---
name: ax-llm/ax-python-gen
source: https://app.decimal.ai/s/ax-llm-ax-python-gen@2/SKILL.md
source_sha256: db628c68cfa9
---

# AxGen Structured Generation For Python

This skill helps an agent write Python code with the generated Ax package `axllm`. Use the generated package API, examples, and manifests; do not import TypeScript-only APIs unless you are editing the TypeScript package.

## When To Use

- Build a structured generation program from a signature.
- Attach typed tools or MCP-derived tools to a generation call.
- Use package examples for no-key scripted clients and provider-api calls.

## Package Facts

- Language: Python.
- Package: `axllm`.
- Package API docs: `API.md` and `axir-api.json`.
- Capability manifest: `axir-capabilities.json`.
- Runnable examples: `examples/`.
- Real network support: yes.
- Scripted no-key transport support: yes.
- Runtime profiles: `javascript-quickjs`, `python-pyodide`.

## Core Pattern

```python
from axllm import ax

program = ax("question:string -> answer:string")
out = program.forward(llm, {"question": "What is Ax?"})
```

## Provider Forward Options

AxGen merges constructor and per-call forward options before invoking the provider. Provider-facing keys such as `promptCacheKey`, `sessionId`, and `contextCache` therefore reach the chat request without being copied into program inputs. Per-call values override constructor defaults.

## Relevant API Surface

- AxGen: `ax`, `AxGen`
- Tools: `fn`, `Tool`
- MCP: `AxMCPClient`, `AxMCPStreamableHTTPTransport`, `AxMCPStdioTransport`

## Guardrails

- Start from package examples for exact native syntax before inventing a new call shape.
- Use `provider-api` examples only when the user explicitly has provider credentials available.
- Use `no-key` examples for deterministic local checks and provider request mapping.
- Treat AxIR as the source of generated package truth: if package docs disagree with source code, update the compiler and regenerate packages.
- Do not copy repo-maintainer skills from `tools/*/skills/` into user packages.