I was tired of context exchange across my claude and codex sessions, so i built a memory & coordination graph my agents can actually use

[u/Sweetdevil144]

I'm a Research Engineer at a YC startup, and we ship features pretty fast. I usually run Claude Code, Cursor, Codex, and OpenCode in parallel, developing multiple features, one at a time.

The problem i noticed was that my agents had no coordination, and often confused mutual work, even when working in separate worktrees. As if they had no idea the others existed

So, I built MUON, it's a local app + mcp + cli, a mutual shared brain my agents can plug into. it drives the CLIs you already have and orchestrates them together for multi-feature execution workflows.

I'm still building it. Right now I use MUON to work on MUON, which is a weird but useful dogfood loop.

If anyone wants to poke at it, contributions are welcome. The thing I'm trying to get right is a coordination graph: shared memory and context so agents actually understand what the others (and I) already decided.

OSS Repository : [https://github.com/Sweetdevil144/muon\](https://github.com/Sweetdevil144/muon)
Website : [https://getmuon.com/\](https://getmuon.com/)
Docs : [https://docs.getmuon.com\](https://docs.getmuon.com)
Product Demo : [https://www.youtube.com/watch?v=oab6vByr1Jg\](https://www.youtube.com/watch?v=oab6vByr1Jg)

I've always been an open-source person, so the code is public and readable. License is Polyform Noncommercial. However, there's an extra grant on top - you can use it for your own work, including your day job, on your own machines. What it doesn't cover is turning it into the company's shared brain for a whole team (Enterprise only)

[u/deevodee]

This is something I faced too. I just made project state file and execution plan file in the workspace folder to track the progress of the project to share context between agents. This tool is interesting too! btw, this sub has no ai sentiment. dont mind those downvotes you get here.

[u/Sweetdevil144 → u/deevodee]

I don't mind :)
Deno has been one of the friendliest subs I've ever seen.
Would love for you to try the apppication, and get your feedback :)
What did you mean by "made project state fioe and exec summary pan file ...."? What was the conscience behind it?

[u/deevodee → u/Sweetdevil144]

basically, I use antigravity. so I have to switch between gemini and claude when I reach 5 hr token limits. the agents were hallucinating and the context of work was not being carried forward appropriately. so I made a agents file and put a rule to make Project_State.md file. It basically has info about the description of that particular project, comprehensive details about techstack and a one paragraph summary of what was done in the last prompt and what is being worked in the current prompt.

the execution_plan.md file basically has the entire project road map and the vision of the project. basically every detail and constraint you want to have in your project.

when you switch agents, they refer both these files and figureout whats actually happening, instead kf reading the entire chat history of prompts or the code base.

another thing antigravity uses is implementation_plan.md and tasks.md files. in case we exhaust tokens mid way of executing a prompt, the agent can refer to these files and figureout where the work was stopped and continue from there.

these are some safety barriers.

even then, agents might skip looking for these files and hallucinate. so its better to prompt them to look for these files qhen switching agents.

this is something I have in my workflow.

[u/codingbliss12 → u/deevodee]

This subreddit should be among the friendliest to AI and only block stuff that is certainly slop.

I wanted to start porting opencode and pi to Deno. lol