Skip to content
| Marketplace
Sign in
Visual Studio Code>Visualization>AI Markdown Feedback for LLMsNew to Visual Studio Code? Get it now.
AI Markdown Feedback for LLMs

AI Markdown Feedback for LLMs

Alfred Naayem

|
1 install
| (0) | Free
Annotate Markdown files in VS Code with structured feedback for Claude, Codex, and other LLMs — highlight, comment, suggest edits, and mark deletions.
Installation
Launch VS Code Quick Open (Ctrl+P), paste the following command, and press enter.
Copied to clipboard
More Info

Ace Markdown Feedback

Annotate Markdown files with structured feedback that LLMs can read and act on.

The Problem

LLM coding agents generate Markdown artifacts — plans, docs, code explanations. When you want to give feedback, you're stuck writing free-form text or making inline edits that lose context. There's no structured way to say "discuss this", "change that", or "remove this section" in a format the LLM can parse.

How It Works

Ace adds four annotation types to your Markdown files, all stored as plain-text syntax — no sidecar files, no proprietary format:

Syntax Purpose Preview
==highlight this== Flag text for discussion Yellow highlight
%%your note here%% Leave a comment for the LLM Hidden in preview; icon on hover
> [!EDIT] Change X to Y Specific edit request Styled callout block
~~remove this~~ Suggest deletion Red strikethrough

Any LLM can parse these annotations directly from the .md source.

Install

Search "Ace Markdown Feedback" in the VS Code Extensions sidebar, or install from the Marketplace.

Quick Start

  1. Open any .md file in VS Code
  2. Press Cmd+Shift+V (Mac) or Ctrl+Shift+V to open the Ace preview
  3. Select text and annotate:
    • Cmd+Shift+H / Ctrl+Shift+H — Highlight selection
    • Cmd+Shift+M / Ctrl+Shift+M — Add comment
    • Right-click for all annotation options
  4. Hand the annotated .md file back to your LLM

Workflow

LLM generates plan.md
    -> You open in VS Code with Ace preview
    -> Highlight sections, add comments, suggest edits
    -> Annotations are written as plain Markdown syntax
    -> Feed the annotated file back to the LLM
    -> LLM reads the annotations and acts on your feedback

Who It's For

Anyone using LLM coding agents (Claude Code, Codex CLI, Cursor, Copilot) who reviews Markdown output and wants a faster, more structured way to give feedback than rewriting or commenting in chat.

Settings

Setting Default Description
ace.highlightColor #fff3a0 Background color for highlighted text
ace.showAnnotationGutter true Show annotation markers in the gutter

Current Scope (v0.1)

This is an early release. The extension handles annotation preview for the four syntax types above. It's not a general Markdown renderer — it's focused on the feedback workflow. Built on markdown-it.

See examples/sample-feedback.md for a demo of all annotation types.

License

MIT

  • Contact us
  • Jobs
  • Privacy
  • Manage cookies
  • Terms of use
  • Trademarks
© 2026 Microsoft