Datasets:
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[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are an experienced smart contract security professional. Review code for vulnerabilities and provide findings in a professional audit report format: severity, title, description, impact, and recommended fix."
},
{
"role": "user",
"content": "Check this code fo... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are an experienced smart contract security professional. Review code for vulnerabilities and provide findings in a professional audit report format: severity, title, description, impact, and recommended fix."
},
{
"role": "user",
"content": "Review this securi... |
[
{
"role": "system",
"content": "You are a Web3 security auditor with deep expertise in Solidity and the EVM. Analyze smart contracts for vulnerabilities including but not limited to: reentrancy, access control flaws, integer overflow, flash loan attacks, oracle manipulation, and logic errors. Provide detail... |
[
{
"role": "system",
"content": "You are an experienced smart contract security professional. Review code for vulnerabilities and provide findings in a professional audit report format: severity, title, description, impact, and recommended fix."
},
{
"role": "user",
"content": "Analyze the follow... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are a Web3 security auditor with deep expertise in Solidity and the EVM. Analyze smart contracts for vulnerabilities including but not limited to: reentrancy, access control flaws, integer overflow, flash loan attacks, oracle manipulation, and logic errors. Provide detail... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are an experienced smart contract security professional. Review code for vulnerabilities and provide findings in a professional audit report format: severity, title, description, impact, and recommended fix."
},
{
"role": "user",
"content": "Review this securi... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are a Web3 security auditor with deep expertise in Solidity and the EVM. Analyze smart contracts for vulnerabilities including but not limited to: reentrancy, access control flaws, integer overflow, flash loan attacks, oracle manipulation, and logic errors. Provide detail... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are an experienced smart contract security professional. Review code for vulnerabilities and provide findings in a professional audit report format: severity, title, description, impact, and recommended fix."
},
{
"role": "user",
"content": "Review this securi... |
[
{
"role": "system",
"content": "You are an experienced smart contract security professional. Review code for vulnerabilities and provide findings in a professional audit report format: severity, title, description, impact, and recommended fix."
},
{
"role": "user",
"content": "Review this securi... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are a Web3 security auditor with deep expertise in Solidity and the EVM. Analyze smart contracts for vulnerabilities including but not limited to: reentrancy, access control flaws, integer overflow, flash loan attacks, oracle manipulation, and logic errors. Provide detail... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are a Web3 security auditor with deep expertise in Solidity and the EVM. Analyze smart contracts for vulnerabilities including but not limited to: reentrancy, access control flaws, integer overflow, flash loan attacks, oracle manipulation, and logic errors. Provide detail... |
[
{
"role": "system",
"content": "You are a Web3 security auditor with deep expertise in Solidity and the EVM. Analyze smart contracts for vulnerabilities including but not limited to: reentrancy, access control flaws, integer overflow, flash loan attacks, oracle manipulation, and logic errors. Provide detail... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are an experienced smart contract security professional. Review code for vulnerabilities and provide findings in a professional audit report format: severity, title, description, impact, and recommended fix."
},
{
"role": "user",
"content": "As a smart contrac... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are an experienced smart contract security professional. Review code for vulnerabilities and provide findings in a professional audit report format: severity, title, description, impact, and recommended fix."
},
{
"role": "user",
"content": "What security vuln... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are an experienced smart contract security professional. Review code for vulnerabilities and provide findings in a professional audit report format: severity, title, description, impact, and recommended fix."
},
{
"role": "user",
"content": "As a smart contrac... |
[
{
"role": "system",
"content": "You are a Web3 security auditor with deep expertise in Solidity and the EVM. Analyze smart contracts for vulnerabilities including but not limited to: reentrancy, access control flaws, integer overflow, flash loan attacks, oracle manipulation, and logic errors. Provide detail... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are an experienced smart contract security professional. Review code for vulnerabilities and provide findings in a professional audit report format: severity, title, description, impact, and recommended fix."
},
{
"role": "user",
"content": "Review this securi... |
[
{
"role": "system",
"content": "You are a Web3 security auditor with deep expertise in Solidity and the EVM. Analyze smart contracts for vulnerabilities including but not limited to: reentrancy, access control flaws, integer overflow, flash loan attacks, oracle manipulation, and logic errors. Provide detail... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are a Web3 security auditor with deep expertise in Solidity and the EVM. Analyze smart contracts for vulnerabilities including but not limited to: reentrancy, access control flaws, integer overflow, flash loan attacks, oracle manipulation, and logic errors. Provide detail... |
[
{
"role": "system",
"content": "You are a Web3 security auditor with deep expertise in Solidity and the EVM. Analyze smart contracts for vulnerabilities including but not limited to: reentrancy, access control flaws, integer overflow, flash loan attacks, oracle manipulation, and logic errors. Provide detail... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are a Web3 security auditor with deep expertise in Solidity and the EVM. Analyze smart contracts for vulnerabilities including but not limited to: reentrancy, access control flaws, integer overflow, flash loan attacks, oracle manipulation, and logic errors. Provide detail... |
[
{
"role": "system",
"content": "You are a Web3 security auditor with deep expertise in Solidity and the EVM. Analyze smart contracts for vulnerabilities including but not limited to: reentrancy, access control flaws, integer overflow, flash loan attacks, oracle manipulation, and logic errors. Provide detail... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are a Web3 security auditor with deep expertise in Solidity and the EVM. Analyze smart contracts for vulnerabilities including but not limited to: reentrancy, access control flaws, integer overflow, flash loan attacks, oracle manipulation, and logic errors. Provide detail... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are a Web3 security auditor with deep expertise in Solidity and the EVM. Analyze smart contracts for vulnerabilities including but not limited to: reentrancy, access control flaws, integer overflow, flash loan attacks, oracle manipulation, and logic errors. Provide detail... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are a Web3 security auditor with deep expertise in Solidity and the EVM. Analyze smart contracts for vulnerabilities including but not limited to: reentrancy, access control flaws, integer overflow, flash loan attacks, oracle manipulation, and logic errors. Provide detail... |
[
{
"role": "system",
"content": "You are an experienced smart contract security professional. Review code for vulnerabilities and provide findings in a professional audit report format: severity, title, description, impact, and recommended fix."
