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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.

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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

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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

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Quick Setup with CrewAI

1

Sign Up & Get API Key

Visit neatlogs.com, create a project, copy the API key.
2

Install SDK

pip install neatlogs
(Latest version 0.8.0, Python 3.8+; MIT license)
3

Initialize Neatlogs

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

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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.

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Watch It Work

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🔍 Full Demo (4 min)

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⚙️ CrewAI Integration (30 s)

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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.