SeekDB Memory

Cloud-native persistent memory for OpenClaw agents. Auto-captures facts after conversations, auto-recalls relevant context before each reply. Hybrid search (vector + fulltext + RRF + rerank), query rewrite, experience learning — all behind one API key. Use this when the agent needs long-term memory, persistent context, or cross-session recall.

SeekDB Memory — Cloud-Native Agent Memory

Persistent long-term memory for OpenClaw agents. Once the m0 plugin is installed, your agent automatically remembers facts across conversations and recalls relevant context before each reply.

What It Does

Capability	How It Works
Auto-Capture	After each conversation, extracts key facts via LLM and stores them in the cloud
Auto-Recall	Before each reply, searches for relevant memories and injects them as context
Hybrid Search	Vector similarity (HNSW) + fulltext (BM25) + RRF fusion + rerank
Query Rewrite	Resolves pronouns, splits compound questions, expands keywords
Experience Learning	Distills successful tool-use patterns into reusable recipes
Cross-Device	Cloud-native — memories are available from any device, no sync needed

Memory Tools

Use these tools to manage the agent's long-term memory:

memory_recall

Search memories by semantic similarity. Returns the most relevant memories.

text

memory_recall query="user's preferred programming language" limit=5

Use when:

• The user asks about something discussed in a previous conversation
• You need context about user preferences, past decisions, or facts
• The user references something with "last time", "before", "remember when"

memory_store

Save an important fact, preference, or decision to long-term memory.

text

memory_store text="User prefers TypeScript over JavaScript for all new projects" metadata={"category": "preference", "importance": 0.9}

Use when:

• The user states a preference ("I always use...", "I prefer...")
• A decision is made ("Let's go with...", "We decided...")
• The user corrects you ("Actually, it's...", "No, I meant...")
• Important facts are shared (deadlines, names, project details)

memory_forget

Delete a specific memory by ID.

text

memory_forget id=42

Use when:

• The user asks to forget something
• A memory is outdated or incorrect
• Cleaning up duplicate memories

Automatic Behavior

With default configuration, the agent does NOT need to call tools manually for basic memory operations:

1. Before each conversation: The m0 plugin automatically searches for relevant memories based on the user's message and injects them as context. The agent sees them as <relevant-memories> in the prompt.

2. After each conversation: The m0 plugin automatically extracts key facts from the conversation and stores them. No manual memory_store needed for routine facts.

3. Manual tools are for explicit user requests ("remember this", "forget that", "what did I say about X?").

Experience System

The m0 plugin tracks successful tool-use patterns and distills them into reusable experiences.

experience_detail

View the full description of a distilled experience.

text

experience_detail id=7

Experiences are automatically injected alongside memories when relevant. They help the agent avoid repeating mistakes and reuse proven approaches.

Best Practices

1. Don't over-store: Auto-capture handles routine facts. Only use memory_store for high-importance items the user explicitly wants remembered.
2. Use metadata: Add category (preference, decision, fact, deadline) and importance (0.0-1.0) to help with retrieval.
3. Trust auto-recall: Don't call memory_recall at the start of every conversation — the plugin already injects relevant context automatically.
4. Respect forget requests: When a user says "forget X", use memory_forget immediately.

Setup

If the m0 plugin is not yet installed, run the setup skill:

text

/openclaw-m0-setup

Or install manually:

bash

openclaw add m0

Then configure in ~/.openclaw/openclaw.json:

json

{
  "plugins": {
    "entries": {
      "m0": {
        "enabled": true,
        "config": {
          "apiKey": "ak_your_key_here",
          "baseUrl": "https://your-endpoint",
          "autoCapture": true,
          "autoRecall": true,
          "recallLimit": 10
        }
      }
    }
  }
}

Requirements

• OpenClaw >= 2026.2.2
• m0 plugin installed and configured with a valid API key