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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.
— the description by AVIDS2

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.

Folders
FolderRoleFiles
.githubagent-config3
.windsurfagent-config2
assetsattachments32
docsdocs65
examplesexamples4
packagessource-code836
scriptsscripts18
srcsource-code382
teststests376
.codegraphfolder1
.opencodefolder1
.traefolder1
articlesfolder5
pluginsfolder64
stubsfolder1

The agent writes

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

  1. 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 hook
    • plugins/claude/memorix/hooks/hooks.json: memorix hook
    • plugins/claude/memorix/hooks/hooks.json: memorix hook
    • plugins/claude/memorix/hooks/hooks.json: memorix hook
    • plugins/claude/memorix/hooks/hooks.json: memorix hook
    • plugins/codebuddy/memorix/hooks/hooks.json: memorix hook --agent codebuddy
    • plugins/codebuddy/memorix/hooks/hooks.json: memorix hook --agent codebuddy
    • plugins/codebuddy/memorix/hooks/hooks.json: memorix hook --agent codebuddy
    • plugins/codebuddy/memorix/hooks/hooks.json: memorix hook --agent codebuddy
    • plugins/codebuddy/memorix/hooks/hooks.json: memorix hook --agent codebuddy
    • plugins/codex/memorix/hooks/hooks.json: memorix hook --agent codex
    • plugins/codex/memorix/hooks/hooks.json: memorix hook --agent codex
    • plugins/codex/memorix/hooks/hooks.json: memorix hook --agent codex
    • plugins/codex/memorix/hooks/hooks.json: memorix hook --agent codex
    • plugins/codex/memorix/hooks/hooks.json: memorix hook --agent codex
    • plugins/copilot/memorix/hooks/hooks.json: memorix hook --agent copilot
    • plugins/copilot/memorix/hooks/hooks.json: memorix hook --agent copilot
    • plugins/copilot/memorix/hooks/hooks.json: memorix hook --agent copilot
    • plugins/copilot/memorix/hooks/hooks.json: memorix hook --agent copilot
    • plugins/copilot/memorix/hooks/hooks.json: memorix hook --agent copilot
  2. Not scanned by AutoGineerAutoGineer could not scan everything it runs. https://www.npmjs.com/package/memorix
  3. 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.

ProblemWhat Memorix adds
The next session forgets what the last session learnedProject-scoped memory, session summaries, timelines, and detail retrieval
Different agents know different thingsOne local memory pool available through MCP, hooks, CLI, SDK, and the bundled terminal agent
Git records what changed, but agents cannot recall it wellGit Memory turns commits into searchable engineering facts
Architecture decisions disappear into old chatsReasoning Memory stores why choices were made, with alternatives and trade-offs
Static rule files driftGotchas, fixes, and project skills evolve from real work
Parallel agent work gets messymemorix 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.

CapabilityWhat it doesEntry point
Memory AutopilotA 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 MemorySearchable facts, fixes, gotchas, session summaries, and implementation notes scoped to the current Git projectmemorix memory, MCP memory tools
Curated Long-term MemoryDeliberately reviewed episodic, semantic, and procedural memory with source evidence. Only an explicitly portable user item can cross local projectsmemorix memory long-term
Code State and Code MemoryVersioned 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 MemoryCommit-derived engineering facts that answer what changed, where, and why it mattersmemorix ingest commit, git hook
Reasoning MemoryDesign rationale, alternatives, trade-offs, and risks that should survive beyond one chatmemorix reasoning, memory formation
Knowledge WorkspaceReview-gated source-backed claims, Markdown pages, and canonical project workflows; proposals never overwrite reviewed pages silentlymemorix knowledge, memorix knowledge workflow
Agent setupOne setup path for MCP, rules, hooks, skills, plugins, bundles, or extensions depending on the agentmemorix setup --agent <agent>
Agent doctorChecks whether agent MCP config and guidance are current, then repairs Memorix-owned entries when neededmemorix doctor agents, memorix repair agents
Hooks and skillsOptional capture from supported agents, plus reusable project skills promoted from durable knowledgememorix hooks, memorix skills
Dashboard and HTTPA local web UI and shared MCP endpoint for browsing memory, project state, teams, diagnostics, and preview-first cleanup, consolidation, deduplication, and retention actionsmemorix dashboard, memorix background start
Orchestration and team workTask planning, worker handoffs, file locks, messages, verification gates, and review loopsmemorix orchestrate, memorix team, memorix lock
memcodeA bundled terminal coding agent that already reads and writes the same project memorymemorix, memcode
CLI and SDKScriptable access for automation, imports/exports, diagnostics, and custom integrationsmemorix ..., createMemoryClient()
Optional multi-device syncPrivacy-filtered observation events with local SQLite kept canonical; default project scope, optional --scope user for every local project; GitHub JSONL, filesystem, S3, or Postgres relaymemorix 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:

SurfaceWhat it doesMemorix entry
Setup commandInstalls the recommended one-time user-level Memorix integrationmemorix setup --agent <agent> --global
MCPGives an agent compact Memorix tools for project context, search, detail retrieval, storage, and resolutionbundled in setup packages or memorix serve
Usage guidanceTeaches an agent when and how to use Memorix without forcing memory lookup on every promptbundled or generated by memorix setup
HooksOptional capture of prompts, tool events, file edits, session lifecycle events, and native compaction checkpoints where the agent exposes thembundled or generated by memorix setup
Plugin or bundle packageInstalls plugin, compatible-bundle, or package files where the agent supports themClaude Code, Codex, CodeBuddy Code, GitHub Copilot CLI, Antigravity, OpenClaw, Hermes Agent, Oh-my-Pi, Pi
ExtensionInstalls extension files where the agent supports themGemini CLI
Local pluginInstalls local plugin files where the agent loads them directlyOpenCode
MCP/rules configWrites MCP, rules, steering, guidance, or hook config for IDEs and agents that expose those surfacesCursor, Windsurf, Kiro, Trae, DeepSeek Harness, WorkBuddy
SkillsTurns durable project knowledge into reusable task guidancememorix skills and memorix_promote
memcodeOpens the bundled terminal agent that already uses Memorix memorymemorix 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:

  • memorix CLI is the direct command surface for setup, memory search/store, Git Memory, import/export, dashboard, orchestration, diagnostics, and automation.

  • memorix serve is the stdio MCP bridge used by IDEs and coding agents. Its default tool profile is micro, so agents see only the compact core tool set.

  • memorix background start / memorix serve-http run 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 >=22.18.0

  • Git, 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, omp

memorix init is optional. It creates or updates TOML configuration:

  • ~/.memorix/config.toml for global defaults

  • <git-root>/memorix.toml for 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 --global

What 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.md guidance, 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 .codex config or change your model, approval, or sandbox settings. When Codex asks, review the plugin hook definition once with /hooks; --noHooks skips 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.json with --global, or .pi/mcp.json for project setup.

  • Cursor: writes Cursor MCP/rules/config entries in the chosen scope.

  • Gemini CLI: installs the extension package, GEMINI.md context, 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, and AGENTS.md guidance.

  • 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/memorix or .agents/plugins/memorix.

  • OpenClaw: installs an OpenClaw-compatible bundle with .mcp.json, official skills, and an OpenClaw HOOK.md/handler.ts hook pack.

  • Hermes Agent: installs into Hermes home (%LOCALAPPDATA%\hermes on native Windows, ~/.hermes elsewhere, or HERMES_HOME), enables the plugin in config.yaml, registers plugin hooks, slash/CLI commands, skills, and writes MCP config.

  • CodeBuddy Code: installs a user-scope local marketplace plugin under ~/.codebuddy/memorix-local with MCP, skills, and hooks. It does not change existing CodeBuddy model, permission, or settings files; CodeBuddy keeps third-party hook approval in its own /hooks flow.

  • Oh-my-Pi: installs an omp.extensions package with extension hook events, a memorix command, official skills, and writes MCP config.

