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Copilot AI commented Jan 17, 2026

Conducted second comprehensive review of 2026-01-16-response-analysis-copilot-tool.md per custom blog post review instructions.

Findings

Overall Score: 73/100 - Below 80% publication threshold

Critical Issues

  • Content misalignment: Lines 231-257 ("Considerations" and "Key Takeaways") discuss WebChat welcome messages, Redux stores, and mocked greetings—completely unrelated to response analysis tools. Appears copy-pasted from different post.

  • Missing required metadata:

    categories: []  # Must be: [custom-engine, blog, copilot-studio, development]
    tags: []        # Must be: [agent-sdk, python, performance-monitoring, debugging, gradio, ...]
  • Spelling errors: "Atchitecture" (line 43, alt text), "resultss" (line 225), "creats" (line 130), "challenges in visualize" (line 18)

  • Author not in registry: kaul-vineet not found in _data/authors.yml

Quality Breakdown

Category Score Notes
Technical Accuracy 60/100 Strong code examples, wrong ending content
SEO & Metadata 35/100 Empty categories/tags arrays
Grammar & Spelling 68/100 4 spelling errors
Consistency 70/100 Misaligned sections break flow
Structure 75/100 Good until final sections

Assets Verified

All 4 images exist in /assets/posts/response-analysis-tool/:

  • ✅ logo-top.png (1.28 MB)
  • ✅ architecture.png (375 KB)
  • ✅ Screen-Statistics.png (306 KB)
  • ✅ Screen-Data-Planner.png (177 KB)

Estimated Score After Fixes: 95/100

Fixing the 4 critical issues would bring score above publication threshold. Strong technical content with detailed MSAL, Agent SDK, Gradio, and DataFrame examples. Good Mermaid diagram and architecture explanation.

Original prompt

review 2026-01-16-response-analysis-copilot-tool.md

Custom agent used: CustomEngineAgent
An agent used to help author blog posts for The Custom Engine.


✨ Let Copilot coding agent set things up for you — coding agent works faster and does higher quality work when set up for your repo.

Copilot AI changed the title [WIP] Review response analysis for Copilot tool Blog post review: 2026-01-16-response-analysis-copilot-tool.md Jan 17, 2026
Copilot AI requested a review from kaul-vineet January 17, 2026 11:19
Copilot AI changed the title Blog post review: 2026-01-16-response-analysis-copilot-tool.md Locate authors.yml file location Jan 17, 2026
Copilot AI changed the title Locate authors.yml file location Comprehensive review of response-analysis-copilot-tool blog post Jan 17, 2026
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2 participants