Agent Cowork Memory

io.github.rxthlessbeatsPublished by GitHub account rxthlessbeatsv0.3.2Updated Oct 29, 2026

Shared memory and delegation for Codex, Cursor, Claude Code, and OpenCode.

The publisher's own server: Memory.fit

Overview

AI-generated overview

Gives Codex, Claude Code, Cursor and OpenCode one shared project memory so an assistant can continue another agent's chat, share notes and delegate work.

What you can do
  • Read thread context, timelines, project notes, open threads, recent jobs and held files
  • Save notes every agent sees, search notes and delegated job results, flag stale notes
  • List recent chats across agents and resume a chosen chat into its thread
  • Delegate work to other agents with a brief and wait for their results
  • Run setup, status, doctor and backup commands from the CLI
When to use it
Useful when you switch between several coding agents on the same project and want context to carry over instead of pasting summaries, or when you want one agent to hand tasks to another in the background.
Requirements
Local process run with npx; Node 24 or newer. Setup adds it to Cursor and to Codex, Claude Code and OpenCode when installed, then agents must be restarted. State lives in a folder under the home directory, movable with ACM_HOME. Optional herdr for visible panes.
Before you install
It stores chats, notes and job results in a local database shared across agents, so anything said in those chats becomes visible to every agent in the project. Delegation starts other agents that run in the background and edit files, claiming files to avoid collisions. The live benchmark command spends your agent quota.

Installation

In SourceWeft

  1. Open Agent Cowork Memory in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Other MCP clients

Follow the launch instructions in the repository.

README

Agent Cowork Memory (ACM)

 █████╗  ██████╗███╗   ███╗██╔══██╗██╔════╝████╗ ████║███████║██║     ██╔████╔██║██╔══██║██║     ██║╚██╔╝██║██║  ██║╚██████╗██║ ╚═╝ ██║╚═╝  ╚═╝ ╚═════╝╚═╝     ╚═╝

Hit your Codex limit mid-task? Open Cursor, say "continue from Codex", and keep going. ACM gives Codex, Claude Code, Cursor, and OpenCode one shared memory, so you never paste context again, and any agent can put the others to work.

Verified by benchmark: with Codex on 38 held-out tasks, ACM finished 223 of 228 runs, against 130 with a pasted summary. Cursor and OpenCode performed similarly with ACM and summaries.

[GitHub Release] [npm]
[CI] [License] [M8ven Score] [Agents supported] [Node] [Benchmark] [MCP supported] [CLI supported] [Codex icon] Codex  ·  [Claude Code icon] Claude Code  ·  [Cursor icon] Cursor  ·  [OpenCode icon] OpenCode

Demo

[Claude Code delegates to Codex, Cursor, and OpenCode through ACM]

More demos on the ACM official site

Install

With Node 24 or newer:

sh
npx agent-cowork-memory setup

Setup adds ACM to Cursor, and to Codex, Claude Code, and OpenCode when they are installed; Installed one later? Run setup again. Restart your agents, and ACM is available in every project.

Tested for real on Linux and WSL. macOS and Windows pass CI; real runs welcome.

Use

Memory Sharing

Open the same project in Codex and Cursor. To pick up a chat in the other agent, ask:

Use ACM to continue from Cursor.

Or, in Cursor:

Use ACM to continue from Codex.

Every agent can see every chat in the project. If there is more than one, the agent lists them (agent, time, thread, first message, and whether ACM started it for a delegated job) and asks you which one to continue. You can also name it:

Use ACM to continue the Codex chat about the trip.

Related work goes together in a thread: continuing a chat, or delegating from it, keeps the work on one thread, and a new chat can join one of the project's open threads. ACM keeps each thread's timeline as things happen (chats joining, jobs starting and finishing, notes added), so any agent can see where the work stands.

Ask your agent to remember a decision, and every agent in the project sees it. Notes stay true.

Delegate to other agents

Any agent can hand work to the others:

Tell codex to write plan.md, and claude to write packing.md.

Each agent gets a brief, joins the thread it was sent from, claims the files it edits so they don't collide, and reports back. Agents run in the background. With herdr installed, each one gets its own pane you can watch (herdr session attach acm). If you resumed a chat that's open in a herdr pane, work for that agent goes back to that chat, in its pane.

Benchmark

What it evaluates

  • How much of earlier chats' context survives when a new chat continues the work.
  • Each task is a small Python repo in two steps: earlier chats do step 1 and leave step 2's details in the chat.
  • The details sit in one short or long chat, spread over two chats, changed later, corrected mid-chat, or against a README that still says the old thing.
  • A run counts only if every hidden check passes, existing tests still pass, and no old or replaced value is implemented.

What we tested

  • Codex (gpt-6-luna, medium effort), Cursor (Grok 4.7 High), and OpenCode (GLM-5.3-Flash), continuing the work five ways:
    • no ACM;
    • ACM ("Use ACM to continue from my last chat…");
    • the summary the earlier chat writes when asked;
    • a careful handoff note, including any Markdown files its turn wrote;
    • every earlier chat pasted in.
  • Held-out tasks written before the runs, with the analysis fixed in advance. Pilot checks and earlier-chat guards determine which tasks count for each agent.
  • Two independent histories, 3 runs per way per history; no ACM runs once per history.
AgentTasksACMSummary pastedHandoff note pasted in fullFull history pasted
Codex38223/228130/228214/228222/228
Cursor47282/282281/282274/282281/282
OpenCode42242/252237/252235/252244/252
sh
npm run bench        # offline checks, freenpm run bench:live   # the live benchmark; spends your agent quota

MCP tools

ToolWhat it does
contextYour thread and its timeline, the project's notes (after the first call, only what's new), open threads, recent jobs, who is working, and held files. Pass hold to claim files before writing, thread to join one, done to close yours. stale lists notes whose files changed, to re-check.
note_addSaves a note every agent sees, and shows notes it may contradict. tier: short (default, kept 7 days) or long; supersedes: the note it replaces.
note_searchFinds notes and delegated jobs' results.
chatsLists recent chats from every agent in the project, and marks the ones ACM started.
resumeAsks you which chat to continue when there are several, then reads it, with what you said in its thread's other chats, and joins its thread.
delegateStarts other agents with a brief, in herdr panes or in the background, and waits for them.
delegate_waitKeeps waiting on this chat's delegated agents.

ACM tells which chat it is in on its own; no tool needs a session or, from the project folder, a path (every tool takes an optional repo_path).

CLI

CommandWhat it does
acm setupAdds ACM to your agents.
acm mcp --harness <agent>Runs the MCP server; agents start it themselves.
acm status [--repo <dir>] [--chat <id>] [--harness <agent>]The project's jobs, held files, and a chat's thread, as JSON.
acm doctorChecks the install: Node, the database, herdr, and which agents are on PATH.
acm backup [--to <file>]Copies the database.

--home <dir> (or ACM_HOME) moves ACM's state folder from ~/.agent-cowork-memory. Run them with npx -y agent-cowork-memory <command>, or acm once it's installed globally.

Source: README.md at commit be804bc

Tools

0
SourceWeft started this package once in an isolated sandbox, without credentials, to list its tools. That failed: the server did not start.

Version history

4
  1. v0.3.2LatestOct 29, 2026
  2. v0.3.1Oct 20, 2026
  3. v0.3.0Oct 6, 2026
  4. v0.2.1Sep 30, 2026

Score

50% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 days25 pts

    Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.

  • Auth declared10 pts

    Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.

  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts

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