  • DeepSeek Harness: writes a Memorix @deepseek-ai/dsh-mcp-client row into $DSH_HOME/cordis.patch.yml (default ~/.dsh/cordis.patch.yml), appends guidance to the harness AGENTS.md, and installs official skills under $DSH_HOME/skills. The row follows DSH's own shipped Memorix reference, so tools appear as mcp__memorix__*.

  • WorkBuddy: writes a Memorix MCP server row into ~/.workbuddy/mcp.json (or <project>/.workbuddy/mcp.json for project installs) and appends guidance to AGENTS.md. Tools appear as mcp__memorix__*; there is no hooks surface.

  • Grok Build: installs native lifecycle hooks under ~/.grok/hooks/memorix.json and guidance in ~/.grok/AGENTS.md. MCP stays host-owned by default; pass --mcp http to write [mcp_servers.memorix] with url = "http://localhost:3211/mcp". Project-local hooks require Grok /hooks-trust, while global hooks are trusted. Set GROK_HOME to 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 start

Then point the client at:

http://localhost:3211/mcp

In 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-run

Stop the background service and remove hooks:

memorix uninstall --background --hooks

Full cleanup:

memorix uninstall --yes --background --hooks --purge-data
npm uninstall -g memorix

memorix 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 workbench

The 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 --json

MiniMax 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> --json

memorix_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
memcode

This 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>

LayerStoresBest for
Observation Memoryfacts, gotchas, fixes, implementation notes"How does this work?"
Reasoning Memoryrationale, alternatives, constraints, risks"Why did we choose this?"
Git Memorycommit-derived engineering facts"What changed and where?"
Code Memoryfiles, symbols, import edges, and memory-to-code freshness"Which current code should I inspect first?"
Curated Long-term Memoryreviewed episodic events, stable facts, or reusable procedures with evidence"What should this agent still know or do later?"
Compact Continuityrecent 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 wantRun
Install an agent integration packagememorix setup --agent <agent> --global
Check or repair an agent integrationmemorix doctor agents --agent <agent>, memorix repair agents --agent <agent>
Manually expose stdio MCPmemorix serve
Run shared HTTP MCP plus dashboardmemorix background start
Debug HTTP MCP in the foregroundmemorix serve-http --port 3211
Inspect or manage memory directlymemorix memory, memorix reasoning, memorix session, memorix ingest, memorix media
Manage reviewed long-term memory`memorix memory long-term list
Retire memories from retrievalmemorix purge (current project), memorix purge --all --yes (everything)
Inspect native compaction continuity`memorix checkpoint list
Use the interactive terminal memory control planememorix workbench
Use the bundled terminal agentmemorix or memcode
Run orchestrated subagent workmemorix 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 pool

See 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 -d

Then open:

  • dashboard: http://localhost:3211

  • MCP: http://localhost:3211/mcp

  • health: 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 hereUse when
Docs MapYou want the shortest route to the right guide
Setup GuideInstalling, using memorix setup, choosing stdio vs HTTP
Integration SurfacesPlugin packages, MCP, project rules, hooks, and skills support
ConfigurationTOML config, model lanes, compatibility files
API ReferenceMCP tools and CLI commands
Git MemoryCommit ingestion and searchable engineering truth
DockerContainerized HTTP service
memcodeUsing the bundled terminal agent
Agent PlaybookAI-facing execution guide for install, binding, hooks, and troubleshooting
DevelopmentContributing, testing, release checks
ChangelogWhat 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 build

Community

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>

Apache 2.0

<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/KNOWN_ISSUES_AND_ROADMAP.md

Memorix 已知边界与路线图

最后审阅:2026-09-28(对照 v1.9.7 发布内容)

