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12 changes: 6 additions & 6 deletions README.md
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Expand Up @@ -32,7 +32,7 @@ palaia gives your agents a persistent, searchable knowledge store. They save wha
- Not a chatbot or prompt manager
- Not a cloud service (everything runs locally)
- Not a vector database you manage yourself (it manages itself)
- Not limited to one tool — fully autonomous on OpenClaw and Claude Code, MCP-compatible with any other client
- Not limited to one tool — works across OpenClaw, Claude Code, and any MCP client

---

Expand All @@ -43,7 +43,7 @@ palaia gives your agents a persistent, searchable knowledge store. They save wha
| **Agents remember across sessions** | Knowledge survives restarts, tool switches, and team handoffs |
| **Find anything by meaning** | Hybrid BM25 + vector search across 6 embedding providers |
| **Zero-config local setup** | SQLite with native SIMD vector search — no separate database process |
| **Works everywhere via MCP** | Fully autonomous on OpenClaw and Claude Code, MCP-compatible with any other client |
| **Works everywhere via MCP** | OpenClaw and Claude Code: paste a prompt, done. Claude Desktop, Cursor, any MCP host: manual config. |
| **Multi-agent ready** | Private, team, and public scopes — agents see what they should |
| **Agent isolation** | `--isolated` mode for strict per-agent memory boundaries |
| **Crash-safe by default** | SQLite WAL mode survives power loss, kills, OOM |
Expand All @@ -55,16 +55,16 @@ palaia gives your agents a persistent, searchable knowledge store. They save wha

## Comparison

| Feature | palaia | claude-mem | Mem0 | Claude Built-in Memory |
|---------|--------|-----------|------|------------------------|
| Feature | palaia | claude-mem | Mem0 | OpenClaw Built-in |
|---------|--------|-----------|------|-------------------|
| Local-first | Yes | Yes | No (cloud) | Yes |
| Cross-tool (MCP) | Yes (any MCP client) | No (Claude Code only) | No | No |
| Cross-tool (MCP) | Yes (any MCP client) | No (Claude Code only) | No | No (OpenClaw only) |
| Native Vector Search | sqlite-vec / pgvector | ChromaDB (separate) | Cloud | No |
| Structured Types | memory/process/task | decisions/bugfixes | No | No |
| Multi-Agent Scopes | private/team/public | No | Per-user | No |
| Smart Tiering | HOT/WARM/COLD | No | No | No |
| Embedding Providers | 6 (configurable) | 1 (fixed) | Cloud | None |
| Open Source | MIT | AGPL-3.0 | Partial | N/A |
| Open Source | MIT | AGPL-3.0 | Partial | MIT |
| Crash-safe (WAL) | Yes | Partial | N/A | No |

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4 changes: 2 additions & 2 deletions docs/getting-started.md
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## Installation

### With OpenClaw (recommended)
### With OpenClaw

Copy this prompt into your OpenClaw agent's chat:

Expand Down Expand Up @@ -31,7 +31,7 @@ After restart, read the CLAUDE.md and follow its instructions.

See [Claude Code Integration](claude-code.md) for details.

### With MCP (Claude Desktop, Cursor)
### Other MCP Clients (Claude Desktop, Cursor)

```bash
pip install "palaia[mcp,fastembed]"
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2 changes: 1 addition & 1 deletion docs/mcp.md
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# MCP Server

palaia works as a standalone MCP memory server for Claude Desktop, Cursor, and any MCP-compatible host. **No OpenClaw required** — palaia as a standalone memory layer.
palaia includes an MCP memory server that works with any MCP-compatible host. Claude Code uses it via `palaia setup claude-code` (see [Claude Code docs](claude-code.md)). For Claude Desktop, Cursor, and other MCP hosts, add the config manually as described below.

## Installation

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