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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

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

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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

pip install neatlogs

import neatlogs
neatlogs.init("YOUR_PROJECT_API_KEY")

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Under the Hood

According to GitHub, Neatlogs:

• Captures thoughts, tool calls, responses, errors, and token stats :contentReference[oaicite:2]
• Supports AI-powered task generation and robust evaluation workflows :contentReference[oaicite:3]

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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Links & Support

• 📘 Neatlogs Docs
• 🔐 Dashboard & API Key
• 🐦 Follow on Twitter
• 📧 Contact: hello@neatlogs.com
• 🛠 GitHub SDK :contentReference[oaicite:4]

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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.