_ ____ _ _
_ __ _ __ ___ _ __ ___ _ __ | |_|___ \| |__ (_)_ __
| '_ \| '__/ _ \| '_ ` _ \| '_ \| __| __) | '_ \| | '_ \
| |_) | | | (_) | | | | | | |_) | |_ / __/| |_) | | | | |
| .__/|_| \___/|_| |_| |_| .__/ \__|_____|_.__/|_|_| |_|
|_| |_|
Natural language in, verified machine code out.
Describe what you need in plain English. A formal verification engine (Z3) proves safety properties. An LLM generates the C implementation. A test harness validates correctness. GCC compiles it to a binary.
"I need a lock-free audio ring buffer"
↓
formal spec → Z3 proves 7/7 safety properties
↓
LLM generates C → test harness validates
↓
GCC → x86-64 assembly + machine code
↓
audio_ringbuf.h audio_ringbuf.s audio_ringbuf.o
Install
pip install prompt2bin
Requires GCC and at least one LLM backend:
| Backend | Setup | API key? |
|---|---|---|
| Claude CLI (default) | Install Claude CLI | No — uses subscription |
| Codex CLI | Install Codex CLI | No — uses subscription |
| Anthropic API | pip install prompt2bin[anthropic] + set ANTHROPIC_API_KEY |
Yes |
| OpenAI API | pip install prompt2bin[openai] + set OPENAI_API_KEY |
Yes |
Auto-detects in priority order: CLI > API key. Set P2B_BACKEND to override.
Quick start
p2b is the short alias for prompt2bin.
# one-shot: describe what you need, get a binary
p2b "I need a memory pool for allocating small objects"
# scaffold a new project
p2b init my_project
# build all components + generate main.c + compile
p2b build my_project
# build and run
p2b run my_project
# interactive mode
p2b --interactive
Project builds
A project is a directory with a build.toml, component .prompt files, and an app.prompt:
my_project/
├── build.toml
├── app.prompt # what the app does, how components wire together
├── specs/
│ ├── memory_pool.prompt # "I need a memory pool for allocating small objects..."
│ └── message_queue.prompt # "I need a queue for passing messages between two threads..."
└── build/ # generated: .h .s .o for each component + main.c
[project]
name = "my_project"
target = "x86-64-linux"
[model] # optional: per-project LLM configuration
backend = "anthropic-api" # claude, codex, anthropic-api, openai-api
name = "claude-sonnet-4-6"
reasoning = "high" # low, medium, high
temperature = 0.2
[components.memory_pool]
prompt = "specs/memory_pool.prompt"
[components.message_queue]
prompt = "specs/message_queue.prompt"
Templates:
p2b init my_project --template starter # memory pool + message queue demo
p2b init my_project --template grok-cli # interactive xAI Grok API client
Build features: incremental caching (SHA-256), parallel builds (up to 4 workers), per-project model config.
Supported domains
| Domain | What Z3 proves |
|---|---|
| Arena allocators | Overflow safety, alignment correctness, memory bounds |
| Ring buffers | Capacity invariants, index bounds, data loss prevention |
| Process spawners | Buffer bounds, timeouts, static memory bounds |
| String tables | Table sizing, index masking safety, storage bounds |
| Terminal I/O | Cursor/index bounds, input overflow prevention |
Each domain has 7 verified safety properties. See examples/ for generated outputs including C code, assembly, and terminal transcripts.
Examples
"I want a fast game frame allocator for temporary per-frame scratch memory, maybe 64KB"
→ 7/7 properties verified → game_frame.h + .s + .o
"Handle crypto key material in memory — must be wiped when done, no traces left"
→ 7/7 properties verified → crypto_secure.h + .s + .o
page_size=100, min_align=3 (bad spec)
→ [FAIL] power_of_two → Code generation blocked.
License
MIT
Metadata
Release files for prompt2bin 0.3.3
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| prompt2bin-0.3.3.tar.gz | 53.5 kB | With provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| prompt2bin-0.3.3-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 126.2 kB
Release files / prompt2bin-0.3.3.tar.gz
| Download URL | prompt2bin-0.3.3.tar.gz |
|---|---|
| Size | 53.5 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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| Size | 72.7 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
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Transparency logSecurity for prompt2bin 0.3.3
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Signed by GitHub Actions, verified by PyPI on Mar 20, 2026.
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