},
{
"role": "user",
"content": "Check this code fo... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are an experienced smart contract security professional. Review code for vulnerabilities and provide findings in a professional audit report format: severity, title, description, impact, and recommended fix."
},
{
"role": "user",
"content": "Review this securi... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are a Web3 security auditor with deep expertise in Solidity and the EVM. Analyze smart contracts for vulnerabilities including but not limited to: reentrancy, access control flaws, integer overflow, flash loan attacks, oracle manipulation, and logic errors. Provide detail... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are an experienced smart contract security professional. Review code for vulnerabilities and provide findings in a professional audit report format: severity, title, description, impact, and recommended fix."
},
{
"role": "user",
"content": "Review this smart ... |
[
{
"role": "system",
"content": "You are an experienced smart contract security professional. Review code for vulnerabilities and provide findings in a professional audit report format: severity, title, description, impact, and recommended fix."
},
{
"role": "user",
"content": "Analyze the follow... |
[
{
"role": "system",
"content": "You are a Web3 security auditor with deep expertise in Solidity and the EVM. Analyze smart contracts for vulnerabilities including but not limited to: reentrancy, access control flaws, integer overflow, flash loan attacks, oracle manipulation, and logic errors. Provide detail... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are an experienced smart contract security professional. Review code for vulnerabilities and provide findings in a professional audit report format: severity, title, description, impact, and recommended fix."
},
{
"role": "user",
"content": "Identify potential... |
[
{
"role": "system",
"content": "You are a senior blockchain security researcher specializing in smart contract auditing. Your task is to identify security vulnerabilities in Solidity code. Structure your findings with severity classification, vulnerability description, impact analysis, and actionable remedi... |
[
{
"role": "system",
"content": "You are a Web3 security auditor with deep expertise in Solidity and the EVM. Analyze smart contracts for vulnerabilities including but not limited to: reentrancy, access control flaws, integer overflow, flash loan attacks, oracle manipulation, and logic errors. Provide detail... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
[
{
"role": "system",
"content": "You are an experienced smart contract security professional. Review code for vulnerabilities and provide findings in a professional audit report format: severity, title, description, impact, and recommended fix."
},
{
"role": "user",
"content": "Review this securi... |
[
{
"role": "system",
"content": "You are an expert smart contract security auditor. Analyze the provided Solidity code for vulnerabilities. For each finding, provide: the severity level (Critical/High/Medium/Low/Informational/Gas), a clear title, a detailed description of the vulnerability, the potential imp... |
End of preview. Expand in Data Studio
Smart Contract Audit Findings Dataset
A dataset of 49,611 smart contract security audit findings for fine-tuning LLMs on vulnerability detection.
Dataset Description
This dataset contains real security audit findings from 30 professional audit firms including Code4rena, OpenZeppelin, Sherlock, Cantina, and others. Formatted for training models to analyze smart contract code and identify vulnerabilities.
Splits
| Split | Examples | Description |
|---|---|---|
| train | 47,130 | Training data |
| validation | 2,481 | Validation data |
Severity Distribution
| Severity | Count | Percentage |
|---|---|---|
| High | ~7,950 | 16.0% |
| Medium | ~13,686 | 27.5% |
| Low | ~24,794 | 49.8% |
| Gas | ~3,331 | 6.7% |
Format
Each example contains a messages array with user/assistant turns:
{
"messages": [
{
"role": "user",
"content": "Analyze this smart contract code for security vulnerabilities:\n\n```solidity\n[code]\n```\n\nProvide a detailed security analysis..."
},
{
"role": "assistant",
"content": "## [Finding Title]\n\n**Severity**: HIGH Risk\n\n[Detailed analysis with description, impact, and recommendations]"
}
]
}
Usage
from datasets import load_dataset
dataset = load_dataset("SkywardNomad92/smart-contract-audit-findings")
Intended Use
- Fine-tuning LLMs for smart contract security analysis
- Training vulnerability detection models
- Domain adaptation for blockchain security
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