[SSoC] Enhance README.md - Add Mermaid Architecture Diagram, Improve Formatting/Wording, Fix Table Of Contents.#985
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📝 WalkthroughWalkthroughREADME.md is restructured with a redesigned branding section, renamed setup instructions from "Quick Start" to "Steps To Run", explicit API URL documentation, and visual separators throughout. The Table of Contents is updated to match the new anchor names and section organization. ChangesREADME Documentation Restructuring
Estimated code review effort🎯 1 (Trivial) | ⏱️ ~3 minutes Possibly related issues
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🔍 PR Action RequiredHi @rhalbhavi, We detected some items on this Pull Request that require attention: ❌ Failing CI ChecksThe following check runs or commit statuses are failing (ignoring vercel): Please resolve the issues above to proceed. Last updated: Thu, 11 Jun 2026 08:37:50 GMT |
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Actionable comments posted: 1
🧹 Nitpick comments (1)
README.md (1)
5-5: 💤 Low valueConsider using h2 (
##) instead of h3 (###) for semantic heading structure.The heading level jumps from h1 (line 3) to h3 (line 5), skipping h2. While this may be intentional for visual styling in the hero section, using h2 would follow Markdown best practices and improve semantic structure.
📝 Proposed fix
-### ✨ Production-Grade ML Environment Provisioning Platform +## ✨ Production-Grade ML Environment Provisioning Platform🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the rest with a brief reason, keep changes minimal, and validate. In `@README.md` at line 5, The heading "### ✨ Production-Grade ML Environment Provisioning Platform" should be changed from h3 to h2 to preserve semantic structure; update that Markdown line to use two hashes ("## ✨ Production-Grade ML Environment Provisioning Platform") so the document flows H1 → H2 → H3 correctly and improves accessibility and SEO without altering the visible text.Source: Linters/SAST tools
🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.
Inline comments:
In `@README.md`:
- Line 90: The Mermaid node label contains Markdown bold markers in the string
Template["4. Template Engine<br>(Jinja2: .sh, .ps**1**,
Dockerfile)"]:::component which renders incorrectly; update the label to remove
the asterisks so the PowerShell extension reads `.ps1` (i.e., change `.ps**1**`
to `.ps1`) ensuring the Template[...] node text is plain text with no Markdown
formatting.
---
Nitpick comments:
In `@README.md`:
- Line 5: The heading "### ✨ Production-Grade ML Environment Provisioning
Platform" should be changed from h3 to h2 to preserve semantic structure; update
that Markdown line to use two hashes ("## ✨ Production-Grade ML Environment
Provisioning Platform") so the document flows H1 → H2 → H3 correctly and
improves accessibility and SEO without altering the visible text.
🪄 Autofix (Beta)
Fix all unresolved CodeRabbit comments on this PR:
- Push a commit to this branch (recommended)
- Create a new PR with the fixes
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Description
This PR enhances the README for this project by adding a visual architecture diagram, improve the wording and formatting of the headings and sections to ensure clarity, and fixing the table of contents (The emojis in the headings were removed as they were causing the hyperlinks to not work).
Related Issues
Fixes Issue ##984
Changes Made
I added a Mermaid diagram to show the architecture of the project - this ensures it is easy to understand even by non-technical or novice users/developers. Rather than just plain text bullet points, which will make it difficult for them to visualize the structure.
I improved the formatting of the section headings, added emojis where suitable, and improved some wordings where necessary.
I Fixed the Table of Contents. The emojis in the headings were removed as they were causing the hyperlinks to not work.
Verification
Documentation
docs/FEATURES.md(if adding a feature/profile)CHANGELOG.mdScreenshots (if applicable)
Summary by CodeRabbit
http://localhost:8000.