A comprehensive Solana token analysis tool that scores pump.fun launches based on on-chain risk signals and developer history.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install pumpfun-sniper
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install pumpfun-sniper using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Pumpfun Sniper Scorer?
The Pumpfun Sniper Scorer is a specialized tool within the Openclaw Skills ecosystem designed to evaluate the safety of new Solana token launches. By performing deep on-chain analysis and social validation, it provides a safety score from 0 to 100, helping traders distinguish between high-potential opportunities and potential rug pulls.
This skill is essential for anyone looking to automate their Solana trading workflow with reliable, data-driven insights. It leverages real-time data to assess risk factors that are often overlooked by manual traders, making it a cornerstone for those using Openclaw Skills to build automated trading agents.
Pumpfun Sniper Scorer Use Cases
- Evaluate the rug risk of a new pump.fun token before purchasing.
- Automate token safety checks for a Solana trading bot.
- Analyze developer wallet history to detect serial ruggers.
- Verify social presence and liquidity depth of fresh token contracts.
- Screen high-velocity token launches for holder concentration issues.
How Pumpfun Sniper Scorer Works
- The skill receives a Solana Token Mint Address (CA) via command-line or API call.
- It performs multiple on-chain lookups to analyze the developer's wallet balance and previous launch history.
- The tool scrapes and validates social links, including Twitter, Telegram, and website descriptions.
- Liquidity metrics and buy/sell ratios are calculated to determine market health.
- Holder concentration is assessed by checking the percentage held by the top 5 wallets and the developer.
- A final score and verdict (SNIPE, CAUTION, or AVOID) are generated based on weighted criteria.
Pumpfun Sniper Scorer Setup
To integrate this into your workflow using Openclaw Skills, you can use the hosted API or self-host the script. For self-hosting, ensure you have your Helius API key ready.
# For self-hosted analysis
export HELIUS_API_KEY="your_key_here"
python3 scripts/scorer.py <TOKEN_CA>
# Using the x402 paid endpoint for automated agents
npx awal@latest x402 pay "https://pumpfun-sniper-production.up.railway.app/score?ca=TOKEN_CA"
Pumpfun Sniper Scorer Data Schema & Taxonomy
The skill returns a structured JSON response containing metadata and scoring breakdowns. The data is organized as follows:
| Field | Description |
|---|---|
| ca | The Token Contract Address analyzed. |
| score | Numerical safety score (0-100). |
| verdict | SNIPE, CAUTION, or AVOID labels. |
| token | Metadata including price, liquidity, and socials. |
| breakdown | Point distribution for dev wallet, social, and liquidity. |
| signals | Array of human-readable safety and risk indicators. |
Pumpfun Sniper Scorer Advanced Features
- Automated payment integration via x402 for seamless agent-to-agent transactions.
- Detailed signal breakdown providing specific reasons for a token's safety score.
- Real-time liquidity and buy pressure monitoring over 5-minute intervals.
- Support for JSON output, making it highly compatible with other Openclaw Skills and AI agents.
- Deep developer wallet profiling to identify potential recurring malicious actors.
SKILL.md
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