memorix
Memory server
First committed by AVIDS2
Published in AVIDS2/memorix. Publisher page
926 GitHub stars
What it is
Local-first shared memory layer for AI coding agents across MCP clients, Git history, reasoning context, and project sessions.
Summary from the brain’s metadata
Local-first shared memory layer for AI coding agents across MCP clients, Git history, reasoning context, and project sessions. One project memory system for Claude Code, Codex, CodeBuddy Code, Cursor, Windsurf, Copilot, Gemini CLI, OpenCode, Grok Build, OpenClaw, Hermes Agent, Oh-my-Pi, Pi, Kiro, Antigravity, Trae, DeepSeek Harness, WorkBuddy, and any MCP-capable agent.
How it works
Memory model: Hybrid
AutoGineer overview, from the brain’s own files
Memory model: Hybrid. Folders: .github (agent config, 3 files); .windsurf (agent config, 2 files); assets (attachments, 32 files); docs (docs, 65 files); examples (examples, 4 files); packages (source code, 836 files); scripts (scripts, 18 files); src (source code, 382 files). The agent writes CLAUDE.md.
| Folder | Role | Files |
|---|---|---|
| .github | agent-config | 3 |
| .windsurf | agent-config | 2 |
| assets | attachments | 32 |
| docs | docs | 65 |
| examples | examples | 4 |
| packages | source-code | 836 |
| scripts | scripts | 18 |
| src | source-code | 382 |
| tests | tests | 376 |
| .codegraph | folder | 1 |
| .opencode | folder | 1 |
| .trae | folder | 1 |
| articles | folder | 5 |
| plugins | folder | 64 |
| stubs | folder | 1 |
The agent writes
- CLAUDE.md evidence: README.md
Requirements
Apps: Docker
Runtimes: Node.js >=22.18.0, Bun
Databases: LanceDB, PostgreSQL, SQLite
API keys (by name): ANTHROPIC_API_KEY, API_ROUTE_API_KEY, ATLASCLOUD_API_KEY, CHEAPER_INFERENCE_API_KEY, GROQ_API_KEY, MEMORIX_API_KEY, MEMORIX_EMBEDDING_API_KEY, MEMORIX_HTTP_AUTH_TOKEN, MEMORIX_LLM_API_KEY, MEMORIX_RERANK_API_KEY, MINIMAX_API_KEY, MINIMAX_CN_API_KEY, OPENAI_API_KEY, OPENROUTER_API_KEY, REQUESTY_API_KEY, RUNCRATE_API_KEY
Works with: Claude Code, Claude apps, OpenAI Codex, GitHub Copilot, Cursor, Gemini CLI, Google Antigravity, Kiro, OpenCode, Amp, Roo Code, Cline, JetBrains Junie, Devin (ex-Windsurf)
Set it up
This brain runs code automatically: 20 hooks (claude-code, codex). Review plugins/claude/memorix/hooks/hooks.json, plugins/codebuddy/memorix/hooks/hooks.json, plugins/codex/memorix/hooks/hooks.json, plugins/copilot/memorix/hooks/hooks.json before opening the folder in Claude Code. No step below turns a hook on for you.
plugins/claude/memorix/hooks/hooks.json:memorix hookplugins/claude/memorix/hooks/hooks.json:memorix hookplugins/claude/memorix/hooks/hooks.json:memorix hookplugins/claude/memorix/hooks/hooks.json:memorix hookplugins/claude/memorix/hooks/hooks.json:memorix hookplugins/codebuddy/memorix/hooks/hooks.json:memorix hook --agent codebuddyplugins/codebuddy/memorix/hooks/hooks.json:memorix hook --agent codebuddyplugins/codebuddy/memorix/hooks/hooks.json:memorix hook --agent codebuddyplugins/codebuddy/memorix/hooks/hooks.json:memorix hook --agent codebuddyplugins/codebuddy/memorix/hooks/hooks.json:memorix hook --agent codebuddyplugins/codex/memorix/hooks/hooks.json:memorix hook --agent codexplugins/codex/memorix/hooks/hooks.json:memorix hook --agent codexplugins/codex/memorix/hooks/hooks.json:memorix hook --agent codexplugins/codex/memorix/hooks/hooks.json:memorix hook --agent codexplugins/codex/memorix/hooks/hooks.json:memorix hook --agent codexplugins/copilot/memorix/hooks/hooks.json:memorix hook --agent copilotplugins/copilot/memorix/hooks/hooks.json:memorix hook --agent copilotplugins/copilot/memorix/hooks/hooks.json:memorix hook --agent copilotplugins/copilot/memorix/hooks/hooks.json:memorix hook --agent copilotplugins/copilot/memorix/hooks/hooks.json:memorix hook --agent copilot
- Not scanned by AutoGineerAutoGineer could not scan everything it runs. https://www.npmjs.com/package/memorix
First committed by AVIDS2. Published in AVIDS2/memorix. Licence: Apache License 2.0.
Usage
AutoGineer’s guidance for this type of brain
Add the server to your AI tool’s MCP configuration (see Set it up); your agent then stores and recalls memories through its tools.
Documentation by AVIDS2
<p align="center"> <img src="https://raw.githubusercontent.com/AVIDS2/memorix/main/assets/readme-hero.svg" alt="Memorix" width="720"> </p>
<h1 align="center">Memorix</h1>
<p align="center"> <strong>Local-first shared memory layer for AI coding agents.</strong><br> One project memory system for Claude Code, Codex, CodeBuddy Code, Cursor, Windsurf, Copilot, Gemini CLI, OpenCode, Grok Build, OpenClaw, Hermes Agent, Oh-my-Pi, Pi, Kiro, Antigravity, Trae, DeepSeek Harness, WorkBuddy, and any MCP-capable agent. </p>
<p align="center"> <a href="https://www.npmjs.com/package/memorix"><img src="https://img.shields.io/npm/v/memorix.svg?style=for-the-badge&logo=npm&color=cb3837" alt="npm"></a> <a href="https://www.npmjs.com/package/memorix"><img src="https://img.shields.io/npm/dm/memorix.svg?style=for-the-badge&logo=npm&label=monthly%20downloads&color=7c3aed" alt="monthly downloads"></a> <a href="https://github.com/AVIDS2/memorix/actions/workflows/ci.yml"><img src="https://img.shields.io/github/actions/workflow/status/AVIDS2/memorix/ci.yml?style=for-the-badge&label=CI&logo=github" alt="CI"></a> <a href="LICENSE"><img src="https://img.shields.io/badge/license-Apache%202.0-2563eb?style=for-the-badge" alt="license"></a> <a href="https://github.com/AVIDS2/memorix"><img src="https://img.shields.io/github/stars/AVIDS2/memorix?style=for-the-badge&logo=github&color=facc15" alt="stars"></a> </p>
<p align="center"> <a href="https://registry.modelcontextprotocol.io/?q=io.github.AVIDS2%2Fmemorix">Listed in the official MCP Registry</a> <br> <a href="https://mcptoplist.com/server/io.github.AVIDS2%2Fmemorix"><img src="https://mcptoplist.com/badge/io.github.AVIDS2%2Fmemorix.svg" alt="View Memorix on MCP Toplist"></a> </p>
<p align="center"> <strong>Shared Project Memory</strong> | <strong>MCP</strong> | <strong>Git Memory</strong> | <strong>Reasoning Memory</strong> | <strong>Plugins</strong> | <strong>Orchestration</strong> </p>
<p align="center"> <a href="https://mem.rglens.com">Website</a> | <a href="README.zh-CN.md">Chinese</a> | <a href="#install">Install</a> | <a href="#capabilities">Capabilities</a> | <a href="#works-with-your-agent">Agents</a> | <a href="#quick-start">Quick Start</a> | <a href="#memory-model">Memory Model</a> | <a href="#memcode-bundled-terminal-agent">memcode</a> | <a href="ACTIVE_WORK.md">Active Work</a> | <a href="#docs">Docs</a> </p>
Maintainer status and the current public work boundary live in ACTIVE_WORK.md. It is the repository's single living work tracker.
<h2 id="what-memorix-is"><picture><source media="(prefers-color-scheme: dark)" srcset="assets/tags/light/section-overview.svg"><img src="assets/tags/section-overview.svg" alt="Memorix" height="32" /></picture></h2>
Memorix gives the AI coding agents you already use a shared, searchable project memory that survives new chats, IDE switches, terminal sessions, and handoffs. The memory lives under the Git project, not inside one chat window or one tool.
Use Claude Code today, Codex tomorrow, and Cursor in the afternoon. The agent can change; the project memory stays the same.
Use Memorix when you keep re-explaining the same project to a new agent session: the last session already figured something out, another IDE cannot see it, or a design decision is buried in a chat you cannot find anymore.
| Problem | What Memorix adds |
|---|---|
| The next session forgets what the last session learned | Project-scoped memory, session summaries, timelines, and detail retrieval |
| Different agents know different things | One local memory pool available through MCP, hooks, CLI, SDK, and the bundled terminal agent |
| Git records what changed, but agents cannot recall it well | Git Memory turns commits into searchable engineering facts |
| Architecture decisions disappear into old chats | Reasoning Memory stores why choices were made, with alternatives and trade-offs |
| Static rule files drift | Gotchas, fixes, and project skills evolve from real work |
| Parallel agent work gets messy | memorix orchestrate coordinates task context, handoffs, locks, verification, and review loops |
Memorix is local-first. SQLite is the canonical store. Small projects use the in-process Orama path; larger projects use a persistent SQLite FTS5 candidate index and, when available, an optional local LanceDB semantic shadow index. Both indexes are rebuildable and are never a limit on how many durable memories you can keep. LLM-backed formation and embedding remain optional.
