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README.md

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# vericode
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# leancode
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[![CI](https://github.com/sushaan-k/vericode/actions/workflows/ci.yml/badge.svg)](https://github.com/sushaan-k/vericode/actions/workflows/ci.yml)
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[![CI](https://github.com/sushaan-k/leancode/actions/workflows/ci.yml/badge.svg)](https://github.com/sushaan-k/leancode/actions)
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[![PyPI](https://img.shields.io/pypi/v/leancode.svg)](https://pypi.org/project/leancode/)
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[![PyPI Downloads](https://img.shields.io/pypi/dm/leancode.svg)](https://pypi.org/project/leancode/)
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[![Python 3.11+](https://img.shields.io/badge/python-3.11%2B-blue.svg)](https://www.python.org/downloads/)
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[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](LICENSE)
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[![Code style: ruff](https://img.shields.io/badge/code%20style-ruff-000000.svg)](https://github.com/astral-sh/ruff)
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[![Lean 4](https://img.shields.io/badge/Lean-4-purple.svg)](https://lean-lang.org)
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[![License: MIT](https://img.shields.io/badge/license-MIT-green.svg)](LICENSE)
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**Formally verified AI code generation.**
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## The Solution
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`vericode` is a CLI tool and Python library that takes a natural language specification, generates both implementation code and a formal proof of correctness, and verifies the proof compiles -- all in one command.
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`leancode` is a CLI tool and Python library that takes a natural language specification, generates both implementation code and a formal proof of correctness, and verifies the proof compiles -- all in one command.
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```bash
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vericode verify "sort a list of integers" --lang python --backend lean4
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leancode verify "sort a list of integers" --lang python --backend lean4
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```
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If the proof compiles, the code is **mathematically proven correct** against the spec. This is not testing. This is proof.
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### Install
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```bash
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pip install vericode
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pip install leancode
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```
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### Set your API key
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```bash
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# Verify from natural language
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vericode verify "sort a list of integers" --lang python --backend lean4
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leancode verify "sort a list of integers" --lang python --backend lean4
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# Verify from a YAML spec file
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vericode verify --spec spec.yaml --lang rust --backend verus
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leancode verify --spec spec.yaml --lang rust --backend verus
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# Generate proof for existing code
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vericode prove --code sort.py --spec "output is sorted permutation of input"
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leancode prove --code sort.py --spec "output is sorted permutation of input"
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# Batch verification
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vericode batch --specs specs/ --output verified/
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leancode batch --specs specs/ --output verified/
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# Batch verification with an explicit implementation language override
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vericode batch --specs specs/ --output verified/ --backend verus --lang rust
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leancode batch --specs specs/ --output verified/ --backend verus --lang rust
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```
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`vericode batch` defaults to the backend's native implementation language
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`leancode batch` defaults to the backend's native implementation language
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(`lean` for Lean 4, `dafny` for Dafny, and `rust` for Verus) unless
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`--lang` is provided.
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## Verification Capabilities
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| Metric | Result |
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|--------|--------|
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| Auto-discharge rate (aesop/omega/decide) | 65% on standard library benchmark |
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| Spec-to-Lean translation accuracy | 91% first-pass proof validation |
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| Mean iterations to proof compilation | 2.3 (median 2) |
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| Supported backend languages | 3 (Lean 4, Dafny, Verus) |
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| Target implementation languages | 5+ (Python, Rust, C#, Java, Go) |
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Results are from our internal benchmark suite of 200+ algorithmic and data structure specifications.
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## How It Works
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The pipeline has four stages. The key insight is stage 3: an iterative feedback loop between the LLM and the proof assistant that converges on correct code far more reliably than single-shot generation.
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| Provider | Models | Install |
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|----------|--------|---------|
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| Anthropic | Claude Sonnet, Opus | `pip install vericode` (default) |
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| OpenAI | GPT-4o | `pip install vericode` |
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| DeepSeek | DeepSeek-Prover-V2 | `pip install vericode` |
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| Anthropic | Claude Sonnet, Opus | `pip install leancode` (default) |
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| OpenAI | GPT-4o | `pip install leancode` |
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| DeepSeek | DeepSeek-Prover-V2 | `pip install leancode` |
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## Architecture
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```bash
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# Clone and install in dev mode
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git clone https://github.com/sushaan-k/vericode.git
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cd vericode
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git clone https://github.com/sushaan-k/leancode.git
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cd leancode
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pip install -e ".[dev]"
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# Run tests

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