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Vector GraphQL MCP Server
This MCP server provides tools for querying the Vector GraphQL API:
-
fetch_leaderboard
: Get Vector leaderboard data -
fetch_profile
: Get detailed trader profile data -
fetch_token_data
: Get trending Solana tokens -
fetch_token_broadcasts
: Get broadcasts for a specific token
Setup
# Clone the repository
git clone https://github.com/JussCubs/mcp-server-test.git
cd mcp-server-test
# Install dependencies with uv
uv add "mcp[cli]" httpx
If you don't have uv installed, you can install it following the instructions at https://github.com/astral-sh/uv.
Alternatively, you can use pip:
pip install -r requirements.txt
Usage
# Run in development mode with the MCP Inspector
uv run mcp dev vector_server.py
# OR if you're using pip
mcp dev vector_server.py
# Install in Claude Desktop
uv run mcp install vector_server.py
# OR if you're using pip
mcp install vector_server.py
Troubleshooting
If you see a warning like The package 'mcp==X.X.X' does not have an extra named 'cli'
, you may need to install the CLI tools separately:
pip install mcp httpx "click>=8.0" "rich>=10.0" "typer>=0.9.0"
Tool Documentation
fetch_leaderboard
Fetches Vector leaderboard data:
-
leaderboard_type
: The type of leaderboard (default: 'PNL_WIN')
fetch_profile
Fetches detailed profile data for a Vector trader:
-
username
: Vector username to fetch
fetch_token_data
Fetches trending Solana tokens from Vector. This tool has no parameters and returns trending tokens with 5-minute broadcast activity.
fetch_token_broadcasts
Fetches broadcasts for a specific token:
-
token_id
: Vector token ID
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Reviews

user_d2px7AE5
The mcp-server-test by JussCubs is an incredibly useful tool for developers looking to optimize their server performance. The project is well-documented on GitHub, making it easy to get started and integrate into your workflow. Its comprehensive features and reliable performance have significantly improved my development process. Highly recommended for anyone working with server-related applications! Check it out: https://github.com/JussCubs/mcp-server-test