context-llemur 0.2.2

context-llemur: collaborative memory for humans and LLMs

context-llemur 🐒

Stop re-explaining your context to every LLM.

Every AI conversation starts from zero. Whether you're switching from Claude to Cursor, or from ChatGPT to a local LLM, you're constantly re-explaining your project context. ctx solves this by giving you portable, version-controlled context that travels between ALL your AI tools.

ctx Features

• MCP Server Integration: Full Model Context Protocol support
• Git-Based: It's just git under the hood
• CLI for Humans: Take over whenever you feel like it
• Portable: Use it with any LLM - no vendor lock-in, no assumptions

Quickstart

CLI

# Create a new context repository (defaults to ./context)
ctx new

# add/edit some files inside the `context/` directory
# or use your favourite LLM to edit for you (e.g. cursor, MCP)
echo "The next goal of this project is to..." >> context/goals.txt

# Save your context for versioning and tracking 
ctx save "Updated goals"  # equivalent to git add -A && git commit -m "..."

MCP

ctx includes a full MCP server with tools that give AI agents persistent, version-controlled memory.

Starting the MCP Server

ctx mcp

Claude Desktop Integration

Add this to your ~/Library/Application\ Support/Claude/claude_desktop_config.json:

{
  "mcpServers": {
    "context-llemur": {
      "command": "uv",
      "args": [
        "run",
        "--directory",
        "/path/to/your/project/",
        "--with",
        "context-llemur",
        "ctx",
        "mcp"
      ]
    }
  }
}

Now start your conversation with ctx load and your LLM will have access to the entire context folder and all MCP-supported operations:

• Repository Management: Create, switch, and manage contexts
• Semantic Workflows: Explore topics, save insights, integrate knowledge
• File Operations: Read, write, and organize context files
• Navigation: Browse branches, history, and search content

Installation

Install with uv:

uv add context-llemur

After installation, activate your environment to use the ctx command directly:

source .venv/bin/activate
ctx --help

Alternatively, you can use uv run ctx ...

To install with pip:

pip install context-llemur

Core Commands

ctx Management

• ctx new [name] - Create new context repository (default: ./context/)
• ctx status - Show current repository status
• ctx list - List all discovered context repositories
• ctx switch <name> - Switch to a different context repository

ctx Workflows

• ctx explore <topic> - Start exploring a new topic (creates a new branch)
• ctx save <message> - Save current insights, equivalent to git add -A && git commit -m
• ctx integrate <exploration> - Merge insights back to main context
• ctx diff - Show current changes
• ctx discard [--force] - Reset to last commit, dropping all changes

File Operations

• ctx mv <source> <destination> - Move or rename files (git mv equivalent)
• ctx rm <filepath> [--force] - Remove files from repository (git rm equivalent)

Content Operations

• ctx load [directory] - Display all file contents with clear delimiters
• ctx recent - Show recent activity and modified files
• ctx mcp - Start MCP server for AI agent integration

Core Philosophy

• Context is not code The context of a project evolves naturally over time - goals, TODOs, rules, milestones, etc. These concepts are traditionally tracked outside of repos (think of PRs, Issues, etc.) - ctx tracks them as individual git repositories.
• Context should be portable You should be able to provide the context easily to any LLM or human, without any friction. Context should be as platform agnostic as possible.
• Context history matters - Just like code, it should be easy to track what changed in context, revert to previous states and freely explore without fear of losing context
• Each context is different As little assumptions as possible should have to be made about the structure and contents of context

Design

An important design decision of ctx is to not use embeddings for retrieval. Instead, it relies on LLMs and humans to manage the context in a structured manner. The idea is that context windows are getting longer, and agents are getting more capable of finding information when properly structured.

At its core, a ctx folder is an independently tracked git repository. It can easily be loaded as an MCP server, and exposes all ctx primitives by default to any LLM with its own ctx.txt file.

Managing Contexts

ctx supports switching between multiple independent contexts.

Creating a new context will automatically switch to the new context. Switch back to the previous context using ctx switch.

Contexts are managed using the following two files:

• .ctx.config: TOML file at the root of the project which tracks active and available repositories
• .ctx marker: Empty file in each context repository for identification

Example .ctx.config:

active_ctx = "research"
discovered_ctx = ["context", "research", "experiments"]

This design allows you to:

• Create multiple context repositories in the same workspace
• Switch between them easily with ctx switch <name>
• Work from your project root without changing directories
• Keep repositories portable and git-friendly

Advanced Workflows

You can explore new ideas and integrate them back to the main context when ready:

ctx explore "new-feature"
echo "the first feature we will work on will be..." > TODOS.txt
ctx save "add new feature"
ctx integrate "new-feature"

ctx is mostly wrapper commands around a git repository, so if you navigate to your ctx repository, you can also just use whatever git commands you are used to.

Git Command Mapping

For users familiar with git, here's the direct mapping:

ctx Command	Git Equivalent	Purpose
ctx save "<message>"	git add -A && git commit -m "<message>"	Stage and commit changes
ctx status	git status && git branch	Show repo and branch status
ctx discard	git reset --hard HEAD	Reset to last commit
ctx mv <source> <destination>	git mv <source> <destination>	Move or rename files
ctx rm <filepath>	git rm <filepath>	Remove files from repository
ctx explore <topic>	git checkout -b <topic>	Create and switch to new branch
ctx integrate <branch>	git merge <branch>	Merge branch into current

Use Cases

Cursor/Agentic IDEs/CLI tools

The primary use-case for ctx is for it to be used with agentic LLMs. In fact, ctx was developed using ctx and cursor!

A suggested workflow is to include the entire context folder at the start of each conversation. This can be done by adding e.g. a .cursorrule to always include the context/ folder or by using the MCP server and the ctx load function.

By default, each new context folder includes the ctx.txt file, which explains to the LLM what context is, so it out-of-the-box will be aware that it is using ctx and know how to interact with it. MCP servers are also self-documenting so the LLM will immediately know what it can do with ctx.

Claude Desktop / Other LLMs

Keep track of topics you care about in an explicit way. One use-case I've been using this for is tracking workouts and having Claude generate new workouts for me based on my workout history and leveraging its artifcats.

I basically just run ctx load + propose me a new workout inside Claude Desktop and it immediately will know what to do. I can in the same conversation log what I did, and ask Claude to save it back to the context.

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⚠️ ctx is in active development and things might change.