🎯 The Prompt Evaluation & Refinement Chain
Where prompt excellence becomes repeatable, scalable, and measurable.

This is more than a checklist. It’s a two-step powerhouse system for prompt engineers, builders, and AI designers who care about quality, performance, and precision.

🔍 Step 1: Prompt Evaluation Chain
A structured, score-driven system designed to analyze prompts across 35 expert-level criteria—from clarity and structure to output risks and audience alignment.

You’ll evaluate prompts using a 1–5 scoring scale, identify specific strengths and weaknesses, and provide targeted, actionable refinement suggestions.

You’re not just reviewing—you’re teaching the prompt how to improve.

✅ 35-point deep-dive rubric

✅ Calibration tips and contrarian checks

✅ Real reasoning, not guesswork

✅ Output: A fully scored report with 7–10 sharp improvements

🔄 Step 2: Prompt Refinement Chain
Now it’s time to rebuild the prompt—smarter and stronger.

Using the detailed feedback from Step 1, you’ll apply surgical improvements to rewrite the prompt with better structure, clearer goals, and sharper user alignment—without losing the original intent.

You’re not just fixing—you’re elevating.

✅ Clear transformation from "Before" to "After"

✅ Preserved tone, role, and purpose

✅ Structural enhancements and logic refinement

✅ Final checklist to validate alignment and usability

Bonus: Contrarian challenge and reflection tools help ensure you’ve explored all angles—even the ones no one else thought of.

⚙️ Built for:
Prompt engineers optimizing complex workflows

Teams building reusable LLM chains

Researchers and QA leads ensuring instruction quality

Educators teaching prompt literacy and design

✨ Why It Works
Because great prompts don’t happen by accident—they happen by design, critique, and revision.

Whether you're fine-tuning a chat command or leading prompt QA at scale, this system makes high-performance prompt design:

✔ Repeatable
✔ Scalable
✔ Teachable

Original credits :  for  the prompt user Frequent_Limit337 on reddit 

🧪 PromptLab

 The agent will go to youtube and use video transcript as an input with your task input.
Ex:- can you please make a list of all websites they mentioned in the video transcript.

Ask youtube (YT-RAG) 

 ingest videos easier make it easy with some important highlights and important things people mention including tool websites and methods.


video Ingest

 The agent is a smart tool designed to streamline personalized outreach by analyzing both your profile and your prospect's profile. It scrapes recent posts, updates, and shared content from the prospect’s profile to craft a tailored first message. Using AI, it identifies shared interests, relevant achievements, or potential conversation starters to create a compelling and professional introduction.
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Mohit

Associated Agents

🧪 PromptLab

Ask youtube (YT-RAG)

video Ingest

Linkedin FirstDraft AI