Capabilities
Memorix is more than a memory store. It also installs agent integrations, keeps useful work events, turns commits into project facts, exposes a local control plane, and can coordinate multi-agent work when a task needs it.
| Capability | What it does | Entry point |
|---|---|---|
| Memory Autopilot | A bounded task Workset with start files, current memory, source-backed knowledge, workflow starts, cautions, and verification. Compact JSON receipts keep fallback CLI use bounded too. | memorix context "..." --brief-json, memorix resume "..." --brief-json, memorix_project_context |
| Observation Memory | Searchable facts, fixes, gotchas, session summaries, and implementation notes scoped to the current Git project | memorix memory, MCP memory tools |
| Curated Long-term Memory | Deliberately reviewed episodic, semantic, and procedural memory with source evidence. Only an explicitly portable user item can cross local projects | memorix memory long-term |
| Code State and Code Memory | Versioned local code snapshots, source-backed TypeScript/JavaScript symbols and relations, file/symbol links, and freshness checks. Other languages keep the honest Lite fallback; an already-indexed local CodeGraph or SCIP result can add a bounded external outline without taking over the local index. | memorix codegraph status|refresh|init|sync, automatic context refresh |
| Git Memory | Commit-derived engineering facts that answer what changed, where, and why it matters | memorix ingest commit, git hook |
| Reasoning Memory | Design rationale, alternatives, trade-offs, and risks that should survive beyond one chat | memorix reasoning, memory formation |
| Knowledge Workspace | Review-gated source-backed claims, Markdown pages, and canonical project workflows; proposals never overwrite reviewed pages silently | memorix knowledge, memorix knowledge workflow |
| Agent setup | One setup path for MCP, rules, hooks, skills, plugins, bundles, or extensions depending on the agent | memorix setup --agent <agent> |
| Agent doctor | Checks whether agent MCP config and guidance are current, then repairs Memorix-owned entries when needed | memorix doctor agents, memorix repair agents |
| Hooks and skills | Optional capture from supported agents, plus reusable project skills promoted from durable knowledge | memorix hooks, memorix skills |
| Dashboard and HTTP | A local web UI and shared MCP endpoint for browsing memory, project state, teams, diagnostics, and preview-first cleanup, consolidation, deduplication, and retention actions | memorix dashboard, memorix background start |
| Orchestration and team work | Task planning, worker handoffs, file locks, messages, verification gates, and review loops | memorix orchestrate, memorix team, memorix lock |
| memcode | A bundled terminal coding agent that already reads and writes the same project memory | memorix, memcode |
| CLI and SDK | Scriptable access for automation, imports/exports, diagnostics, and custom integrations | memorix ..., createMemoryClient() |
| Optional multi-device sync | Privacy-filtered observation events with local SQLite kept canonical; default project scope, optional --scope user for every local project; GitHub JSONL, filesystem, S3, or Postgres relay | memorix sync store status|push|pull |
<h2 id="works-with-your-agent"><picture><source media="(prefers-color-scheme: dark)" srcset="assets/tags/light/section-agents.svg"><img src="assets/tags/section-agents.svg" alt="Works with every agent" height="32" /></picture></h2>
Memorix connects through the interfaces each agent already supports: plugin packages, MCP, project rules, hooks, skills, or the bundled terminal agent. memorix setup chooses the right setup for each agent and keeps stdio MCP as the default transport.
<table> <tr> <td align="center" width="12.5%"> <a href="https://claude.com/product/claude-code"><img src="https://github.com/anthropics.png?size=120" alt="Claude Code" width="48" height="48"></a><br> <strong>Claude Code</strong><br> <sub>official plugin + MCP + hooks + skills</sub> </td> <td align="center" width="12.5%"> <a href="https://github.com/openai/codex"><img src="https://github.com/openai.png?size=120" alt="Codex CLI" width="48" height="48"></a><br> <strong>Codex CLI</strong><br> <sub>official plugin + MCP + AGENTS.md</sub> </td> <td align="center" width="12.5%"> <a href="https://github.com/features/copilot"><img src="https://github.githubassets.com/images/modules/site/copilot/copilot.png" alt="GitHub Copilot CLI" width="48" height="48"></a><br> <strong>GitHub Copilot CLI</strong><br> <sub>plugin + MCP + hooks + skills</sub> </td> <td align="center" width="12.5%"> <a href="https://cursor.com"><picture><source media="(prefers-color-scheme: dark)" srcset="https://svgl.app/library/cursor_dark.svg"><img src="https://svgl.app/library/cursor_light.svg" alt="Cursor" width="48" height="48"></picture></a><br> <strong>Cursor</strong><br> <sub>MCP + rules + skills</sub> </td> <td align="center" width="12.5%"> <a href="https://windsurf.com"><picture><source media="(prefers-color-scheme: dark)" srcset="https://svgl.app/library/windsurf-dark.svg"><img src="https://svgl.app/library/windsurf-light.svg" alt="Windsurf" width="48" height="48"></picture></a><br> <strong>Windsurf</strong><br> <sub>MCP + rules + hooks</sub> </td> <td align="center" width="12.5%"> <a href="https://github.com/google-gemini/gemini-cli"><img src="https://github.com/google-gemini.png?size=120" alt="Gemini CLI" width="48" height="48"></a><br> <strong>Gemini CLI</strong><br> <sub>extension + MCP + hooks + skills</sub> </td> </tr> <tr> <td align="center" width="12.5%"> <a href="https://github.com/opencode-ai/opencode"><picture><source media="(prefers-color-scheme: dark)" srcset="https://svgl.app/library/opencode-dark.svg"><img src="https://svgl.app/library/opencode.svg" alt="OpenCode" width="48" height="48"></picture></a><br> <strong>OpenCode</strong><br> <sub>local plugin + MCP + skills + AGENTS.md</sub> </td> <td align="center" width="12.5%"> <a href="https://pi.dev"><img src="https://pi.dev/favicon.svg" alt="pi coding agent" width="48" height="48"></a><br> <strong>pi coding agent</strong><br> <sub>package + extension + skill</sub> </td> <td align="center" width="12.5%"> <a href="https://kiro.dev"><img src="https://kiro.dev/icon.svg" alt="Kiro" width="48" height="48"></a><br> <strong>Kiro</strong><br> <sub>MCP + steering + hooks</sub> </td> <td align="center" width="12.5%"> <a href="https://antigravity.google"><img src="https://antigravity.google/assets/image/antigravity-logo.png" alt="Antigravity" width="48" height="48"></a><br> <strong>Antigravity</strong><br> <sub>plugin + MCP + hooks + skills</sub> </td> <td align="center" width="12.5%"> <a href="https://www.trae.ai"><img src="https://github.com/Trae-AI.png?size=120" alt="Trae" width="48" height="48"></a><br> <strong>Trae</strong><br> <sub>MCP + project rules</sub> </td> <td align="center" width="12.5%"> <img src="https://raw.githubusercontent.com/AVIDS2/memorix/main/assets/logo.png" alt="memcode" width="48" height="48"><br> <strong>memcode</strong><br> <sub>bundled terminal agent</sub> </td> </tr> <tr> <td align="center" width="12.5%"> <a href="https://docs.openclaw.ai"><img src="https://raw.githubusercontent.com/openclaw/openclaw/main/ui/public/favicon.svg" alt="OpenClaw" width="48" height="48"></a><br> <strong>OpenClaw</strong><br> <sub>bundle + MCP + hooks + skills</sub> </td> <td align="center" width="12.5%"> <a href="https://hermes-agent.nousresearch.com"><img src="https://hermes-agent.nousresearch.com/icon.png" alt="Hermes Agent" width="48" height="48"></a><br> <strong>Hermes Agent</strong><br> <sub>plugin + MCP + hooks + skills</sub> </td> <td align="center" width="12.5%"> <a href="https://omp.sh"><img src="https://omp.sh/favicon.png" alt="Oh-my-Pi" width="48" height="48"></a><br> <strong>Oh-my-Pi</strong><br> <sub>package + MCP + hooks + skills</sub> </td> <td align="center" width="12.5%"> <a href="https://github.com/deepseek-ai/deepseek-harness"><img src="https://github.com/deepseek-ai.png?size=120" alt="DeepSeek Harness" width="48" height="48"></a><br> <strong>DeepSeek Harness</strong><br> <sub>MCP patch + AGENTS.md + skills</sub> </td> <td align="center" width="12.5%"> <a href="https://modelcontextprotocol.io"><img src="https://github.com/modelcontextprotocol.png?size=120" alt="Any MCP Client" width="48" height="48"></a><br> <strong>Any MCP Client</strong><br> <sub>stdio or HTTP MCP</sub> </td> <td align="center" width="12.5%"> <a href="https://github.com/xai-org/grok-build"><picture><source media="(prefers-color-scheme: dark)" srcset="https://media.x.ai/v1/website/spacexai-symbol-white-transparent-0c31957f.png"><img src="https://media.x.ai/v1/website/spacexai-symbol-black-transparent-6435cf42.png" alt="Grok Build" width="48" height="48"></picture></a><br> <strong>Grok Build</strong><br> <sub>native hooks + AGENTS.md</sub> </td> </tr> </table>
<p align="center"> <sub>Works with agents that speak MCP, expose hooks/rules, or support plugin/package entries. One local-first memory layer shared across all of them.</sub> </p>
Integration surfaces:
| Surface | What it does | Memorix entry |
|---|---|---|
| Setup command | Installs the recommended one-time user-level Memorix integration | memorix setup --agent <agent> --global |
| MCP | Gives an agent compact Memorix tools for project context, search, detail retrieval, storage, and resolution | bundled in setup packages or memorix serve |
| Usage guidance | Teaches an agent when and how to use Memorix without forcing memory lookup on every prompt | bundled or generated by memorix setup |
| Hooks | Optional capture of prompts, tool events, file edits, session lifecycle events, and native compaction checkpoints where the agent exposes them | bundled or generated by memorix setup |
| Plugin or bundle package | Installs plugin, compatible-bundle, or package files where the agent supports them | Claude Code, Codex, CodeBuddy Code, GitHub Copilot CLI, Antigravity, OpenClaw, Hermes Agent, Oh-my-Pi, Pi |
| Extension | Installs extension files where the agent supports them | Gemini CLI |
| Local plugin | Installs local plugin files where the agent loads them directly | OpenCode |
| MCP/rules config | Writes MCP, rules, steering, guidance, or hook config for IDEs and agents that expose those surfaces | Cursor, Windsurf, Kiro, Trae, DeepSeek Harness, WorkBuddy |
| Skills | Turns durable project knowledge into reusable task guidance | memorix skills and memorix_promote |
| memcode | Opens the bundled terminal agent that already uses Memorix memory | memorix or memcode |
See Integration Surfaces for the current support matrix and what each generated file means.
