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@Agent-Hellboy Agent-Hellboy commented Jan 18, 2026

Summary by Sourcery

Documentation:

  • Introduce an 'LLM & MCP Testing' section in the README and move the mcp-server-fuzzer resource from the Property Based Testing section into this new category.

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sourcery-ai bot commented Jan 18, 2026

Reviewer's guide (collapsed on small PRs)

Reviewer's Guide

Adds a new dedicated 'LLM & MCP Testing' section to the README and relocates the existing mcp-server-fuzzer link from the Property Based Testing section into this new category to better categorize resources.

File-Level Changes

Change Details Files
Introduce a dedicated LLM & MCP Testing section and reclassify the mcp-server-fuzzer resource into it.
  • Add 'LLM & MCP Testing' entry to the README table of contents.
  • Create a new 'LLM & MCP Testing' section describing the mcp-server-fuzzer tool and its capabilities.
  • Remove the mcp-server-fuzzer entry from the 'Property Based Testing' section to avoid duplication and misclassification.
README.md

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Summary of Changes

Hello @Agent-Hellboy, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request enhances the README.md by introducing a dedicated section for LLM (Large Language Model) and MCP (Model Context Protocol) testing tools. This change improves the document's structure and makes it easier for users to find relevant resources for these specific testing domains, reflecting the growing importance of these technologies. The mcp-server-fuzzer tool has been appropriately relocated to this new section.

Highlights

  • New Section Added: A new top-level section titled "LLM & MCP Testing" has been introduced to categorize tools specifically for Large Language Model and Model Context Protocol testing.
  • Tool Relocation: The mcp-server-fuzzer tool, previously listed under "Property Based Testing", has been moved to the new "LLM & MCP Testing" section for better organization and relevance.
  • Table of Contents Update: The table of contents in the README.md has been updated to include a link to the newly added "LLM & MCP Testing" section.
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qodo-code-review bot commented Jan 18, 2026

PR Compliance Guide 🔍

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Hey - I've reviewed your changes and they look great!


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Help me be more useful! Please click 👍 or 👎 on each comment and I'll use the feedback to improve your reviews.

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Important

Looks good to me! 👍

Reviewed everything up to e9018c7 in 37 seconds. Click for details.
  • Reviewed 31 lines of code in 1 files
  • Skipped 0 files when reviewing.
  • Skipped posting 3 draft comments. View those below.
  • Modify your settings and rules to customize what types of comments Ellipsis leaves. And don't forget to react with 👍 or 👎 to teach Ellipsis.
1. README.md:13
  • Draft comment:
    Verify that the generated anchor (#llm--mcp-testing) in the Contents list works as expected on GitHub.
  • Reason this comment was not posted:
    Confidence changes required: 33% <= threshold 50% None
2. README.md:132
  • Draft comment:
    Added new 'LLM & MCP Testing' section with mcp-server-fuzzer. Consider clarifying what 'LLM' stands for if needed.
  • Reason this comment was not posted:
    Confidence changes required: 0% <= threshold 50% None
3. README.md:144
  • Draft comment:
    Removed duplicate mcp-server-fuzzer entry from the Property Based Testing section to avoid redundancy.
  • Reason this comment was not posted:
    Confidence changes required: 0% <= threshold 50% None

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Code Review

This is a great addition to improve the organization of the list. Creating a dedicated section for LLM & MCP testing tools makes a lot of sense.

While you're reorganizing, you might also consider moving the promptimize tool from the "Testing Frameworks" section to this new "LLM & MCP Testing" section. Its description as a "prompt engineering evaluation and testing toolkit" makes it a perfect fit here.

I've also left one comment about the alphabetical ordering of the new section in the document body.

README.md Outdated
Comment on lines 135 to 138
## LLM & MCP Testing

- [mcp-server-fuzzer](https://github.com/Agent-Hellboy/mcp-server-fuzzer) - A comprehensive fuzzing tool designed specifically for testing Model Context Protocol (MCP) servers. It supports both tool argument fuzzing and protocol type fuzzing across multiple transport protocols.

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medium

The new 'LLM & MCP Testing' section is not in the correct alphabetical order within the document. While it is correctly placed in the table of contents, the section itself should be moved to be between the 'Fixtures' and 'Load Testing' sections to maintain consistency and improve navigation.

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okay

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Auto Pull Request Review from LlamaPReview

Review Status: Automated Review Skipped

Dear contributor,

Thank you for your Pull Request. LlamaPReview has analyzed your changes and determined that this PR does not require an automated code review.

Analysis Result:

PR only contains documentation changes (1 files)

Technical Context:

Documentation changes typically include:

  • Markdown/RST file updates
  • API documentation
  • Code comments
  • README updates
  • Documentation in /docs directory
  • License and contribution files

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@cleder cleder merged commit e2df239 into cleder:main Jan 18, 2026
3 of 4 checks passed
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