Which integrations are available for this server?

Connects with GitHub for repository access and installation, allowing users to clone the server repository for deployment. Formats all output data as markdown tables for enhanced readability when presenting metrics and statistics. Built on Python 3.10+, leveraging the Python ecosystem for data processing and API integration. Tracks metrics across multiple Solana launchpads, providing data on token deployments, successful project graduations, graduation rates, and active wallet addresses on the Solana blockchain.

How do I use solana-launchpads-mcp?

1. Click on "Deploy Server". 2. Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state. 3. In the chat, type @ followed by the MCP server name and your instructions, e.g., "@solana-launchpads-mcp show me token deployments across launchpads for the past week" That's it! The server will respond to your query, and you can continue using it as needed. Here is a step-by-step guide with screenshots.

solana-launchpads-mcp

by kukapay

Overview Schema Source Related Servers Discussions Admin

Python

Remote

Solana Launchpads MCP

An MCP server that tracks daily activity and graduate metrics across multiple Solana launchpads.

Features

MCP Tools: Four tools to retrieve daily metrics:
- Token deployments.
- Successful graduates (completed projects).
- Graduation rates.
- Active wallet addresses.
Markdown Output: Data is formatted as markdown tables for easy readability.

Related MCP server: pumpfun-wallets-mcp

Prerequisites

Python 3.10 or higher
uv (recommended package manager)
A Dune Analytics API key

Installation

Clone the repository:

git clone https://github.com/kukapay/solana-launchpads-mcp.git
cd solana-launchpads-mcp

Install dependencies:
```
uv sync
```

Installing to Claude Desktop:

Install the server as a Claude Desktop application:

uv run mcp install main.py --name "Solana Launchpads"

Configuration file as a reference:

{
   "mcpServers": {
       "Solana Launchpads": {
           "command": "uv",
           "args": [ "--directory", "/path/to/solana-launchpads-mcp", "run", "main.py" ],
           "env": { "DUNE_API_KEY": "dune_api_key"}               
       }
   }
}

Replace /path/to/solana-launchpads-mcp with your actual installation path, and dune_api_key with your API key from Dune Analytics.

Tools

Tool Name	Description	Parameters
`get_daily_tokens_deployed`	Retrieves daily token deployments by platform, optionally as percentages.	`return_percent: bool` (default: False)`limit: int` (default: 1000)
`get_daily_graduates`	Fetches daily successful graduates by platform.	`limit: int` (default: 1000)
`get_daily_graduation_rate`	Retrieves daily graduation rates by platform.	`limit: int` (default: 1000)
`get_daily_active_addresses`	Fetches daily active wallet addresses by platform.	`limit: int` (default: 1000)

Example Usage

To use the MCP server, start it and interact with its tools and prompt via an LLM client (e.g., Claude Desktop or or MCP Inspector). Below are examples for each tool and the prompt, using natural language inputs.

Get Daily Token Deployments

Prompt:

Show me the number of tokens launched on Solana memecoin launchpads each day for the past week.

Output:

| date       | LaunchLabs | LetsBonk | Pump.fun | Boop | Bags | Believeapp | Moonshot | Sunpump.meme |
|------------|------------|----------|----------|------|------|------------|----------|--------------|
| 2025-06-15 | 50         | 20       | 120      | 10   | 15   | 5          | 30       | 25           |
| 2025-06-14 | 45         | 18       | 110      | 8    | 12   | 4          | 25       | 20           |
| ...        | ...        | ...      | ...      | ...  | ...  | ...        | ...      | ...          |

Get Daily Graduates

Prompt:

How many projects successfully graduated from Solana memecoin launchpads daily over the last 10 days?

Output:

| block_date | LaunchLabs | LetsBonk | Pump.fun | Boop | Bags | Believeapp | Moonshot | Sunpump.meme |
|------------|------------|----------|----------|------|------|------------|----------|--------------|
| 2025-06-15 | 10         | 5        | 15       | 2    | 3    | 1          | 5        | 4            |
| 2025-06-14 | 8          | 4        | 12       | 1    | 2    | 0          | 4        | 3            |
| ...        | ...        | ...      | ...      | ...  | ...  | ...        | ...      | ...          |

Get Daily Graduation Rate

Prompt:

What’s the success rate of projects on Solana memecoin launchpads for the past 5 days?

Output:

| block_date | LaunchLabs | LetsBonk | Pump.fun | Boop | Bags | Believeapp | Moonshot | Sunpump.meme |
|------------|------------|----------|----------|------|------|------------|----------|--------------|
| 2025-06-15 | 0.20       | 0.25     | 0.30     | 0.15 | 0.18 | 0.10       | 0.22     | 0.19         |
| 2025-06-14 | 0.18       | 0.22     | 0.28     | 0.12 | 0.15 | 0.08       | 0.20     | 0.17         |
| ...        | ...        | ...      | ...      | ...  | ...  | ...        | ...      | ...          |

Get Daily Active Addresses

Prompt:

Tell me how many wallets were active on Solana memecoin launchpads each day for the last week.

