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-0.9.1.tar.gz (46.3 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-0.9.1-py3-none-any.whl (42.9 kB view details)

Uploaded Python 3

File details

Details for the file rewind_agent-0.9.1.tar.gz.

File metadata

  • Download URL: rewind_agent-0.9.1.tar.gz
  • Upload date:
  • Size: 46.3 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.13.12

File hashes

Hashes for rewind_agent-0.9.1.tar.gz
Algorithm Hash digest
SHA256 9c7b341d8bd5ac76dcc4a1dcdd1a29324e7aafa6f4c36a9f268f1941dfdec0d6
MD5 d1db02fb84bb835b9ca7f462b44fbf48
BLAKE2b-256 13f5971fb78da467da96400ed5a42b6382c4667ec3e900d19ebb82bbab721cb2

See more details on using hashes here.

File details

Details for the file rewind_agent-0.9.1-py3-none-any.whl.

File metadata

  • Download URL: rewind_agent-0.9.1-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-0.9.1-py3-none-any.whl
Algorithm Hash digest
SHA256 2c90a7ba2cb2712830fc77e30e82a41fea332fb2ccb2bfc8384982abebc4e623
MD5 0343ebfcee4cd6694f37f9d4d1931ab9
BLAKE2b-256 4a94ac1e8a908aae2fd4af7254a73821f028a0692b9dfcb43fdc08a228a2f7a1

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