Allows Claude to access French Chess Federation public data in conversation, including player search, department tournament listings, tournament details, rankings, and round-by-round player results.

Live and prematch sports odds, scores, live statistics and match search from SportAPI (football, basketball, tennis, esports and more). Works with demo data without an API key.

Enables AI agents to search and retrieve detailed information about US golf courses, including course details, tees, climate, and nearby points of interest.

Enables AI assistants to analyze Fantasy Premier League data, providing tools for player search, fixture analysis, manager comparisons, and strategy prompts for transfer planning and lineup selection.

Enables querying FotMob football data including matches, match details, teams, leagues, players, and search through MCP-compatible LLM clients.

MCP server for motorsport event documents, enabling AI agents to search, read, compare amendments, and parse schedules via typed tools.

Enables querying NBA and WNBA player-prop model picks, the daily board, public track record, games, and player search through the nbaproplab.com REST API, with optional API-key tools for backtests, pick evaluation, and player research. All tools are read-only and most require no authentication.

Provides access to French Roller Derby rules documentation, enabling search across sections, retrieval of specific rule sections (game parameters, scoring, penalties, officiating), and browsing the complete rulebook.

Provides professional cycling data from ProCyclingStats, enabling race discovery, stage results, rider profiles, startlists, and free-text search through MCP tools.

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.

Converts Claude Desktop into a sports content production studio, enabling search of football transfer tweets and generation of complete videos with virtual presenters.

Read-only MCP server for the Palloliitto's result service API, enabling AI applications to search and inspect football & futsal data including clubs, teams, matches, competitions, and league tables.

Enables access to live FotMob football data for fixture lookup, team and player research, match details, lineups, league discovery, and search-based entity lookup.

Provides access to Chess.com player data, game records, and public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.

Enables Claude, Codex, Cursor, and other MCP clients to query ITMO University student services in natural language, including schedules, grades, study plans, sports, scholarships, dormitory, bookings, queues, requests, and people search. It provides read-only access to my.itmo.ru and BARS data via ITMO.ID authentication.

Connects Claude to Sleeper fantasy football leagues, providing read-only tools for rosters, matchups, standings, transactions, player search, and trending players, with multi-league support.

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.

Enables AI agents and terminal users to search players and tournaments, read tournament pages as structured data, and retrieve Austrian championship leagues without login. Also supports checking and, after confirmation, entering team match reports against club rosters and the public results site.

Gives AI clients free, keyless access to professional boxing data — upcoming cards, recent results, boxer profiles, division rankings, broadcasters, odds and win forecasts — so they can answer fight-night questions and cite a source page. Ships tools, resources and prompts covering schedules, bouts, rankings and search.

Enables an LLM to query roughly four million OpenPowerlifting meet results stored in Parquet and read through DuckDB, so users can search lifters by name, pull every meet and attempt for a lifter, rank a total as a percentile within a filtered field, and compare career bests across lifters.

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.

Provides comprehensive soccer/football data including standings, team search, league search, match predictions, and head-to-head records via the API-Football service.

Provides access to a cited knowledge graph on football's Laws of the Game and major competitions, with tools for search, question answering, and entity exploration, returning claims with sources and confidence.

Enables read-only search and lookup of US youth sports clubs and local sports stores, including registration windows, fees, tryouts, contacts, addresses, and brands, plus link generation for claiming or correcting listings.

Enables AI clients to search football matches by date and league, retrieve match details by ID, and access match incidents and lineups via the Sportmicro API.

Manages sports video metadata with CRUD operations for game information, teams, scores, and statistics. Enables advanced search filtering by game type, teams, league, season, and date ranges through PostgreSQL integration.

Enables MCP clients to search, retrieve, and list citable sections of the official NBA rulebook, so natural-language questions can be answered with grounded rule citations.

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.