Use the same setup command without --global only when you intentionally want repo-local guidance, rules, or hooks in the current Git project.
CLI, MCP, and HTTP are different entry points:
memorixCLI is the direct command surface for setup, memory search/store, Git Memory, import/export, dashboard, orchestration, diagnostics, and automation.memorix serveis the stdio MCP bridge used by IDEs and coding agents. Its default tool profile ismicro, so agents see only the compact core tool set.memorix background start/memorix serve-httprun the HTTP service for a shared endpoint, dashboard, VPS Docker deployment, or multiple clients.
Multi-device store sync is opt-in and separate from HTTP sharing. It never
uploads the live SQLite database or WAL files. By default it only relays
qualified project-visible observations for the current Git project; personal,
agent-targeted, candidate, and ephemeral records stay local. Pass --scope user
to include every local project. Set MEMORIX_SYNC_PROVIDER and inspect
memorix sync store status --json before the first push.
<h2 id="install"><picture><source media="(prefers-color-scheme: dark)" srcset="assets/tags/light/section-install.svg"><img src="assets/tags/section-install.svg" alt="Install" height="32" /></picture></h2>
Requirements:
Node.js
>=22.18.0Git, because project identity is derived from the real Git root
Install and initialize:
npm install -g memorix
memorix init --global # optional defaults
memorix setup --agent claude --global # or codex, copilot, cursor, pi, gemini-cli, opencode,
# codebuddy, windsurf, kiro, antigravity, trae, openclaw, hermes, ompmemorix init is optional. It creates or updates TOML configuration:
~/.memorix/config.tomlfor global defaults<git-root>/memorix.tomlfor optional project overrides
Legacy memorix.yml, .env, and ~/.memorix/config.json are still read for compatibility, but new setup flows use TOML.
If you want repo-local guidance or hooks for a specific repository, run the same setup command from inside that repo without --global. Codex is the exception: its supported path is the user-level plugin install, so Memorix leaves project .codex configuration alone.
<h2 id="quick-start"><picture><source media="(prefers-color-scheme: dark)" srcset="assets/tags/light/section-quick-start.svg"><img src="assets/tags/section-quick-start.svg" alt="Quick Start" height="32" /></picture></h2>
Connect an existing agent
Use the setup command first. The global form is the normal one-time install:
memorix setup --agent claude --global
memorix setup --agent codex --global
memorix setup --agent copilot --global
memorix setup --agent cursor --global
memorix setup --agent pi --global
memorix setup --agent gemini-cli --global
memorix setup --agent opencode --global
memorix setup --agent windsurf --global
memorix setup --agent kiro --global
memorix setup --agent antigravity --global
memorix setup --agent trae --global
memorix setup --agent openclaw --global
memorix setup --agent hermes --global
memorix setup --agent codebuddy --global
memorix setup --agent omp --global
memorix setup --agent dsh --global
memorix setup --agent workbuddy --global
memorix setup --agent grok --globalWhat it installs depends on the target agent, but the goal is the same: make Memorix available wherever you open that agent without asking you to wire every repo by hand.
Claude Code: installs the Memorix plugin package, adds
CLAUDE.mdguidance, and enables hook capture when you do not pass--noHooks.Codex: installs one user-level Memorix plugin with bundled stdio MCP, skills, and lifecycle hooks. It does not write project-local
.codexconfig or change your model, approval, or sandbox settings. When Codex asks, review the plugin hook definition once with/hooks;--noHooksskips automatic capture.GitHub Copilot CLI: installs the Copilot plugin package and official Memorix skills.
Pi: installs the Pi extension/skills package and native MCP config (Pi 1.0+):
~/.pi/agent/mcp.jsonwith--global, or.pi/mcp.jsonfor project setup.Cursor: writes Cursor MCP/rules/config entries in the chosen scope.
Gemini CLI: installs the extension package,
GEMINI.mdcontext, hooks, and skills. Antigravity CLI has an official Gemini CLI migration path, but Gemini CLI remains an active standalone target.OpenCode: installs the local plugin file,
opencode.json, skills, andAGENTS.mdguidance.Windsurf, Kiro, Trae: write the MCP/rules/hooks files the target supports.
Antigravity: installs the official plugin package with
plugin.json,mcp_config.json,hooks.json, rules, and skills under~/.gemini/config/plugins/memorixor.agents/plugins/memorix.OpenClaw: installs an OpenClaw-compatible bundle with
.mcp.json, official skills, and an OpenClawHOOK.md/handler.tshook pack.Hermes Agent: installs into Hermes home (
%LOCALAPPDATA%\hermeson native Windows,~/.hermeselsewhere, orHERMES_HOME), enables the plugin inconfig.yaml, registers plugin hooks, slash/CLI commands, skills, and writes MCP config.CodeBuddy Code: installs a user-scope local marketplace plugin under
~/.codebuddy/memorix-localwith MCP, skills, and hooks. It does not change existing CodeBuddy model, permission, or settings files; CodeBuddy keeps third-party hook approval in its own/hooksflow.Oh-my-Pi: installs an
omp.extensionspackage with extension hook events, amemorixcommand, official skills, and writes MCP config.DeepSeek Harness: writes a Memorix
@deepseek-ai/dsh-mcp-clientrow into$DSH_HOME/cordis.patch.yml(default~/.dsh/cordis.patch.yml), appends guidance to the harnessAGENTS.md, and installs official skills under$DSH_HOME/skills. The row follows DSH's own shipped Memorix reference, so tools appear asmcp__memorix__*.WorkBuddy: writes a Memorix MCP server row into
~/.workbuddy/mcp.json(or<project>/.workbuddy/mcp.jsonfor project installs) and appends guidance toAGENTS.md. Tools appear asmcp__memorix__*; there is no hooks surface.Grok Build: installs native lifecycle hooks under
~/.grok/hooks/memorix.jsonand guidance in~/.grok/AGENTS.md. MCP stays host-owned by default; pass--mcp httpto write[mcp_servers.memorix]withurl = "http://localhost:3211/mcp". Project-local hooks require Grok/hooks-trust, while global hooks are trusted. SetGROK_HOMEto use a custom Grok home.
Need a quieter install? Add --noHooks for targets where setup can control hook capture separately from the host's official package entry. It keeps MCP and guidance, but skips Memorix hook capture.
If you intentionally want repo-local guidance or hooks, run the same command inside that repository without --global.
If your agent only needs a manual MCP entry, use stdio:
{
"mcpServers": {
"memorix": {
"command": "memorix",
"args": ["serve"]
}
}
}For an npm-based MCP client or registry tester, use the complete command
npx -y memorix serve. The serve argument matters: memorix without
arguments opens the bundled memcode terminal agent when run by a human, while
MCP clients should start the stdio server explicitly.
For a manually managed Claude Code entry, add "alwaysLoad": true inside the memorix server object. This lets Claude Code expose Memorix tools during print-mode startup; memorix doctor agents --agent claude can detect and repair a missing setting.
HTTP is not required for normal setup. Use it only when you intentionally want a shared background service, dashboard, VPS Docker deployment, or multiple clients using the same endpoint. Local development uses the Node service directly and does not require Docker:
memorix background startThen point the client at:
http://localhost:3211/mcpIn HTTP mode, agents should bind the active repo explicitly with memorix_session_start(projectRoot=...) when the client can provide the workspace path. Git remains the final source of truth for project identity.
