diff --git a/README.md b/README.md
index 7deaaf5..ff8e067 100644
--- a/README.md
+++ b/README.md
@@ -276,10 +276,31 @@ npx pmll-memory-mcp
 # Via npm
 npm install -g pmll-memory-mcp
 pmll-memory-mcp          # starts the stdio MCP server
+
+# Via pip (Python ≥ 3.11)
+pip install pmll-memory-mcp
+```
+
+To install a specific version via pip, use one of the following commands:
+
+```bash
+pip install pmll-memory-mcp==0.1.0
+pip install pmll-memory-mcp==0.2.0
 ```
 
+> **Notes:**
+> - If you run both commands, the second will upgrade/replace 0.1.0 with 0.2.0 (you'll end up on 0.2.0).
+> - To switch versions, explicitly install the version you want (or uninstall first):
+>
+> ```bash
+> pip uninstall -y pmll-memory-mcp
+> pip install pmll-memory-mcp==0.1.0
+> ```
+
 ### Claude Desktop / MCP config
 
+#### NPX
+
 ```json
 {
   "mcpServers": {
@@ -291,6 +312,18 @@ pmll-memory-mcp          # starts the stdio MCP server
 }
 ```
 
+#### pip
+
+```json
+{
+  "mcpServers": {
+    "pmll-memory-mcp": {
+      "command": "pmll-memory-mcp"
+    }
+  }
+}
+```
+
 #### Docker
 
 ```json
diff --git a/mcp/README.md b/mcp/README.md
index 6c9ec4c..df586f1 100644
--- a/mcp/README.md
+++ b/mcp/README.md
@@ -87,6 +87,36 @@ npm install -g pmll-memory-mcp
 pmll-memory-mcp          # starts the stdio MCP server
 ```
 
+### Via pip (Python ≥ 3.11)
+
+```bash
+pip install pmll-memory-mcp
+```
+
+To install a specific version, use one of the following commands:
+
+```bash
+pip install pmll-memory-mcp==0.1.0
+pip install pmll-memory-mcp==0.2.0
+```
+
+> **Notes:**
+> - If you run both commands, the second will upgrade/replace 0.1.0 with 0.2.0 (you'll end up on 0.2.0).
+> - To switch versions, explicitly install the version you want (or uninstall first):
+>
+> ```bash
+> pip uninstall -y pmll-memory-mcp
+> pip install pmll-memory-mcp==0.1.0
+> ```
+
+Once installed, start the server with:
+
+```bash
+pmll-memory-mcp          # stdio transport (default)
+# or
+python -m pmll_memory_mcp.server
+```
+
 ### Claude Desktop / MCP config (`claude_desktop_config.json`)
 
 #### NPX
@@ -102,6 +132,18 @@ pmll-memory-mcp          # starts the stdio MCP server
 }
 ```
 
+#### pip
+
+```json
+{
+  "mcpServers": {
+    "pmll-memory-mcp": {
+      "command": "pmll-memory-mcp"
+    }
+  }
+}
+```
+
 #### Docker
 
 ```json
@@ -167,6 +209,18 @@ Add to `.vscode/mcp.json` (or open **MCP: Open User Configuration** from the Com
 }
 ```
 
+#### pip
+
+```json
+{
+  "servers": {
+    "pmll-memory-mcp": {
+      "command": "pmll-memory-mcp"
+    }
+  }
+}
+```
+
 #### Docker
 
 ```json