这份文档说明仍然成立的产品边界、风险和方向;它不是发布流水账。

  • 已发布版本和每次修复的事实,以 CHANGELOG 为准。

  • 当前正在进行的维护工作,以 ACTIVE_WORK 为准。

  • 可讨论、可订阅的后续事项,以 GitHub Open Issues 为准。


1.9.6 基础设施收口

本节记录随 v1.9.6 合并并发布的基础设施整改及其验收边界。版本号仍保持 在 1.9.x,不跳跃到 1.10。

已完成并通过回归
  • SQLite 数据库句柄采用 lease + 有上限的 LRU registry;HTTP session 有硬上限、 pending admission、过期回收和关闭释放;health 暴露 SQLite、session、runtime 与 event-loop 指标。

  • MCP modern bridge 按请求创建协议 server,按项目复用有界 business runtime; legacy business store 入口有串行门,避免跨项目并发切换污染。

  • Task Continuity 采用 requirement -> verification -> evidence -> outcome 的 可更新验证项语义,支持 validated-with-risks、幂等键、状态替换和 immediate transaction 上限保护。

  • Orchestrator 记录脱敏的 effect ledger 与结构化 trace,标记成功、失败、未知和 重放要求;Memory Quality Gate 覆盖命中、精度、隔离、过期拒绝、延迟、RSS、 token 预算和失败归因。

  • npm run lint、npm run build、npm run gate:memory-quality、全量 Vitest 与现代 MCP/HTTP 集成回归均通过;本轮没有待处理的发布阻塞缺口。

明确保留的产品边界
  • SQLite 底层仍是同步 API;本轮通过 runtime 串行门、资源上限、event-loop 指标和 quality gate 控制风险,没有虚假宣称已经异步化。

  • 协议层 modern MCP 保持 stateless;官方 SDK 的每请求 server 生命周期与业务 runtime 复用是两个不同层次,Durable Tasks 仍按既有契约不支持。

  • Memory Quality Gate 是确定性本地基准和回归门,不把一次通过误报成所有模型、 所有项目规模下的检索质量保证。


1.9.5 历史发布结论与剩余后续项

v1.9.5 已发布,版本标签为 658231f;1.9.x 容量维护已通过 #306 合入当前主线 3a3dd49。本节保留发布证据和仍有外部依赖的事项,不再把 已完成的门槛伪装成未完成工作。

发布门槛
优先级项目当前结论1.9.5 完成标准
P1HTTP 控制面安全与生命周期已完成并随 v1.9.5 发布。回环默认、非回环显式安全策略、请求体上限、监听失败、后台清理、HTTP/SQLite 关闭和真实 smoke 均通过。
P1项目隔离已完成并随 v1.9.5 发布。图谱实体/边按项目存储,Dashboard/MCP 查询、替换、删除和旧 JSONL 迁移测试通过。
P1迁移失败语义已完成并随 v1.9.5 发布。legacy observations/subdirectories 具备锁和原子写入;坏 JSON fail-closed,不伪装成空库。
P1Store / SQLite 生命周期已完成;本轮容量切片补齐了缓存、查询和维护保留边界,没有已知发布阻塞。SDK 同目录引用计数、sync ID/tombstone、活锁保护、关闭路径、多实例与容量回归通过。
P2内存与容量边界已完成并通过 #306 合入主线;压力验证也纳入本轮回归。TeamStore SQL 查询上限、failed job 30 天保留、三类 embedding cache 字节预算、HTTP project/store cache 驱逐均已有代码和回归覆盖。
P1发布契约已完成并随 v1.9.5 发布。tag/version/commit 校验、npm 传播等待、check-only prepublish、npm 和 MCP Registry 发布均已验证。
新 issue / PR 处置
  • #301 / #303:已通过 #305 合并并随 v1.9.5 发布;原 PR 已标记为 superseded。