Output:

| date_time  | LaunchLabs | LetsBonk | Pump.fun | Boop | Bags | Believeapp | Moonshot | Sunpump.meme |
|------------|------------|----------|----------|------|------|------------|----------|--------------|
| 2025-06-15 | 2000       | 800      | 5000     | 300  | 400  | 100        | 1200     | 900          |
| 2025-06-14 | 1800       | 700      | 4800     | 250  | 350  | 80         | 1100     | 800          |
| ...        | ...        | ...      | ...      | ...  | ...  | ...        | ...      | ...          |

License

This project is licensed under the MIT License. See the LICENSE file for details.

Available Tools

4 tools

get_daily_active_addressesA

Fetch the daily count of active wallet addresses interacting with Solana memecoin launchpads.

This tool retrieves data from a Dune Analytics query and pivots it to show the number of unique
active wallets per day by each platform.

Args:
    limit (int, optional): Maximum number of rows to fetch from the Dune query. Defaults to 1000.

Returns:
    str: A markdown-formatted table of daily active wallets by platform, or an error message if
        the query fails.

Inputs: limit.

get_daily_graduatesA

Fetch the daily number of graduates from Solana memecoin launchpads.

This tool retrieves data from a Dune Analytics query and pivots it to show the number of
successful graduates (e.g., completed token sales or projects) per day by each platform.

Args:
    limit (int, optional): Maximum number of rows to fetch from the Dune query. Defaults to 1000.

Returns:
    str: A markdown-formatted table of daily graduates by platform, or an error message if the
        query fails.

Inputs: limit.

get_daily_graduation_rateA

Fetch the daily graduation rate of Solana memecoin launchpads.

This tool retrieves data from a Dune Analytics query and pivots it to show the graduation rate
(e.g., percentage of projects that successfully complete their goals) per day by each platform.

Args:
    limit (int, optional): Maximum number of rows to fetch from the Dune query. Defaults to 1000.

Returns:
    str: A markdown-formatted table of daily graduation rates by platform, or an error message
        if the query fails.

Inputs: limit.

get_daily_tokens_deployedA

Retrieve the daily count of tokens deployed by Solana memecoin launchpads.

This tool fetches data from a Dune Analytics query and pivots it to show the number of tokens
deployed per day by each platform. Optionally, it can return the data as percentages of the
total daily deployments.

Args:
    return_percent (bool, optional): If True, returns the data as percentages of total daily
        deployments for each platform. Defaults to False.
    limit (int, optional): Maximum number of rows to fetch from the Dune query. Defaults to 1000.

Returns:
    str: A markdown-formatted table of daily token deployments by platform, or an error message
        if the query fails.

Inputs: return_percent, limit.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

Loading tool schema changelog…

Deploy Server

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

TDQS

A4.2/5.0

Scored 2026-04-18 09:45 across 4 tools

Disambiguation5/5

Each tool has a clearly distinct purpose with no overlap: get_daily_active_addresses tracks wallet activity, get_daily_graduates counts successful projects, get_daily_graduation_rate measures success percentages, and get_daily_tokens_deployed monitors token deployments. The descriptions explicitly differentiate these metrics, eliminating any ambiguity.

Naming Consistency5/5

All tool names follow a consistent verb_noun pattern with 'get_daily_' as a prefix, followed by a specific metric (e.g., active_addresses, graduates). This uniform naming convention makes the tools predictable and easy to understand at a glance.

Tool Count4/5

With 4 tools, the server is well-scoped for its purpose of monitoring Solana memecoin launchpad metrics, though it feels slightly thin. Each tool earns its place by covering distinct aspects of launchpad activity, but additional tools for broader analytics or historical trends could enhance completeness.

Completeness3/5

The tools cover key daily metrics (activity, graduates, rates, deployments) but lack broader operations like historical trends, platform comparisons, or CRUD functionality for managing data. This creates notable gaps that agents might need to work around, limiting the server's utility for comprehensive analysis.

Maintenance

ActivityInactive

ResponsivenessOutdated data

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Solana Launchpads MCP

Features

Prerequisites

Installation

Tools

Example Usage

Get Daily Token Deployments

Get Daily Graduates

Get Daily Graduation Rate

Get Daily Active Addresses

License

Available Tools

Tool Schema Changelog

TDQS

Maintenance

Resources

Related MCP Connectors

Related MCP Servers

crypto-pegmon-mcp

pumpfun-wallets-mcp

dex-metrics-mcp

wormhole-metrics-mcp