Uninstall
Preview what will be removed:
memorix uninstall --dry-runStop the background service and remove hooks:
memorix uninstall --background --hooksFull cleanup:
memorix uninstall --yes --background --hooks --purge-data
npm uninstall -g memorixmemorix uninstall reports MCP config entries for manual cleanup instead of silently editing every MCP file it finds.
Work from the CLI
memorix --cwd /path/to/repo resume "continue release blocker"
memorix checkpoint list
memorix memory search --query "release blocker"
memorix memory --help
# Optional: activate one local agent identity for personal/team records and coordination.
memorix identity join --agent-type codex --name codex-main
memorix memory store --text "private investigation note" --visibility personal
memorix task create --description "verify the release package"
# Deliberate durable memory: create a candidate, then review it before it can enter a Workset.
memorix memory long-term add --kind procedural --scope user --portability portable --title "Release verification preference" --text "Run focused tests and a packed-package smoke before publishing." --applicability "When publishing an npm package."
memorix memory long-term qualify --id <id> --reason "The user explicitly confirmed this preference."
memorix memory long-term approve --id <id> --reason "Reviewed for future local projects."
memorix transfer export --format json --out ./.memorix-export.json
memorix transfer import --file ./.memorix-export.json
memorix reasoning search --query "why sqlite"
memorix git-hook --force
memorix ingest log --count 20
memorix workbenchThe CLI is direct and does not depend on an MCP session. It binds to the current Git project, or to the project supplied with --cwd. Without an active identity it reads, writes, and exports project-visible memory only. Use memorix identity join or memorix identity use --agent-id <id> only when you intentionally need personal/team memory or coordinated task actions; memorix identity clear returns the terminal to project scope. --as <active-agent-id> is the one-command alternative for scripts. Both camelCase and kebab-case flags are accepted.
Manage controlled media
Media is opt-in. An explicit local import is copied into Memorix's local data directory, hashed, and kept outside the Git worktree. It becomes normal memory only when you attach it. Memorix never captures every screenshot or tool output. An asset may be up to the configured media limit (100 MiB by default). Automatic vision analysis is deliberately capped at 20 MiB; a larger image is still kept and can be attached, but Memorix records a clear text fallback instead of sending an oversized payload to a model provider.
memorix media import --path ./architecture.png --json
memorix media attach --asset <asset-id> --title "Architecture diagram" --json
memorix media list --kind image --json
memorix media show --asset <asset-id> --json
memorix media remove --asset <asset-id> --force --json
# Controlled derivations: explicit, bounded, and attachable to memory.
memorix media derive-pdf --asset <asset-id> --attach --json
memorix media derive-audio --asset <asset-id> --attach --json
# Legacy image analysis now uses the same controlled asset lifecycle.
memorix ingest image --path ./architecture.png --jsonMiniMax image generation is a deliberate CLI operation. Video generation returns a durable job immediately; inspect or cancel that job rather than waiting in an agent request.
# Configure MINIMAX_API_KEY in your user environment or .env, never in Git.
memorix media generate image --prompt "A clean system architecture diagram" --json
# Image-to-image with a reference image (MiniMax image-01 / image-01-live):
memorix media generate image --prompt "Keep the subject, change the background" --image ./reference.png --json
memorix media generate video --prompt "A short product walkthrough" --json
memorix media status --job <media-job-id> --json
memorix media cancel --job <media-job-id> --jsonmemorix_media is the compact MCP companion in every profile, including
micro. It supports import, attach, list, show, PDF/audio derivations,
generation, and job status. MCP image and video generation are disabled by
default because they may incur provider costs.
Set MEMORIX_MCP_MEDIA_GENERATION=1 only after you deliberately want an agent
to request billed MiniMax output. The normal OpenRouter text embedding lane is
still text-only; media vectors are created only by a provider that explicitly
declares support for that modality. Text descriptions and attachments remain a
useful ordinary retrieval fallback.
Use the bundled terminal agent
memorix
# or
memcodeThis opens memcode, a terminal coding agent that uses the same Memorix project memory as your MCP-connected agents.
<h2 id="memory-model"><picture><source media="(prefers-color-scheme: dark)" srcset="assets/tags/light/section-memory-model.svg"><img src="assets/tags/section-memory-model.svg" alt="Memory Model" height="32" /></picture></h2>
| Layer | Stores | Best for |
|---|---|---|
| Observation Memory | facts, gotchas, fixes, implementation notes | "How does this work?" |
| Reasoning Memory | rationale, alternatives, constraints, risks | "Why did we choose this?" |
| Git Memory | commit-derived engineering facts | "What changed and where?" |
| Code Memory | files, symbols, import edges, and memory-to-code freshness | "Which current code should I inspect first?" |
| Curated Long-term Memory | reviewed episodic events, stable facts, or reusable procedures with evidence | "What should this agent still know or do later?" |
| Compact Continuity | recent host-native compact summaries or lifecycle markers | "What survived the last context compaction?" |
Search is project-scoped by default. scope="global" searches across projects. The search boosts Git Memory for "what changed" questions and reasoning records for "why" questions.
Long-term memory is deliberately not an automatic dump of every note. A source observation, Claim, workflow, session, and code snapshot keep their existing roles. An agent may ask memorix_store to create an additional long-term record; an explicit request auto-qualifies and enters task briefs as a durable anchor, while hook-captured or Git-derived candidates stay pending until qualified. Approval stays an explicit operator review. Use memorix memory long-term approve|archive|supersede to record the evidence-backed lifecycle. Only a manually created or user-confirmed user + portable item may be considered in another local project; project code, Git facts, tests, workflows, sessions, and observations cannot be promoted into portable user memory.
memorix context "..." is the default Memory Autopilot entry. It builds a compact task-lensed brief for agents: bugfix tasks lean toward tests and repros, release tasks lean toward package/changelog/build checks, onboarding tasks lean toward docs and entry points, and stale or unrelated memories stay in warning lanes instead of flooding the prompt. Use --fallback --brief-json when MCP is unavailable and a CLI fallback needs the same bounded brief plus a receipt of what was selected or omitted; --json remains the detailed diagnostic form. A normal new task does not receive an old-session dump. For an explicit continuation, memorix resume "..." adds only the latest useful session summary, up to three readable durable anchors, and at most one recent source-labelled host compact checkpoint. A durable anchor carries a durable:<id> reference, so an agent can expand the full reviewed record through memorix_detail only when needed. Keyword matches stay primary; when no reviewed durable item matches and an embedding provider is configured, Memorix makes one 1.8-second, no-retry semantic fallback for paraphrases or cross-language tasks. A slow or unavailable provider simply leaves the normal keyword-only Workset intact. A checkpoint is lifecycle evidence, not durable memory or a transcript backup. Agents should read the suggested files before trusting stored memory.
<h2 id="runtime-modes"><picture><source media="(prefers-color-scheme: dark)" srcset="assets/tags/light/section-runtime.svg"><img src="assets/tags/section-runtime.svg" alt="Runtime Modes" height="32" /></picture></h2>
| You want | Run |
|---|---|
| Install an agent integration package | memorix setup --agent <agent> --global |
| Check or repair an agent integration | memorix doctor agents --agent <agent>, memorix repair agents --agent <agent> |
| Manually expose stdio MCP | memorix serve |
| Run shared HTTP MCP plus dashboard | memorix background start |
| Debug HTTP MCP in the foreground | memorix serve-http --port 3211 |
| Inspect or manage memory directly | memorix memory, memorix reasoning, memorix session, memorix ingest, memorix media |
| Manage reviewed long-term memory | `memorix memory long-term list |
| Retire memories from retrieval | memorix purge (current project), memorix purge --all --yes (everything) |
| Inspect native compaction continuity | `memorix checkpoint list |
| Use the interactive terminal memory control plane | memorix workbench |
| Use the bundled terminal agent | memorix or memcode |
| Run orchestrated subagent work | memorix orchestrate --goal "..." |
memorix serve defaults to --mode micro (9 tools) to keep MCP tool schemas small for agents. memorix setup writes --mode lite (21 tools) into the installed MCP config so the normal memory, continuity, and session surface is reachable. Use --mode team (29 tools) for coordination tools, or --mode full (48 tools) for advanced and compatibility tools such as checkpoint inspection.
Shortcuts and aliases: memorix search / remember / recent are direct query shortcuts, bg/bs start the background service, hook runs the hook launcher, and memorix config get|path|migrate inspects or migrates config files.
memorix orchestrate uses the current checkout for single-worker runs. When running multiple workers, it creates task worktrees under .worktrees/ and merges successful task branches back. Use --isolated to force worktree isolation for one worker, --no-worktree to disable it, --allow-dirty to run with uncommitted changes, and --no-auto-merge to preserve task worktrees for manual review.
<h2 id="memcode-bundled-terminal-agent"><picture><source media="(prefers-color-scheme: dark)" srcset="assets/tags/light/section-memcode.svg"><img src="assets/tags/section-memcode.svg" alt="memcode" height="32" /></picture></h2>
memcode is the terminal coding agent bundled with Memorix. It can read, edit, run commands, resume sessions, switch models, and use /memory commands — all backed by the same project memory as your MCP-connected agents.
Use it when you want a terminal agent with memory already wired in.
one Git project -> one shared Memorix memory poolSee docs/MEMCODE.md for the memcode-specific guide.
