Add schema printing to memory tools notebook for debugging

Print the args_schema for each memory tool to verify the schema matches
what the LLM is expected to send.

Author: abrookins

python-recipes/context-engineering/=0.12.3

@@ -0,0 +1,16 @@
+Requirement already satisfied: agent-memory-client in /Users/andrew.brookins/.pyenv/versions/3.12.8/lib/python3.12/site-packages (0.12.2)
+Requirement already satisfied: httpx>=0.25.0 in /Users/andrew.brookins/.pyenv/versions/3.12.8/lib/python3.12/site-packages (from agent-memory-client) (0.28.1)
+Requirement already satisfied: pydantic>=2.0.0 in /Users/andrew.brookins/.pyenv/versions/3.12.8/lib/python3.12/site-packages (from agent-memory-client) (2.10.3)
+Requirement already satisfied: python-ulid>=3.0.0 in /Users/andrew.brookins/.pyenv/versions/3.12.8/lib/python3.12/site-packages (from agent-memory-client) (3.1.0)
+Requirement already satisfied: anyio in /Users/andrew.brookins/.pyenv/versions/3.12.8/lib/python3.12/site-packages (from httpx>=0.25.0->agent-memory-client) (4.9.0)
+Requirement already satisfied: certifi in /Users/andrew.brookins/.pyenv/versions/3.12.8/lib/python3.12/site-packages (from httpx>=0.25.0->agent-memory-client) (2025.6.15)
+Requirement already satisfied: httpcore==1.* in /Users/andrew.brookins/.pyenv/versions/3.12.8/lib/python3.12/site-packages (from httpx>=0.25.0->agent-memory-client) (1.0.9)
+Requirement already satisfied: idna in /Users/andrew.brookins/.pyenv/versions/3.12.8/lib/python3.12/site-packages (from httpx>=0.25.0->agent-memory-client) (3.10)
+Requirement already satisfied: h11>=0.16 in /Users/andrew.brookins/.pyenv/versions/3.12.8/lib/python3.12/site-packages (from httpcore==1.*->httpx>=0.25.0->agent-memory-client) (0.16.0)
+Requirement already satisfied: annotated-types>=0.6.0 in /Users/andrew.brookins/.pyenv/versions/3.12.8/lib/python3.12/site-packages (from pydantic>=2.0.0->agent-memory-client) (0.7.0)
+Requirement already satisfied: pydantic-core==2.27.1 in /Users/andrew.brookins/.pyenv/versions/3.12.8/lib/python3.12/site-packages (from pydantic>=2.0.0->agent-memory-client) (2.27.1)
+Requirement already satisfied: typing-extensions>=4.12.2 in /Users/andrew.brookins/.pyenv/versions/3.12.8/lib/python3.12/site-packages (from pydantic>=2.0.0->agent-memory-client) (4.14.0)
+Requirement already satisfied: sniffio>=1.1 in /Users/andrew.brookins/.pyenv/versions/3.12.8/lib/python3.12/site-packages (from anyio->httpx>=0.25.0->agent-memory-client) (1.3.1)
+
+[notice] A new release of pip is available: 24.3.1 -> 25.2
+[notice] To update, run: pip install --upgrade pip

python-recipes/context-engineering/notebooks/section-3-memory/04_memory_tools.ipynb

@@ -181,7 +181,9 @@
         "\n",
         "print(\"Available memory tools:\")\n",
         "for tool in memory_tools:\n",
-        "    print(f\"  - {tool.name}: {tool.description[:80]}...\")\n",
+        "    print(f\"\\n  - {tool.name}: {tool.description[:80]}...\")\n",
+        "    if hasattr(tool, 'args_schema') and tool.args_schema:\n",
+        "        print(f\"    Schema: {tool.args_schema.model_json_schema()}\")\n",
         "\n",
         "print(f\"\\n✅ Got {len(memory_tools)} LangChain tools from memory client\")"
       ]