docs: fix Honcho tool names and add CLI commands

docs/concepts/memory-honcho.md

@@ -31,19 +31,18 @@ Honcho registers tools that the agent can use during conversation:
 
 **Data retrieval (fast, no LLM call):**
 
-| Tool             | What it does                             |
-| ---------------- | ---------------------------------------- |
-| `honcho_session` | Conversation history and summaries       |
-| `honcho_profile` | User profile with key facts              |
-| `honcho_search`  | Semantic search over past observations   |
-| `honcho_context` | Full user representation across sessions |
+| Tool                        | What it does                                           |
+| --------------------------- | ------------------------------------------------------ |
+| `honcho_context`            | Full user representation across sessions               |
+| `honcho_search_conclusions` | Semantic search over stored conclusions                |
+| `honcho_search_messages`    | Find messages across sessions (filter by sender, date) |
+| `honcho_session`            | Current session history and summary                    |
 
 **Q&A (LLM-powered):**
 
-| Tool             | What it does                                 |
-| ---------------- | -------------------------------------------- |
-| `honcho_recall`  | Factual questions with minimal reasoning     |
-| `honcho_analyze` | Complex synthesis requiring deeper reasoning |
+| Tool         | What it does                                                              |
+| ------------ | ------------------------------------------------------------------------- |
+| `honcho_ask` | Ask about the user. `depth='quick'` for facts, `'thorough'` for synthesis |
 
 ## Getting started
 
@@ -112,8 +111,18 @@ Honcho and the builtin memory system can work together. When QMD is configured,
 additional tools become available for searching local Markdown files alongside
 Honcho's cross-session memory.
 
+## CLI commands
+
+```bash
+openclaw honcho setup                        # Configure API key and migrate files
+openclaw honcho status                       # Check connection status
+openclaw honcho ask <question>               # Query Honcho about the user
+openclaw honcho search <query> [-k N] [-d D] # Semantic search over memory
+```
+
 ## Further reading
 
+- [Plugin source code](https://github.com/plastic-labs/openclaw-honcho)
 - [Honcho documentation](https://docs.honcho.dev)
 - [Honcho OpenClaw integration guide](https://docs.honcho.dev/v3/guides/integrations/openclaw)
 - [Memory](/concepts/memory) -- OpenClaw memory overview