<h2 id="configuration"><picture><source media="(prefers-color-scheme: dark)" srcset="assets/tags/light/section-configuration.svg"><img src="assets/tags/section-configuration.svg" alt="Configuration" height="32" /></picture></h2>
Minimal ~/.memorix/config.toml:
[agent]
provider = "openai"
model = "gpt-4o"
api_key = "..."
[memory.llm]
provider = "openai"
model = "gpt-4o-mini"
api_key = "..."
[embedding]
provider = "auto"
[memory]
inject = "minimal"
formation = "active"Use [memory.llm] and [embedding] for Memorix memory quality and retrieval. Use [agent] for the model memcode talks to while coding. Keep credentials in global config or environment variables, and do not commit secrets.
For the optional Atlas Cloud memory preset, run memorix init and choose Atlas
Cloud, or set provider = "atlascloud" in [memory.llm]. It uses the
OpenAI-compatible https://api.atlascloud.ai/v1 endpoint and reads
ATLASCLOUD_API_KEY or the explicit MEMORIX_LLM_API_KEY.
For OpenRouter embeddings, use provider = "api", base_url = "https://openrouter.ai/api/v1", and model = "qwen/qwen3-embedding-8b". Memorix accepts OPENROUTER_API_KEY for that embedding endpoint; MEMORIX_EMBEDDING_API_KEY remains the explicit override.
For Requesty, choose Requesty in memorix init or set provider = "requesty" in [memory.llm] (endpoint https://router.requesty.ai/v1, key from REQUESTY_API_KEY or MEMORIX_LLM_API_KEY). Requesty embeddings use provider = "api", base_url = "https://router.requesty.ai/v1", and model = "openai/text-embedding-3-small" with REQUESTY_API_KEY.
For API Route, choose API Route in memorix init or set provider = "apiroute" in [memory.llm]. The preset uses https://global.api-route.com/v1 and deepseek-v4.1-flash, with your own API_ROUTE_API_KEY or MEMORIX_LLM_API_KEY. It is opt-in memory LLM processing; embeddings and memcode's model registry are configured separately. See configuration.
For Cheaper Inference, choose Cheaper Inference in memorix init or set provider = "cheaperinference" in [memory.llm]. The preset uses https://api.cheaperinference.com/v1 and gpt-5.4-mini, with your own CHEAPER_INFERENCE_API_KEY or MEMORIX_LLM_API_KEY. It is opt-in memory LLM processing; embeddings and memcode's model registry are configured separately. See configuration.
For Runcrate, choose Runcrate in memorix init or set provider = "runcrate" in [memory.llm]. The preset uses https://api.runcrate.ai/v1 and the open-weight deepseek-ai/DeepSeek-V4.1-Flash, with your own RUNCRATE_API_KEY or MEMORIX_LLM_API_KEY. It is opt-in memory LLM processing; embeddings and memcode's model registry are configured separately. See configuration.
For controlled MiniMax media generation, set MINIMAX_API_KEY (global) or
MINIMAX_CN_API_KEY (China region) in your environment or .env. The media
library never stores that key, a signed output URL, or base64 payloads. CLI
generation is explicit; MCP generation additionally requires
MEMORIX_MCP_MEDIA_GENERATION=1.
<h2 id="docker"><picture><source media="(prefers-color-scheme: dark)" srcset="assets/tags/light/section-docker.svg"><img src="assets/tags/section-docker.svg" alt="Docker" height="32" /></picture></h2>
Docker is a VPS/hosted HTTP deployment option, not a requirement for local development or stdio MCP:
docker compose up --build -dThen open:
dashboard:
http://localhost:3211MCP:
http://localhost:3211/mcphealth:
http://localhost:3211/health
The container must be able to access the repository path passed as projectRoot for project-scoped Git and config behavior.
<h2 id="sdk"><picture><source media="(prefers-color-scheme: dark)" srcset="assets/tags/light/section-sdk.svg"><img src="assets/tags/section-sdk.svg" alt="SDK" height="32" /></picture></h2>
Use Memorix directly from TypeScript:
import { createMemoryClient } from 'memorix/sdk';
const client = await createMemoryClient({ projectRoot: '/path/to/repo' });
await client.store({
entityName: 'auth-module',
type: 'decision',
title: 'Use JWT for API auth',
narrative: 'Chose JWT because the API is stateless and used by multiple clients.',
});
const results = await client.search({ query: 'auth decision' });
await client.close();<h2 id="docs"><picture><source media="(prefers-color-scheme: dark)" srcset="assets/tags/light/section-docs.svg"><img src="assets/tags/section-docs.svg" alt="Docs" height="32" /></picture></h2>
| Start here | Use when |
|---|---|
| Docs Map | You want the shortest route to the right guide |
| Setup Guide | Installing, using memorix setup, choosing stdio vs HTTP |
| Integration Surfaces | Plugin packages, MCP, project rules, hooks, and skills support |
| Configuration | TOML config, model lanes, compatibility files |
| API Reference | MCP tools and CLI commands |
| Git Memory | Commit ingestion and searchable engineering truth |
| Docker | Containerized HTTP service |
| memcode | Using the bundled terminal agent |
| Agent Playbook | AI-facing execution guide for install, binding, hooks, and troubleshooting |
| Development | Contributing, testing, release checks |
| Changelog | What changed in each release |
LLM-friendly summaries: llms.txt and llms-full.txt.
<h2 id="development"><picture><source media="(prefers-color-scheme: dark)" srcset="assets/tags/light/section-development.svg"><img src="assets/tags/section-development.svg" alt="Development" height="32" /></picture></h2>
git clone https://github.com/AVIDS2/memorix.git
cd memorix
npm install
npm run lint
npm test
npm run buildCommunity
Desktop and shell integrations built on Memorix:
omarchy-memorix — a native Omarchy shell bar widget: pool stats, live global search, per-project breakdown, recent memories, and a workbench launcher. Read-only over
~/.memorix/data; no daemons, no telemetry.
Built something on top of Memorix? Open a PR to list it here.
<h2 id="acknowledgements"><picture><source media="(prefers-color-scheme: dark)" srcset="assets/tags/light/section-acknowledgements.svg"><img src="assets/tags/section-acknowledgements.svg" alt="Acknowledgements" height="32" /></picture></h2>
Memorix draws from the MCP ecosystem and prior memory projects such as mcp-memory-service, MemCP, claude-mem, and Mem0. memcode is based on the Pi coding-agent codebase and adapts its terminal-agent model for the Memorix ecosystem.
<h2 id="license"><picture><source media="(prefers-color-scheme: dark)" srcset="assets/tags/light/section-license.svg"><img src="assets/tags/section-license.svg" alt="License" height="32" /></picture></h2>
<h2 id="star-history">Star History</h2>
<a href="https://github.com/AVIDS2/memorix/stargazers"> <picture> <source media="(prefers-color-scheme: dark)" srcset="https://mem.rglens.com/metrics/star-history-dark.svg"> <source media="(prefers-color-scheme: light)" srcset="https://mem.rglens.com/metrics/star-history-light.svg"> <img alt="Memorix Star History" src="https://mem.rglens.com/metrics/star-history-light.svg" width="100%"> </picture> </a>
<sub>Updated automatically from GitHub's privacy-safe star history API. No generated PRs.</sub>
docs/CLOUD_SYNC_AND_MULTI_AGENT_RESEARCH.md
Historical Cross-IDE Collaboration Research
Historical note: this document records early research. Memorix 1.0.8 product semantics do not promise an automatic chat room between unrelated IDE conversation windows. The supported coordination path is explicit CLI-agent orchestration plus task/message/lock state.
