Tool Validation
~2 min read
Concept & How It Works
Why Does It Exist?
LLMs produce malformed JSON, wrong types, and dangerous inputs. Validation is the last gate before a tool touches production systems.
Real-World Analogy
Tool validation is airport security — even if you have a ticket (tool call), your bag (arguments) gets scanned before boarding.
Visual Workflows
What is Tool Validation?
Example
Scenario
The LLM calls delete_file(path='/etc/passwd'). Validation rejects: path outside allowed /workspace directory.
Solution
In Tool Calling & Function Calling, apply Tool Validation to this scenario: The LLM calls delete_file(path='/etc/passwd'). Identify the inputs, run the technique, validate the output, and note one thing you would monitor in production.
Practice Task
Do this before moving to the next module — reading alone is not enough.
Open the Code Walkthrough below and run it locally. Change one parameter related to Tool Validation (e.g. model, temperature, top_k, or tool name), observe the difference in output, and write 2–3 sentences explaining what changed.
Code Walkthrough
Highlighted lines show where Tool Validation happens in the code.
1def validate_and_run(tool_name, args, registry): # define a reusable function2 schema = registry.get_schema(tool_name) # key line for Tool Validation3 errors = jsonschema.validate(args, schema)4 if errors:5 return {"error": f"Invalid args: {errors}"} # return the result6 if tool_name == "delete_file" and not args["path"].startswith("/workspace/"): # key line for Tool Validation7 return {"error": "Path not allowed"} # return the result8 return registry.execute(tool_name, args) # return the resultCommands to Remember
Commands to Remember
client.chat.completions.create(..., tools=[...]) # pass tool schemas to APIjson.loads(response.choices[0].message.tool_calls[0].function.arguments) # parse tool argspip install pydantic # validate tool inputs with schemas
Common Mistakes
- Treating Tool Validation as a black box without evaluation
- Ignoring cost and latency in production
- Skipping error handling for tool validation
Cheat Sheet
Quick recap — the most important points from this module.
Cheat Sheet
quick ref- •Tool Validation
- •JSON Schema
- •Sandboxing
- •Allowlist