---
license: other
license_name: oxford-digital-commercial-data-license-1.0
license_link: https://oxforddigitals.com/data-license
task_categories:
  - text-generation
  - text-classification
language:
  - en
tags:
  - solidity
  - smart-contracts
  - ai-agents
  - mcp-security
  - llm-alignment
  - code-auditing
  - agent-benchmark
pretty_name: Solidity & AI Agent Security Remediation Benchmark v4 (100-Row Preview)
size_categories:
  - 1K<n<10K
---

# Solidity & AI Agent Security Remediation Benchmark v4 — Commercial Preview

Curated by **[Oxford Digital](https://oxforddigitals.com)** (`Offlin33er`)

> ### Instant Commercial Access — Full 1,600-Row Archive (`Parquet` + `CSV` + `JSONL`)
> This Hugging Face repository hosts a **free 100-row stratified preview** so ML engineers, AppSec teams, and Web3 auditors can inspect exact schemas and remediation quality directly in the Dataset Viewer above.
>
> - **Buy Instant Download ($149 Self-Serve Pro / $499 Enterprise):** **[Purchase & Download Full v4 Archive →](https://oxforddigitals.com/datasets)**
> - **Direct Enterprise, Invoice & Instant USDC Desk:** **`rayxxxnd@oxforddigitals.com`** *(include tier: `$149 Self-Serve` or `$499 Enterprise` for immediate archive delivery)*
> - **Catalog & License Terms:** [oxforddigitals.com/datasets](https://oxforddigitals.com/datasets) · [oxforddigitals.com/data-license](https://oxforddigitals.com/data-license)

## What Is Inside the Full v4 Archive (1,600 Verified Records)

1. **Solidity v0.8.20–0.8.26 Smart Contract Audit & Remediation Pairs (800 Records):**
   - Tokenized vault share accounting & virtual offsets, async settlement state ordering, two-step governance controls, oracle staleness validation, EIP-712 domain/nonce replay protection, proxy initializer lockouts, bounded pull-claim distributions, and fee-on-transfer balance-delta accounting.
2. **AI Agent, MCP, RAG & LLM Guardrail Remediation Pairs (800 Records):**
   - Python & TypeScript implementations covering MCP tool workspace confinement, RAG untrusted-context isolation, autonomous agent loop/budget circuit breakers, strict Pydantic structured output parsing, human-in-the-loop cryptographic approval gates, read-only parameterized Text-to-SQL tooling, multi-tenant vector ACL filtering, and deterministic RLVR reward graders.
3. **Zero Public Overlap:**
   - 100% private, deduplicated records cryptographically verified (`0` hash collisions) against public `Offlin33er/solidity-audit-instruct` (v1–v3) splits to prevent benchmark contamination.

## Pricing Tiers

| Tier | Price | License Scope |
| :--- | :--- | :--- |
| **Self-Serve Pro** | **$149 USD** | Perpetual commercial AI training, fine-tuning (SFT/DPO/GRPO/RLVR) & evaluation for a single engineering team (up to 10 seats). |
| **Enterprise** | **$499 USD** | Organization-wide perpetual commercial license across unlimited internal teams & subsidiaries + priority v4.x updates (Card, Invoice, or USDC via `rayxxxnd@oxforddigitals.com`). |

## Dataset Schema

| Column | Type | Description |
| :--- | :--- | :--- |
| `id` | `string` | Deterministic SHA-256 derived record identifier (`oxd_...`) |
| `category` | `string` | Normalized security domain (`Access & Trust Boundary Control`, `State & Execution Integrity`, `Resource & Economic Safety`) |
| `severity` | `string` | Normalized risk rating (`Critical`, `High`, `Medium`) |
| `input_artifact` | `string` | Unhardened Solidity smart contract or Python/TypeScript AI agent/MCP/RAG implementation |
| `audit_reasoning` | `string` | Architectural root-cause analysis and violated security invariant |
| `remediated_output` | `string` | Hardened, production-ready Solidity, Python, or TypeScript implementation |

## Related Open-Source Models by Oxford Digital (`Offlin33er`)
- [`Offlin33er/qwen25-coder-7b-solidity-audit-v3-merged`](https://huggingface.co/Offlin33er/qwen25-coder-7b-solidity-audit-v3-merged) · [`Offlin33er/qwen25-coder-7b-solidity-audit-v3`](https://huggingface.co/Offlin33er/qwen25-coder-7b-solidity-audit-v3) · [`Offlin33er/qwen25-coder-7b-solidity-audit-v2`](https://huggingface.co/Offlin33er/qwen25-coder-7b-solidity-audit-v2) · [`Offlin33er/qwen25-coder-7b-solidity-audit`](https://huggingface.co/Offlin33er/qwen25-coder-7b-solidity-audit) — Open-weights 7B Solidity security auditors (trained strictly on v1–v3 splits; **zero overlap** with this private v4 commercial benchmark).

## Commercial License Summary

The 100-row sample in this repository may be inspected freely for schema and quality evaluation. Full dataset archives licensed via Oxford Digital grant perpetual internal rights to train, fine-tune, and evaluate proprietary or commercial AI models, while prohibiting raw dataset redistribution or resale. Full terms: [oxforddigitals.com/data-license](https://oxforddigitals.com/data-license).