1. Issue #4 Summary (by AIdeaStudio/Mournight)
Three core requests:
Parallel Scheduling — DAG-based task dependencies, contract-based collaboration (agents negotiate schemas first), async execution
Visual Progress Dashboard — real-time task graph, agent activity, inter-agent communication logs
File Locking / Edit Conflicts — each agent's file scope declared upfront, occupied files visible, prevent conflicting changes
2. Deep Dive: How Existing Systems Work
2.1 Claude Code Agent Teams (Reference Implementation)
The most mature coding-agent team system. Key architectural details:
Architecture
Lead + Teammates model — one lead session spawns N teammate sessions
Each teammate is a separate Claude Code process (not a thread)
Display: in-process (single terminal, Shift+Down to cycle) or split-panes (tmux/iTerm2)
Config stored in
~/.claude/teams/{team-name}/config.jsonTask list stored in
~/.claude/tasks/{team-name}/
Communication Protocol
message(to, content)— send to one specific teammate (1:1)broadcast(content)— send to all teammates (1:N, cost scales linearly)Automatic delivery — messages are delivered without polling
Idle notifications — teammate auto-notifies lead when finished
The communication is intra-process (all sessions on same machine), likely via IPC (Unix domain sockets or named pipes) or file-based message queues
Task Management
Shared task list — all agents see task status and can claim available work
Self-claim — after finishing, a teammate picks up the next unassigned, unblocked task
Lead assigns — or lead explicitly assigns tasks
Hooks:
TeammateIdle(runs when teammate finishes),TaskCompleted(quality gate before marking done)
File Conflict Strategy
NO file locking mechanism — relies on best practice: "Avoid file conflicts"
Assign different files/modules to different teammates at planning time
This works because all agents are on the same machine, same codebase, same git checkout
Limitations (= Memorix Opportunity)
Single-IDE only — all teammates must be Claude Code sessions
Single-machine only — no remote teammates
No nested teams — teammates can't spawn sub-teams
Lead is fixed — can't transfer leadership
No cross-session persistence — in-process teammates don't survive
/resumeNo file locking — relies on human-guided task partitioning
2.2 Claude Code Subagents (Lightweight Delegation)
Different from teams — subagents run within a single session:
Foreground: blocks main conversation, passes permission prompts through
Background: runs concurrently, pre-approved permissions, auto-denies unapproved
Storage:
~/.claude/projects/{project}/{sessionId}/subagents/agent-{agentId}.jsonlAuto-compaction: each subagent has its own context window, compacts independently
Patterns: isolate heavy ops, parallel research, chained subagents
No cross-IDE capability — purely within Claude Code
2.3 CrewAI (Python Multi-Agent Framework)
Communication Model
Agents get two auto-injected tools when
allow_delegation=True:Delegate work to coworker(task, context, coworker)— assign work to another agentAsk question to coworker(question, context, coworker)— query another agent
Communication is synchronous — delegator waits for response
Process Types
Sequential — agents take turns in order
Hierarchical — manager agent coordinates, specialists execute
Agents have: role, goal, backstory, tools, allow_delegation flag
Key Design Choice
Tool-based communication — agents communicate by calling tools, not via a message bus
This means any LLM that can call tools can participate
No real-time awareness — agents don't know what others are doing in parallel
2.4 AutoGen (Microsoft Multi-Agent Framework)
Team Types
RoundRobinGroupChat — agents take turns speaking
SelectorGroupChat — an LLM selects the next speaker after each message
MagenticOneGroupChat — generalist system for web/file tasks
Swarm — agents use
HandoffMessageto signal transitions
Key Patterns
Group chat as shared context — all agents see the full conversation
Termination conditions —
TextMentionTermination("APPROVE"), max messages, etc.State management — via
StateGraphwith reducers
Design Insight
AutoGen treats multi-agent as a conversation problem, not a task-scheduling problem
Agents share a group chat, take turns, and build on each other's messages
No file locking, no task DAG — purely conversational coordination
2.5 LangGraph (LangChain's Graph-Based Orchestration)
Architecture
StateGraph — nodes are agents/functions, edges define flow
Send — fan-out to multiple nodes in parallel (map-reduce)
Command — combine state updates with control flow navigation
Subgraphs — nested graphs for hierarchical agent teams
Key Pattern
Agents are graph nodes that read/write shared state
State has reducers (like Redux) to merge concurrent updates
Control flow is explicit (edges), not emergent (conversation)
Checkpointing — save/resume execution state
2.6 MCP Streamable HTTP Transport (Real-Time Foundation)
The MCP spec (2025-03-26) defines Streamable HTTP transport:
How It Works
Client sends JSON-RPC via HTTP POST to server endpoint
Server can respond with
application/json(simple) ortext/event-stream(SSE)SSE enables server-initiated messages — server can push notifications/requests to client
Client can also GET the endpoint to open a long-lived SSE stream for server pushes
Key Capabilities
Bidirectional — server can send requests TO the client (not just responses)
Session management —
Mcp-Session-Idheader for stateful connectionsResumability — streams can be resumed after disconnection via
Last-Event-IDBatching — multiple JSON-RPC messages in a single request/response
Why This Matters for Memorix
Currently Memorix uses stdio transport (single-process, single-client)
Switching to Streamable HTTP enables:
Multiple agents connecting to ONE Memorix server
Server pushing messages TO agents (real-time notifications)
Cross-machine communication (agents on different machines)
The Dashboard can also connect as a client (live updates)
2.7 mcp-memory-service (Cloud Sync Reference)
Hybrid backend: 5ms local SQLite + background Cloudflare D1 sync
Zero user-facing latency — writes go to local SQLite, async sync to cloud
WAL mode — concurrent read/write without locks
OAuth 2.1 — team members authenticate, share memories
HTTP transport — team members connect via
claude mcp add --transport httpCloudflare D1 free tier: 100K reads/day, 5M rows, 5GB storage
3. Pattern Comparison Matrix
| Feature | Claude Code Teams | CrewAI | AutoGen | LangGraph | Memorix (proposed) |
|---|---|---|---|---|---|
| Cross-IDE | No | No (Python only) | No (Python only) | No | Yes |
| Communication | message/broadcast | Tool calls | Group chat | Shared state | Message bus + SSE |
| Task Management | Shared task list | Sequential/Hierarchical | Turn-based | Graph edges | DAG + self-claim |
| File Locking | No (best practice) | N/A | N/A | N/A | Advisory + TTL |
| Real-time | Yes (intra-process) | No (sync calls) | No (turn-based) | No (batch) | Yes (SSE push) |
| Persistence | Session-scoped | None | None | Checkpoints | Memorix observations |
| Dashboard | Terminal UI | No | No | LangSmith | Web Dashboard |
| Transport | IPC/tmux | In-process | In-process | In-process | MCP Streamable HTTP |
| Protocol | Proprietary | Python API | Python API | Python API | MCP standard |
4. Proposed Architecture: Memorix Coordination
4.1 Core Insight
Claude Code's agent teams are powerful but single-IDE, single-machine. Memorix can be the cross-IDE coordination layer because:
Memorix is already installed across all IDEs via MCP
All agents already connect to a shared Memorix server
Memorix already persists context across sessions
The MCP protocol supports Streamable HTTP for real-time communication
4.2 Transport Evolution
Current: IDE ──stdio──► memorix serve (1 client per server instance)
Proposed: IDE A ──HTTP──►┐
IDE B ──HTTP──►├─► memorix serve --http (N clients, 1 server)
IDE C ──HTTP──►│ + SSE push for real-time notifications
Dashboard ────►┘Step 1: Add MCP Streamable HTTP transport to memorix serve
Multiple agents connect to one server via HTTP POST
Server pushes events via SSE (new messages, task updates, lock changes)
Dashboard connects as another SSE client for live visualization
4.3 Layer Architecture
┌─────────────────────────────────────────────────────────┐
│ Dashboard (Web UI) │
│ Task DAG graph, Agent activity, Message logs, File locks│
└──────────────────────┬──────────────────────────────────┘
│ SSE
┌──────────────────────┴──────────────────────────────────┐
│ Memorix Server (HTTP) │
│ │
│ ┌─────────────┐ ┌─────────────┐ ┌──────────────────┐ │
│ │ Agent │ │ Task │ │ File Lock │ │
│ │ Registry & │ │ DAG & │ │ Registry │ │
│ │ Message Bus │ │ Scheduler │ │ (Advisory + TTL) │ │
│ └─────────────┘ └─────────────┘ └──────────────────┘ │
│ ┌─────────────┐ ┌─────────────┐ ┌──────────────────┐ │
│ │ Memory │ │ Diff & │ │ Cloud Sync │ │
│ │ Store │ │ Contract │ │ (Cloudflare D1) │ │
│ │ (existing) │ │ Exchange │ │ │ │
│ └─────────────┘ └─────────────┘ └──────────────────┘ │
└──┬──────────┬──────────┬──────────┬─────────────────────┘
│ │ │ │
▼ ▼ ▼ ▼
Cursor Windsurf Claude Codex
Agent A Agent B Code C Agent D
(Frontend) (Backend) (Test) (Docs)4.4 MCP Tools Design
Layer 1: Agent Registry (agent knows who else is working)
// Register this agent with the team
memorix_team_join({
agent: "windsurf-frontend", // unique agent ID
role: "frontend", // role in team
capabilities: ["react", "css"], // what this agent can do
currentIDE: "windsurf" // which IDE
})
// See who's on the team right now
memorix_team_status()
// → [{ agent: "windsurf-frontend", role: "frontend", status: "active",
// currentFile: "src/App.tsx", currentTask: "task-3", lastSeen: "..." },
// { agent: "claude-backend", role: "backend", status: "idle", ... }]
// Leave the team
memorix_team_leave({ agent: "windsurf-frontend" })Layer 2: Message Bus (agents talk to each other)
// Send a message to a specific agent
memorix_team_send({
to: "claude-backend",
type: "question", // question | task | status | diff | contract
content: "What's the API schema for /api/users?",
attachments: [{ file: "src/types.ts", diff: "..." }] // optional
})
// Broadcast to all agents
memorix_team_broadcast({
type: "status",
content: "Frontend routing complete. Ready for API integration."
})
// Check my inbox (polling — MCP stdio has no push)
memorix_team_inbox({ agent: "windsurf-frontend" })
// → [{ from: "claude-backend", type: "contract", content: "...", time: "..." }]When using HTTP transport with SSE, inbox messages are pushed in real-time instead of polled.
Layer 3: Task DAG (coordinated parallel work)
// Create tasks with dependencies
memorix_task_create({
tasks: [
{ id: "design-api", desc: "Design REST API schema", deps: [] },
{ id: "impl-frontend", desc: "Implement React frontend", deps: ["design-api"] },
{ id: "impl-backend", desc: "Implement Express API", deps: ["design-api"] },
{ id: "write-tests", desc: "Write integration tests", deps: ["impl-frontend", "impl-backend"] }
]
})
// Claim an available task
memorix_task_claim({ taskId: "impl-frontend", agent: "windsurf-frontend" })
// Complete a task with result summary
memorix_task_complete({
taskId: "impl-frontend",
result: "Implemented 12 components, all rendering correctly",
filesModified: ["src/App.tsx", "src/components/*.tsx"]
})
// View task board
memorix_task_list()
// → [{ id: "design-api", status: "completed", assignee: "claude-backend" },
// { id: "impl-frontend", status: "in_progress", assignee: "windsurf-frontend" },
// { id: "impl-backend", status: "available", assignee: null }, ← unblocked!
