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Project Overview

This is an MCP server offering HiGHS optimization tools to LLMs.

Knope

In this project, we're keeping track of changes using Knope. Claude itself is not capable of using the knope tool, so whenever we want Claude to define a changeset, it needs to build it by hand. Here are some of the rules to take into account:

  • Changeset files live in the .changeset directory.

  • Changeset files must have a unique name.

  • Typically the name of the file is snake-cased, lower characters, with a .md suffix.

  • Knope typically generates a file that is based on the first readable line in the body description of the changeset, abbreviating it, lowercasing it all and snake-casing it. It wouldn't hurt to maintain that convention.

  • The body of the markdown file typically starts with a one line summary of the change, formatted as a title.

    # Add support for version 3.0 of jquery

  • The frontmatter should look like this:

    ---
default: major|minor|patch
---

  • The specific type: 'major', 'minor', or 'patch' should be based on an assesment of the character of the changes that are documented in that changeset.

    • Breaking changes: 'major'
    • Feature enhancements: 'minor'
    • Bug fixes and alike: 'patch'

Feature example

---
default: minor
---

# Add sparse matrix support

Implemented COO format sparse matrix handling for improved memory efficiency
with large optimization problems.

Breaking change example

---
default: major
---

# Restructure MCP server API endpoints

Renamed optimization endpoints and changed request/response format
for better consistency with MCP standards.