
Connect Sport-Specific Fitness Testing to ChatGPT and Claude
Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Turn raw athletic data into standardized performance scores.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.
Your AI does the work. We keep it safe and sound.
No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.
Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

Each Connector runs inside its own sealed environment.
Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.
One switch stops every agent. Instantly.
One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.
Spending limits that pause instead of surprise.
Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.
Three controls, built into the layer your AI connects through.
Curated set · 3 capabilities
We ship only the actions that matter.
01-03
3 capabilities in this set.
Part of 3 available through Sport-Specific Fitness Testing.
- 01
Get performance benchmarks
This capability pulls reference benchmarks to see how an athlete compares to established standards.
- 02
Calculate fitness score
This capability generates a single, unified fitness score based on a set of specific test results.
- 03
Get sport protocol
This capability provides the exact testing instructions and required equipment for specific sport components.
Real work
What teams actually run
Athlete Scouting
Compare a prospect's physical metrics against established benchmarks for their position.
Training Progress Tracking
Use the scoring capability to see how an athlete's unified fitness score changes over a season.
Test Day Planning
Ask your agent for the exact equipment and steps needed for a specific sport's agility test.
Position-Specific Readiness
Evaluate if a player meets the specific physiological demands of their role on the field.
One connector, every AI
Sport-Specific Fitness Testing works with the most popular AI clients.
These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put Sport-Specific Fitness Testing to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.
Observed, not estimated
728ms average. Fast in production.
Sport-Specific Fitness Testing is checked daily against the live service.
- Fastest day
- 624ms
- Slowest day
- 898ms
- 14-day trend
- Improving-16%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 3 capabilities arrive ready to run.
Preview access · not provider authentication
The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Sport-Specific Fitness Testing, so you can see the experience inside your AI.
It does not authenticate your account with Sport-Specific Fitness Testing. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Sport-Specific Fitness Testing Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_Jkc0oXz77hKJzn8itYfT5CYMoVF8RExYRslaeNem/mcpClaude Desktop
Follow the steps below to connect in seconds.
- 1In Claude Desktop, open Settings → Connectors.
- 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
- 3Click Add and start a new chat — Sport-Specific Fitness Testing capabilities are ready to use.
{
"mcpServers": {
"sport-specific-fitness-testing-mcp": {
"url": "https://edge.vinkius.com/vk_preview_Jkc0oXz77hKJzn8itYfT5CYMoVF8RExYRslaeNem/mcp"
}
}
}
Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline
Step-by-step instructions for each client are in the guide. How to connect
Guided setup for Claude? Set up Sport-Specific Fitness Testing in Claude and other AIs
Who it's for
Built for the work Sport-Specific Fitness Testing owners hand off.
This MCP is built for professionals who need to turn physical testing into actionable data.
- 01
Strength and Conditioning Coaches
They hand off raw test data to the AI to get instant scoring and benchmarking.
- 02
Athletic Trainers
They use the capability to pull standardized protocols for athlete evaluations.
- 03
Sports Data Analysts
They use the scoring engine to quantify athlete readiness across a team.
FAQ
Questions Sport-Specific Fitness Testing owners ask.
- 01
Which sports are supported by this MCP?
The MCP supports Soccer, Basketball, Tennis, Swimming, Athletics, and CrossFit.
- 02
How does the fitness score work?
The calculate_fitness_score capability takes multiple test results and produces a single, unified proficiency score.
- 03
Can I use this with Claude or Cursor?
Yes, you can connect this MCP to any MCP-compatible client like Claude, Cursor, or Windsurf.
- 04
Does it provide instructions for the drills?
Yes, the get_sport_protocol capability provides specific instructions and the equipment required for testing.
- 05
How do I compare an athlete to professional standards?
You use the get_performance_benchmarks capability to retrieve reference data for specific athletic levels and positions.
- 06
Which sports are supported by this server?
The server currently supports Soccer, Basketball, Tennis, Swimming, Athletics, and CrossFit.
- 07
How can I get a specific training drill?
You can use the get_sport_protocol capability by providing the sport name and the physical component you want to measure, such as 'speed' or 'agility'.
- 08
Can I calculate an overall fitness score for an athlete?
Yes, by using the calculate_fitness_score capability. You provide the sport, position, level, and a JSON object containing the raw results from various physical tests.
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Connect Sport-Specific Fitness Testing to Claude, Cursor, ChatGPT & more
