godel-py 3.16.1

Deterministic orchestrator for AI agent workflows

Godel

Deterministic orchestrator for AI agent workflows. Orchestration is plain Python; agents are leaves. Every non-deterministic event is logged to an append-only audit trail that doubles as a replay tape — giving you resume, rewind, and hot-patch for free.

The problem

Most agent frameworks bury orchestration inside the LLM. The agent decides what step comes next by re-reading a plan, occasionally getting it wrong. State survives by luck. When something crashes three agents deep, you start over.

The insight

Agent workflows have two parts: structural decisions (what to do next, when to branch, what state to track) and operational decisions (how to implement a fix, whether a review is valid). The first is deterministic and doesn't need an LLM. The second requires judgment and can't be reduced to code.

Godel draws the line. @workflow functions handle structure. Agents handle judgment. Because the orchestrator is deterministic Python, the runtime can event-source every call — and three primitives fall out:

• Resume — a crashed run picks up from the last durable event. Expensive agent calls are not re-paid.
• Rewind — invalidate any event and replay forward. Back up without discarding prior work.
• Hot-patch — edit the workflow, then godel resume. New code takes effect on the uncached tail.

No other agent framework ships all three.

Install

pip install godel-py

Quick start

from godel import workflow, step, run

@step
def review(pr_number):
    return run(["claude", "-p", f"Review PR #{pr_number} for correctness bugs"])

@step
def apply_fixes(review_output):
    return run(["claude", "-p", f"Apply these fixes: {review_output}"])

@workflow
def pr_pipeline(pr_number):
    findings = review(pr_number)
    if "no issues" not in findings.lower():
        apply_fixes(findings)

godel run pr_pipeline.py -- --pr-number 42

Crash at any point. godel resume picks up where it left off — no re-running the review.

How it differs

	Godel	LangGraph / CrewAI	Temporal / DBOS
Orchestration	Plain Python	Pre-declared graphs / roles	Workflow/Activity split
Resume from crash	Built-in (event log)	Build it yourself	Built-in
Rewind to any point	Built-in	Not a concept	Not available
Hot-patch live run	Built-in	Redeploy	Redeploy
Human-in-the-loop	godel pause / godel repair	Custom	Custom
Agent-first primitives	Session state, schema outputs	Varies	Not designed for agents

Architecture

@workflow function          # you write this — plain Python
  -> @step calls            # each step is an event boundary
    -> run() / agent()      # shells out to Claude, Copilot, or any CLI
      -> event log          # append-only, deterministic replay backbone
        -> resume / rewind / repair

Documentation

• Why Godel — the thesis in depth
• Getting Started — install, write a workflow, run it
• Concepts — workflows, steps, agents, the audit log, replay
• API Reference — every public symbol
• CLI Reference — the godel command
• Examples — annotated walkthroughs

Development

pip install -e ".[dev]"
pytest                      # 1276 tests across 98 files

Python 3.10+. Conventional commits. CI runs on every push to main.

License

Business Source License 1.1 — see LICENSE. Use Godel freely as a library in your applications, including commercially. The only restriction is offering Godel itself as a competing hosted orchestration service. Each version converts to Apache 2.0 after three years.