Neatlogs Integration

Introduction

Neatlogs helps you see what your agent did, why, and share it.

It captures every step: thoughts, tool calls, responses, evaluations. No raw logs. Just clear, structured traces. Great for debugging and collaboration.

Why use Neatlogs?

CrewAI agents use multiple tools and reasoning steps. When something goes wrong, you need context — not just errors.

Neatlogs lets you:

Follow the full decision path
Add feedback directly on steps
Chat with the trace using AI assistant
Share runs publicly for feedback
Turn insights into tasks

All in one place.

Manage your traces effortlessly

Traces Trace Response

The best UX to view a CrewAI trace. Post comments anywhere you want. Use AI to debug.

Trace Details Ai Chat Bot With A Trace Comments Drawer

Core Features

Trace Viewer: Track thoughts, tools, and decisions in sequence
Inline Comments: Tag teammates on any trace step
Feedback & Evaluation: Mark outputs as correct or incorrect
Error Highlighting: Automatic flagging of API/tool failures
Task Conversion: Convert comments into assigned tasks
Ask the Trace (AI): Chat with your trace using Neatlogs AI bot
Public Sharing: Publish trace links to your community

Quick Setup with CrewAI

Sign Up & Get API Key

Visit neatlogs.com, create a project, copy the API key.
Install SDK
Terminal window
```
pip install neatlogs
```
(Latest version 0.8.0, Python 3.8+; MIT license)
Initialize Neatlogs

Before starting Crew agents, add:
```
import neatlogs
neatlogs.init("YOUR_PROJECT_API_KEY")
```
Agents run as usual. Neatlogs captures everything automatically.

Under the Hood

According to GitHub, Neatlogs:

Captures thoughts, tool calls, responses, errors, and token stats
Supports AI-powered task generation and robust evaluation workflows

All with just two lines of code.

Watch It Work

🔍 Full Demo (4 min)

⚙️ CrewAI Integration (30 s)

Links & Support

TL;DR

With just:

pip install neatlogs

import neatlogs
neatlogs.init("YOUR_API_KEY")

You can now capture, understand, share, and act on your CrewAI agent runs in seconds.
No setup overhead. Full trace transparency. Full team collaboration.