// { id: "write-tests", status: "blocked", blockedBy: ["impl-frontend", "impl-backend"] }]Layer 4: File Lock Registry (prevent edit conflicts)
// Claim files before editing
memorix_file_lock({
files: ["src/api/routes.ts", "src/api/middleware.ts"],
agent: "claude-backend",
ttl: 600 // auto-release after 10 minutes
})
// Check what's locked
memorix_file_status()
// → [{ file: "src/api/routes.ts", agent: "claude-backend", since: "...", ttl: 600 },
// { file: "src/App.tsx", agent: "windsurf-frontend", since: "...", ttl: 300 }]
// Release when done
memorix_file_unlock({
files: ["src/api/routes.ts"],
agent: "claude-backend"
})Layer 5: Diff & Contract Exchange (share work artifacts)
// Share a contract (interface definition) with the team
memorix_team_send({
to: "*", // broadcast
type: "contract",
content: JSON.stringify({
endpoint: "POST /api/users",
request: { name: "string", email: "string" },
response: { id: "number", name: "string", email: "string" }
}),
format: "json-schema"
})
// Share a diff for review
memorix_team_send({
to: "claude-backend",
type: "diff",
content: "--- a/src/types.ts\n+++ b/src/types.ts\n@@ ...",
attachments: [{ file: "src/types.ts", action: "modified" }]
})4.5 Communication Patterns
Pattern A: Contract-First Parallel Development
1. Lead agent creates task DAG and contracts
2. Frontend agent claims frontend tasks, locks relevant files
3. Backend agent claims backend tasks, locks relevant files
4. Both develop in parallel against shared contracts
5. Test agent watches for task completions, claims test tasks when ready
6. Agents exchange diffs and status updates via message busPattern B: Competing Hypotheses (Debug)
1. User describes bug, lead creates N investigation tasks
2. Each agent claims one hypothesis, investigates independently
3. Agents broadcast findings and challenge each other's theories
4. Agents vote/converge on root cause
5. Winner implements fixPattern C: Review Pipeline
1. Dev agent completes implementation, marks task done
2. Security agent auto-claims review task (dependency resolved)
3. Performance agent auto-claims review task (parallel)
4. Both review, send findings back to dev agent
5. Dev agent addresses feedback, marks final task done4.6 Real-Time via MCP Streamable HTTP
For agents using HTTP transport (Claude Code, future IDE support):
Agent A (POST) ──► Memorix Server
│
├──► SSE push to Agent B: "New message from A"
├──► SSE push to Dashboard: "Agent A sent message"
└──► SSE push to Agent C: "Task X now unblocked"For agents using stdio transport (Windsurf, Cursor):
Fall back to polling via
memorix_team_inbox()Agent's rules file can include instruction: "Check inbox every N turns"
Or use hooks (PostToolUse) to auto-check inbox
4.7 Hybrid Transport Strategy
// Server supports both transports simultaneously
memorix serve --http --port 3211 // HTTP + SSE for agents that support it
memorix serve // stdio for current IDE integrations
// IDE MCP config examples:
// Cursor/Windsurf (stdio — polling):
{ "command": "memorix", "args": ["serve"] }
// Claude Code (HTTP — real-time push):
{ "transport": "http", "url": "http://localhost:3211/mcp" }5. Cloud Sync Options
Given user constraints (VPS unstable, shared resources):
| Option | Pros | Cons | Recommendation |
|---|---|---|---|
| Cloudflare D1 | Free, 99.99% uptime, SQLite-compat, zero ops | Vendor lock-in | Best for memory sync |
| Turso (libSQL) | Native SQLite sync, 9GB free, edge replicas | Newer | Good alternative |
| Supabase | Real-time WebSocket, PostgreSQL, auth built-in | Schema conversion needed | Good for real-time features |
| GitHub | Free, version history, PRs | Not real-time, merge conflicts | Too slow for live coordination |
| Self-hosted VPS | Full control | Unstable, shared resources | Not recommended |
Recommendation: Cloudflare D1 for memory/observation sync (proven by mcp-memory-service). For real-time coordination state (messages, tasks, locks), keep everything local on the shared Memorix HTTP server — no cloud needed for same-machine coordination.
6. Implementation Roadmap
| Phase | Feature | New MCP Tools | Complexity | Dependencies |
|---|---|---|---|---|
| P0 | HTTP transport for memorix serve | 0 | Medium | MCP SDK HTTP support |
| P1 | Agent registry + message bus | team_join, team_leave, team_status, team_send, team_broadcast, team_inbox | Medium | P0 |
| P2 | File lock registry | file_lock, file_unlock, file_status | Low | P1 |
| P3 | Task DAG + scheduler | task_create, task_claim, task_complete, task_list | Medium | P1 |
| P4 | Dashboard: team activity panel | 0 (extends existing dashboard) | Medium | P1 |
| P5 | Contract/diff exchange | Extends team_send with attachment types | Low | P1 |
| P6 | SSE push notifications | 0 (transport-level) | Medium | P0 |
| P7 | Cloud sync (Cloudflare D1) | team_cloud_setup, team_cloud_sync | Medium | P1 |
Estimated total: ~13 new MCP tools + HTTP transport upgrade
7. Memorix Differentiator vs Claude Code Teams
| Aspect | Claude Code Teams | Memorix Teams |
|---|---|---|
| IDE support | Claude Code only | Any MCP-compatible IDE |
| Machine scope | Single machine | Local or remote (via HTTP) |
| Persistence | Session-scoped | Persistent (observations + cloud) |
| File locking | None | Advisory + TTL |
| Task management | Simple list | DAG with dependency resolution |
| Communication | IPC (proprietary) | MCP standard (portable) |
| Dashboard | Terminal UI | Web Dashboard with graph visualization |
| Memory | No cross-session | Full Memorix memory system |
| Contract sharing | No formal system | Typed contract exchange |
| Cost | Anthropic API only | Any LLM provider |
Memorix's unique value proposition: "A shared memory and coordination layer for coding agents across IDEs and CLIs."
8. Key Design Decisions to Make
Transport priority — Start with HTTP-only, or support stdio+HTTP hybrid from day one?
Message persistence — Store agent messages as observations, or separate ephemeral store?
Lock enforcement — Pure advisory (warn only) or block file writes via hooks?
Task DAG format — Simple JSON list, or full DAG with contract attachments?
Cloud scope — Sync memories only, or also sync team state (tasks, messages)?
Auto-rules injection — Should
memorix_session_startinject "check inbox" instructions?
