Skip to main content

Chrome DevTools for AI agents — record, inspect, fork, replay, diff.

Project description

rewind-agent

Python SDK for Rewind — the time-travel debugger for AI agents.

Record every LLM call. See the exact context window. Fork, fix, replay from failure — without re-running.

Install

pip install rewind-agent

This installs both the Python SDK and the rewind CLI. The native binary is auto-downloaded on first use.

Quick Start

One line to start recording — no proxy, no setup:

import rewind_agent
import openai

rewind_agent.init()  # patches OpenAI + Anthropic automatically

client = openai.OpenAI()
client.chat.completions.create(model="gpt-4o", messages=[...])
# Recorded to ~/.rewind/ — inspect with: rewind show latest

Or as a scoped session:

with rewind_agent.session("my-agent"):
    client = openai.OpenAI()
    client.chat.completions.create(model="gpt-4o", messages=[...])

Two Recording Modes

Direct mode (default) Proxy mode
Setup rewind_agent.init() rewind record in a second terminal
How Monkey-patches SDK clients in-process HTTP proxy intercepts LLM traffic
Best for Python agents, quick iteration Any language, polyglot teams
# Direct mode (default — no proxy needed)
rewind_agent.init(mode="direct")

# Proxy mode (requires `rewind record` running)
rewind_agent.init(mode="proxy", proxy_url="http://127.0.0.1:8443")

Replay from Failure

Agent failed at step 5? Fix your code, then replay — steps 1-4 are cached (instant, free), step 5 re-runs live:

with rewind_agent.replay("latest", from_step=4):
    result = my_agent.run("Research Tokyo population")
    # Steps 1-4: instant cached responses (0ms, 0 tokens)
    # Step 5+: live LLM calls, recorded to a new forked timeline

After the replay, diff the timelines: rewind diff <session> main replayed

Regression Testing

Turn any session into a baseline. After code changes, check for regressions:

from rewind_agent import Assertions

# Check the latest session against a known-good baseline
result = Assertions().check("booking-happy-path", "latest")
assert result.passed, f"Regression: {result.failed_checks} checks failed"

Checks step types, models, tool calls, error status, and token usage. Supports configurable tolerance:

result = Assertions().check("my-baseline", "latest", token_tolerance=0.15)
print(f"Passed: {result.passed_checks}/{result.total_checks}")

Agent Hooks

Enrich recordings with semantic labels:

@rewind_agent.step("search")
def search(query: str) -> str:
    return client.chat.completions.create(...)

@rewind_agent.tool("calculator")
def calculate(a: float, b: float) -> float:
    return a + b

with rewind_agent.trace("analysis"):
    rewind_agent.annotate("confidence", 0.92)
    result = search("Tokyo population")

Framework Adapters

# LangGraph
graph = rewind_agent.wrap_langgraph(compiled_graph)

# CrewAI
crew = rewind_agent.wrap_crew(crew)

Learn More

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

rewind_agent-0.8.1.tar.gz (45.3 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

rewind_agent-0.8.1-py3-none-any.whl (42.9 kB view details)

Uploaded Python 3

File details

Details for the file rewind_agent-0.8.1.tar.gz.

File metadata

  • Download URL: rewind_agent-0.8.1.tar.gz
  • Upload date:
  • Size: 45.3 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.13.12

File hashes

Hashes for rewind_agent-0.8.1.tar.gz
Algorithm Hash digest
SHA256 ed57095793e3744f1ba83c14d8a739e7464d523982b95a435102168e8b62c0c7
MD5 1fee62a0371526835d141178ddceffd2
BLAKE2b-256 a03d6bdb3d570379672838d657306ba14888fc69f904b9d69e2b8ff07a3906f3

See more details on using hashes here.

File details

Details for the file rewind_agent-0.8.1-py3-none-any.whl.

File metadata

  • Download URL: rewind_agent-0.8.1-py3-none-any.whl
  • Upload date:
  • Size: 42.9 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.13.12

File hashes

Hashes for rewind_agent-0.8.1-py3-none-any.whl
Algorithm Hash digest
SHA256 808ff43f6769b08f5d277bc39e87fd08c78a792d8f6f59a22c9e7290e7b1d0cf
MD5 8e1b9590ac851bcd095ff59b6e1389c1
BLAKE2b-256 a9d63736b5cc2a5a0b77ad2e94dfd9a8f6a0bb9c58baae5fd09c34ebb58cc037

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page