  • #302 / #304:已通过 #305 合并并随 v1.9.5 发布;原 PR 已标记为 superseded。

  • #300:Atlas Cloud 是可选 provider;当前收口分支补齐了配置隔离和完整 CI,确认后合入 1.9.x,不改变默认 provider。

  • #297:外部 awesome-list 收录请求,需按对方仓库的贡献流程处理,不是 Memorix 代码阻塞。

  • #283:已完成文档收口;OrcaRouter 通过现有 OpenAI-compatible base_url 配置使用,不需要新 provider 枚举。

  • #49 与 #3:外部集成提案;当前没有可验证的宿主身份/Hook 契约,不纳入本轮维护代码。


当前产品边界

Memorix 是本地优先、可插拔的 Agent Memory 系统。它给不同 Agent 或同一 Agent 的新会话提供同一个项目记忆层,并把 CLI 作为最完整、最稳定的控制面;MCP 是面向 Agent 的受控入口,而不是唯一入口。

当前版本已经包括:

  • 项目记忆、会话续接、任务透镜和按需展开的上下文;

  • 代码状态、知识库 / Wiki、知识图谱投影和工作流记录;

  • 受控的本地媒体资产库,可显式导入图片、音频、视频和 PDF,并保留来源、哈希、配额和删除审计;

  • 多 Agent 集成、hook、doctor / repair,以及可选择的后台维护;

  • SQLite 规范存储、可见性边界、保留策略和清理审计。

这些能力并不等于“任何数据都会被自动收集”或“所有媒体都已经被模型理解”。Memorix 的默认边界是显式、可追溯、可清理,避免把无关聊天、任意本地文件或有成本的模型调用悄悄写入长期记忆。


仍需注意的边界

主题现状使用建议
项目绑定没有可靠工作区根目录时,MCP 会等待显式根目录、MCP Roots 或会话启动,而不会猜测上一个项目。这是防止跨项目读写的安全边界;首次接入时按客户端的项目根目录配置即可。
向量与外部模型可选嵌入提供商、网络和首次模型准备会影响写入或检索延迟。不要把外部 API 的瞬时可用性当作本地数据是否已写入的唯一判断;先用 memorix status / doctor 看状态。
媒体记忆已有受控附件和元数据/向量基础,PDF 文本提取与音频转写是显式的受控派生链路;视频语义提取仍不是默认的全自动链路。只导入确实需要长期复用的资产;不要把截图或工具输出当作默认记忆来源。
图谱与 Wiki它们是从规范记忆和代码状态生成的可追溯投影,不是可任意编辑的 GraphRAG 数据库。先写清楚有来源的知识和决策,让投影自然形成关联;不要把图谱当作另一份手工真相。
Agent 集成上游客户端会改变 hook、MCP、配置文件和权限模型。使用 memorix doctor agents 诊断,优先让 setup / repair 做非破坏性修复。
大规模数据保留、归档、去重和检索预算已存在,但上万至百万级数据仍需要按项目负载做容量验证。为高增长项目配置明确的保留与清理策略,并关注 Dashboard / CLI 的审计信息。

公开路线

1. 稳定性与可操作性
  • 继续以 Windows、macOS/Linux、CLI、MCP、后台服务和全新安装作为发布门槛;

  • 保持 MCP 工具面小而按需展开,CLI 保持完整的管理和恢复能力;

  • 让配置迁移、诊断、修复和清理保持非破坏性、可解释、可回退。

2. 记忆质量与知识工作区
  • 提高“新会话接手”时的相关性:先给简短进度卡,再按任务取详情;

  • 统一保留状态、归档、检索预算和 Dashboard 的解释,避免同一条记忆在不同入口显示不同状态;

  • 继续发展代码状态、知识库、Wiki、图谱和工作流之间的可追溯关联,而不是重复堆叠文本摘要。

3. 受控的多模态派生能力
  • 继续在现有资产生命周期之上评估视频语义派生,保持与 PDF/音频派生相同的来源、成本边界、配额、删除联动和重建路径;

  • 每一类派生都必须有来源、成本边界、配额、删除联动和重建路径;

  • 不把“接受任意 URL / 任意文件”误宣传为完整多模态 RAG。

4. Agent 生态与研究
  • 跟进受用户需求推动的集成,例如 Qwen 自动 hooks 与 持久化 Agent 身份;

  • 独立推进记忆能力的实证研究,例如模型能力如何改变项目记忆收益与伤害边界,不把研究假设当作产品已经证明的效果。

  • DeepSeek Harness 支持已随 memorix setup --agent dsh 发布:写入 MCP 行($DSH_HOME/cordis.patch.yml,默认 ~/.dsh/cordis.patch.yml)、AGENTS.md 使用规范与官方 skills;工具以 mcp__memorix__* 形式出现。