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- server.json
Advantages
- Local-first: the memory stays in files or a database on your own machine (a rule-derived fact from the brain’s files, evidence: README.md)
- Works with 14 MCP clients (a rule-derived fact from the brain’s files, evidence: README.md)
- Open licence (Apache-2.0) (a rule-derived fact from the brain’s files)
Limitations
- Needs an API key (ANTHROPIC_API_KEY, API_ROUTE_API_KEY, ATLASCLOUD_API_KEY) (a rule-derived fact from the brain’s files, evidence: README.md)
- Needs a database (LanceDB, PostgreSQL, SQLite) (a rule-derived fact from the brain’s files, evidence: README.md)
- Runs code automatically: review what it runs before you open it (a rule-derived fact from the brain’s files)
- No ZIP download: install it from its source (a rule-derived fact from the brain’s files)
Security
Risk level: Low risk
This brain runs
Agent instructions that run or fetch something (23)
CLAUDE.md:CLI fallback: only after MCP is confirmed unavailable, run `memorix context --task "<current task>"` from the shell instead of skipping memory or hand-writing tool callsplugins/claude/memorix/SKILL.md:Run `memorix context --task "<task>" --fallback --brief-json` only after MCP is unavailable, disabled, or not discoverable, and pass the user's real task text.plugins/claude/memorix/skills/memorix-git-memory/SKILL.md:| Situation | Prefer | CLI fallback | |---|---|---| | Search what changed | `memorix_search` with a change-focused query | `memorix memory search --query "what changed <topic>"` | | Inspect a git-backed memory | `memorix_detail` | `memorix memory detail --id <id>` | | Ingest current co …[+257 chars]plugins/claude/memorix/skills/memorix-memory/SKILL.md:Run `memorix context --task "<task>" --fallback --brief-json` from the shell only after MCP is unavailable, disabled, or not discoverable, and pass the user's real task text.plugins/claude/memorix/skills/memorix-orchestrate/SKILL.md:| Situation | Prefer | CLI fallback | |---|---|---| | Run managed subagent execution | CLI | `memorix orchestrate --goal "<goal>" --agents claude:1,codex:1` | | Register coordination identity | `team_manage` action `join` | `memorix team join --agentType <agent>` | | Create or inspect …[+385 chars]plugins/claude/memorix/skills/memorix-troubleshooting/SKILL.md:| Symptom | Check | CLI fallback | |---|---|---| | MCP tools missing | host MCP config and restart | `memorix setup --agent <agent>` | | Unsure project is bound | project status | `memorix status` and `git status` | | HTTP MCP stale or unbound | background health and explicit session bi …[+33 chars]plugins/codebuddy/memorix/skills/memorix-git-memory/SKILL.md:| Situation | Prefer | CLI fallback | |---|---|---| | Search what changed | `memorix_search` with a change-focused query | `memorix memory search --query "what changed <topic>"` | | Inspect a git-backed memory | `memorix_detail` | `memorix memory detail --id <id>` | | Ingest current co …[+257 chars]plugins/codebuddy/memorix/skills/memorix-memory/SKILL.md:Run `memorix context --task "<task>" --fallback --brief-json` from the shell only after MCP is unavailable, disabled, or not discoverable, and pass the user's real task text.plugins/codebuddy/memorix/skills/memorix-orchestrate/SKILL.md:| Situation | Prefer | CLI fallback | |---|---|---| | Run managed subagent execution | CLI | `memorix orchestrate --goal "<goal>" --agents claude:1,codex:1` | | Register coordination identity | `team_manage` action `join` | `memorix team join --agentType <agent>` | | Create or inspect …[+385 chars]plugins/codebuddy/memorix/skills/memorix-troubleshooting/SKILL.md:| Symptom | Check | CLI fallback | |---|---|---| | MCP tools missing | host MCP config and restart | `memorix setup --agent <agent>` | | Unsure project is bound | project status | `memorix status` and `git status` | | HTTP MCP stale or unbound | background health and explicit session bi …[+33 chars]plugins/codex/memorix/skills/memorix-git-memory/SKILL.md:| Situation | Prefer | CLI fallback | |---|---|---| | Search what changed | `memorix_search` with a change-focused query | `memorix memory search --query "what changed <topic>"` | | Inspect a git-backed memory | `memorix_detail` | `memorix memory detail --id <id>` | | Ingest current co …[+257 chars]plugins/codex/memorix/skills/memorix-memory/SKILL.md:Run `memorix context --task "<task>" --fallback --brief-json` only after MCP is unavailable, disabled, or not discoverable, and pass the user's real task text.plugins/codex/memorix/skills/memorix-orchestrate/SKILL.md:| Situation | Prefer | CLI fallback | |---|---|---| | Run managed subagent execution | CLI | `memorix orchestrate --goal "<goal>" --agents claude:1,codex:1` | | Register coordination identity | `team_manage` action `join` | `memorix team join --agentType <agent>` | | Create or inspect …[+385 chars]plugins/codex/memorix/skills/memorix-troubleshooting/SKILL.md:| Symptom | Check | CLI fallback | |---|---|---| | MCP tools missing | host MCP config and restart | `memorix setup --agent <agent>` | | Unsure project is bound | project status | `memorix status` and `git status` | | HTTP MCP stale or unbound | background health and explicit session bi …[+33 chars]plugins/copilot/memorix/skills/memorix-git-memory/SKILL.md:| Situation | Prefer | CLI fallback | |---|---|---| | Search what changed | `memorix_search` with a change-focused query | `memorix memory search --query "what changed <topic>"` | | Inspect a git-backed memory | `memorix_detail` | `memorix memory detail --id <id>` | | Ingest current co …[+257 chars]plugins/copilot/memorix/skills/memorix-memory/SKILL.md:Run `memorix context --task "<task>" --fallback --brief-json` only after MCP is unavailable, disabled, or not discoverable, and pass the user's real task text.plugins/copilot/memorix/skills/memorix-orchestrate/SKILL.md:| Situation | Prefer | CLI fallback | |---|---|---| | Run managed subagent execution | CLI | `memorix orchestrate --goal "<goal>" --agents claude:1,codex:1` | | Register coordination identity | `team_manage` action `join` | `memorix team join --agentType <agent>` | | Create or inspect …[+385 chars]plugins/copilot/memorix/skills/memorix-troubleshooting/SKILL.md:| Symptom | Check | CLI fallback | |---|---|---| | MCP tools missing | host MCP config and restart | `memorix setup --agent <agent>` | | Unsure project is bound | project status | `memorix status` and `git status` | | HTTP MCP stale or unbound | background health and explicit session bi …[+33 chars]plugins/cursor/memorix/skills/memorix-git-memory/SKILL.md:| Situation | Prefer | CLI fallback | |---|---|---| | Search what changed | `memorix_search` with a change-focused query | `memorix memory search --query "what changed <topic>"` | | Inspect a git-backed memory | `memorix_detail` | `memorix memory detail --id <id>` | | Ingest current co …[+257 chars]plugins/cursor/memorix/skills/memorix-memory/SKILL.md:Run `memorix context --task "<task>" --fallback --brief-json` only after MCP is unavailable, disabled, or not discoverable, and pass the user's real task text.plugins/cursor/memorix/skills/memorix-orchestrate/SKILL.md:| Situation | Prefer | CLI fallback | |---|---|---| | Run managed subagent execution | CLI | `memorix orchestrate --goal "<goal>" --agents claude:1,codex:1` | | Register coordination identity | `team_manage` action `join` | `memorix team join --agentType <agent>` | | Create or inspect …[+385 chars]plugins/cursor/memorix/skills/memorix-troubleshooting/SKILL.md:| Symptom | Check | CLI fallback | |---|---|---| | MCP tools missing | host MCP config and restart | `memorix setup --agent <agent>` | | Unsure project is bound | project status | `memorix status` and `git status` | | HTTP MCP stale or unbound | background health and explicit session bi …[+33 chars]plugins/gemini/memorix/GEMINI.md:Run `memorix context --task "<task>" --fallback --brief-json` only after MCP is unavailable, disabled, or not discoverable, and pass the user's real task text.
MCP servers (7)
README.md(memorix):memorix serveplugins/claude/memorix/.mcp.json(memorix):memorix serve --mode liteplugins/codebuddy/memorix/.mcp.json(memorix):memorix serve --mode liteplugins/codex/memorix/.mcp.json(memorix):memorix serve --mode liteplugins/copilot/memorix/.mcp.json(memorix):memorix serve --mode liteplugins/gemini/memorix/gemini-extension.json(memorix):memorix serve --mode liteplugins/openclaw/memorix/.mcp.json(memorix):memorix serve --mode lite
Hooks (20)
plugins/claude/memorix/hooks/hooks.json(SessionStart):memorix hookplugins/claude/memorix/hooks/hooks.json(PostToolUse):memorix hookplugins/claude/memorix/hooks/hooks.json(UserPromptSubmit):memorix hookplugins/claude/memorix/hooks/hooks.json(PreCompact):memorix hookplugins/claude/memorix/hooks/hooks.json(Stop):memorix hookplugins/codebuddy/memorix/hooks/hooks.json(SessionStart):memorix hook --agent codebuddyplugins/codebuddy/memorix/hooks/hooks.json(UserPromptSubmit):memorix hook --agent codebuddyplugins/codebuddy/memorix/hooks/hooks.json(PostToolUse):memorix hook --agent codebuddyplugins/codebuddy/memorix/hooks/hooks.json(PreCompact):memorix hook --agent codebuddyplugins/codebuddy/memorix/hooks/hooks.json(Stop):memorix hook --agent codebuddyplugins/codex/memorix/hooks/hooks.json(SessionStart):memorix hook --agent codexplugins/codex/memorix/hooks/hooks.json(PostToolUse):memorix hook --agent codexplugins/codex/memorix/hooks/hooks.json(UserPromptSubmit):memorix hook --agent codexplugins/codex/memorix/hooks/hooks.json(PreCompact):memorix hook --agent codexplugins/codex/memorix/hooks/hooks.json(Stop):memorix hook --agent codexplugins/copilot/memorix/hooks/hooks.json(sessionStart):memorix hook --agent copilotplugins/copilot/memorix/hooks/hooks.json(sessionEnd):memorix hook --agent copilotplugins/copilot/memorix/hooks/hooks.json(userPromptSubmitted):memorix hook --agent copilotplugins/copilot/memorix/hooks/hooks.json(postToolUse):memorix hook --agent copilotplugins/copilot/memorix/hooks/hooks.json(preCompact):memorix hook --agent copilot
Binaries (5)
packages/memcode/examples/extensions/doom-overlay/doom/build/doom.wasm:ships native binariespackages/tui/native/darwin/prebuilds/darwin-arm64/darwin-modifiers.node:ships native binariespackages/tui/native/darwin/prebuilds/darwin-x64/darwin-modifiers.node:ships native binariespackages/tui/native/win32/prebuilds/win32-arm64/win32-console-mode.node:ships native binariespackages/tui/native/win32/prebuilds/win32-x64/win32-console-mode.node:ships native binaries
- Low risk: scripts-present (scripts/benchmark-retrieval.mjs)
- Low risk: scripts-present (scripts/large-store-gate.mjs)
Attribution and licence
- First committed by
AVIDS2
- Declared authors
- AVIDS2 (declared in package.json)
- Publisher
- Le_Ho (Community)
- Source
- AVIDS2/memorix · commit 6745280
- Licence
- Apache License 2.0 (files served here)
- ATTRIBUTION.md (written by AutoGineer)
- Synced
- Contributors
- AVIDS2, noirgif, Tom-Ma-Ming, octo-patch, DennyHo0917
AutoGineer is not affiliated with or endorsed by AVIDS2.
Install from source
453 of its files are not served here, so there is no ZIP. AVIDS2/memorix at 6745280