diff --git a/README.md b/README.md
index a67a38a4..01be8b1b 100644
--- a/README.md
+++ b/README.md
@@ -13,7 +13,7 @@
-
+
@@ -63,7 +63,7 @@ npm install @memorilabs/memori
```
-
+
Python SDK
```bash
@@ -106,7 +106,7 @@ async function main() {
```
-
+
Python SDK
```python
@@ -153,16 +153,18 @@ Read the [benchmark overview](docs/memori-cloud/benchmark/overview.mdx), see the
## OpenClaw (Persistent Memory for Your Gateway)
-By default, OpenClaw agents forget everything between sessions. The Memori plugin fixes that. It captures durable facts and preferences after each conversation, then injects the most relevant context back into future prompts automatically.
+By default, OpenClaw agents forget everything between sessions. The Memori plugin fixes that. It automatically captures structured memory from conversation and agent execution after each turn — including tool calls, decisions, and outcomes — and makes it available for agents to recall on demand.
-No changes to your agent code or prompts are required. The plugin hooks into OpenClaw's lifecycle, so you get structured memory, Intelligent Recall, and Advanced Augmentation with a drop-in plugin.
+No changes to your agent code or prompts are required. The plugin hooks into OpenClaw's lifecycle, so you get structured memory, agent-controlled recall, and Advanced Augmentation with a drop-in plugin.
```bash
openclaw plugins install @memorilabs/openclaw-memori
openclaw plugins enable openclaw-memori
-openclaw config set plugins.entries.openclaw-memori.config.apiKey "YOUR_MEMORI_API_KEY"
-openclaw config set plugins.entries.openclaw-memori.config.entityId "your-app-user-id"
+openclaw memori init \
+ --api-key "YOUR_MEMORI_API_KEY" \
+ --entity-id "your-app-user-id" \
+ --project-id "my-project"
openclaw gateway restart
```
@@ -218,7 +220,7 @@ mem.attribution("12345", "my-ai-bot");
```
-
+
Python SDK
```python
@@ -242,7 +244,7 @@ mem.setSession(sessionId);
```
-
+
Python SDK
```python