Omem

安装配置

{
    "mcpServers": {
        "ourmem": {
            "command": "npx",
            "args": [
                "-y",
                "@ourmem/mcp"
            ],
            "env": {
                "OMEM_API_URL": "https://api.ourmem.ai",
                "OMEM_API_KEY": "your-api-key"
            }
        }
    }
}

README 摘要

OMEM Shared Memory That Never Forgets English | 简体中文 --- ## The Problem Your AI agents have amnesia — and they work alone. - 🧠 **Amnesia** — every session starts from zero. Preferences, decisions, context — all gone. - 🏝️ **Silos** — your Coder agent can't access what your Writer agent learned. - 📁 **Local lock-in** — memory tied to one machine. Switch devices, lose everything. - 🚫 **No sharing** — team agents can't share what they know. Every agent re-discovers the same things. - 🔍 **Dumb recall** — keyword match only. No semantic understanding, no relevance ranking. - 🧩 **No collective intelligence** — even when agents work on the same team, there's no shared knowledge layer. **ourmem fixes all of this.** ## What is ourmem ourmem gives AI agents shared persistent memory — across sessions, devices, agents, and teams. One API key reconnects everything. 🌐 **Website:** [ourmem.ai](https://ourmem.ai) ### 🧑‍💻 I use AI coding tools Install the plugin for your platform. Memory works automatically — your agent recalls past context on session start and captures key info on session end. **→ Jump to [Quick Start](#quick-start)** ### 🔧 I'm building AI products REST API with 48+ endpoints. Docker one-liner for self-deploy. Embed persistent memory into your own agents and workflows. **→ Jump to [Self-Deploy](#self-deploy)** ## Core Capabilities 🔗 Shared Across Boundaries Three-tier Spaces — Personal, Team, Organization — let knowledge flow across agents and teams with full provenance tracking. 🧠 Never Forget Weibull decay model manages the memory lifecycle — core memories persist, peripheral ones gracefully fade. No manual cleanup. 🔍 Deep Understanding 11-stage hybrid retrieval: vector search, BM25, RRF fusion, cross-encoder reranking, and MMR diversity for precise recall. ⚡ Smart Evolution 7-decision reconciliation — CREATE, MERGE, SUPERSEDE, SUPPORT, CONTEXTUALIZE, CONTRADICT, or SKIP — makes memories smarter over time. 📖 **[Memory Pipeline Architecture](docs/PIPELINE.md)** — Technical deep-dive into how ourmem stores, retrieves, and evolves memories. 🔗 **[Memory Sharing Architecture](docs/SHARING.md)** — How memories flow across agents and teams: sharing, provenance, versioning, and cross-space search. ## Feature Overview | Category | Feature | Details | |----------|---------|---------| | **Platforms** | 4 platforms | OpenCode, Claude Code, OpenClaw, MCP Server | | **Sharing** | Space-based sharing | Personal / Team / Organization with provenance | | | Provenance tracking | Every shared memory carries full lineage | | | Quality-gated auto-sharing | Rules fire on memory creation (async, non-blocking) | | | Vector-enabled shared copies | Shared copies carry source vector embeddings for full search | | | Idempotent sharing | Re-sharing returns existing copy (no duplicates) | | | Version tracking | Memories track version counter, shared copies detect staleness via `?check_stale=true` | | | Re-share stale copies | Refresh outdated shared copies with latest source content and vector | | | Convenience sharing | One-step cross-user share (`share-to-user`) and bulk share (`share-all-to-user`) with auto-bridging | | | Organization management | One-step org creation (`org/setup`) and publish (`org/publish`) with auto-share rules | | | Cross-space search | Search across all accessible spaces at once | | **Ingestion** | Smart dedup | 7 decisions: CREATE, MERGE, SKIP, SUPERSED...