贡献与验证原则

贡献会先检查三件事:是否符合当前存储/可见性/生命周期边界,是否能由 CLI 与 MCP 一致地使用,是否有可重复的测试或人工验证证据。功能方向有价值但架构已演进的 PR 会保留作者署名,并通过公开后续 Issue 延续,而不是悄悄重写或吞掉成果。

历史版本、已解决问题和详细发布日期请查看 CHANGELOG。

512 files · 453 not served here

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 calls
  • plugins/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 serve
  • plugins/claude/memorix/.mcp.json (memorix): memorix serve --mode lite
  • plugins/codebuddy/memorix/.mcp.json (memorix): memorix serve --mode lite
  • plugins/codex/memorix/.mcp.json (memorix): memorix serve --mode lite
  • plugins/copilot/memorix/.mcp.json (memorix): memorix serve --mode lite
  • plugins/gemini/memorix/gemini-extension.json (memorix): memorix serve --mode lite
  • plugins/openclaw/memorix/.mcp.json (memorix): memorix serve --mode lite

Hooks (20)

  • plugins/claude/memorix/hooks/hooks.json (SessionStart): memorix hook
  • plugins/claude/memorix/hooks/hooks.json (PostToolUse): memorix hook
  • plugins/claude/memorix/hooks/hooks.json (UserPromptSubmit): memorix hook
  • plugins/claude/memorix/hooks/hooks.json (PreCompact): memorix hook
  • plugins/claude/memorix/hooks/hooks.json (Stop): memorix hook
  • plugins/codebuddy/memorix/hooks/hooks.json (SessionStart): memorix hook --agent codebuddy
  • plugins/codebuddy/memorix/hooks/hooks.json (UserPromptSubmit): memorix hook --agent codebuddy
  • plugins/codebuddy/memorix/hooks/hooks.json (PostToolUse): memorix hook --agent codebuddy
  • plugins/codebuddy/memorix/hooks/hooks.json (PreCompact): memorix hook --agent codebuddy
  • plugins/codebuddy/memorix/hooks/hooks.json (Stop): memorix hook --agent codebuddy
  • plugins/codex/memorix/hooks/hooks.json (SessionStart): memorix hook --agent codex
  • plugins/codex/memorix/hooks/hooks.json (PostToolUse): memorix hook --agent codex
  • plugins/codex/memorix/hooks/hooks.json (UserPromptSubmit): memorix hook --agent codex
  • plugins/codex/memorix/hooks/hooks.json (PreCompact): memorix hook --agent codex
  • plugins/codex/memorix/hooks/hooks.json (Stop): memorix hook --agent codex
  • plugins/copilot/memorix/hooks/hooks.json (sessionStart): memorix hook --agent copilot
  • plugins/copilot/memorix/hooks/hooks.json (sessionEnd): memorix hook --agent copilot
  • plugins/copilot/memorix/hooks/hooks.json (userPromptSubmitted): memorix hook --agent copilot
  • plugins/copilot/memorix/hooks/hooks.json (postToolUse): memorix hook --agent copilot
  • plugins/copilot/memorix/hooks/hooks.json (preCompact): memorix hook --agent copilot

Binaries (5)

  • packages/memcode/examples/extensions/doom-overlay/doom/build/doom.wasm: ships native binaries
  • packages/tui/native/darwin/prebuilds/darwin-arm64/darwin-modifiers.node: ships native binaries
  • packages/tui/native/darwin/prebuilds/darwin-x64/darwin-modifiers.node: ships native binaries
  • packages/tui/native/win32/prebuilds/win32-arm64/win32-console-mode.node: ships native binaries
  • packages/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
GitHub avatar of AVIDS2AVIDS2
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