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 Support

Native (auto-detected on init()): OpenAI Agents SDK, Pydantic AI — zero config.

Wrapper (manual setup):

# LangGraph
graph = rewind_agent.wrap_langgraph(compiled_graph)

# CrewAI
crew = rewind_agent.wrap_crew(crew)

Any other framework works via the HTTP proxy — point OPENAI_BASE_URL at rewind record.

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-0.14.1.tar.gz (56.5 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-0.14.1-py3-none-any.whl (66.8 kB view details)

Uploaded Python 3

File details

Details for the file rewind_agent-0.14.1.tar.gz.

File metadata

  • Download URL: rewind_agent-0.14.1.tar.gz
  • Upload date:
  • Size: 56.5 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.14.3

File hashes

Hashes for rewind_agent-0.14.1.tar.gz
Algorithm Hash digest
SHA256 96b9381151daa097ce7854ee42a72a4ff15d0e8d45bca387c49684b56c1bf23d
MD5 ae1aea369d675a09f0926a4857cd8632
BLAKE2b-256 fb2d252f29090523736e95dc8a3ba8ee576f38de4ab06e6921c63d4f7d81d4ae

See more details on using hashes here.

File details

Details for the file rewind_agent-0.14.1-py3-none-any.whl.

File metadata

  • Download URL: rewind_agent-0.14.1-py3-none-any.whl
  • Upload date:
  • Size: 66.8 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.14.3

File hashes

Hashes for rewind_agent-0.14.1-py3-none-any.whl
Algorithm Hash digest
SHA256 014fd194ce51a7a38d3e907d04dd0f4fae8dde968479565a32a4661514cd4a3d
MD5 071c4e83c7186b846e5b98e3252be93e
BLAKE2b-256 64744b6afc42786e75608361e832a9931a793ac1aa7ab4a70b18a17fdd94360f

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