Tool Calling Specification Prompt
Design safe tool schemas before connecting an AI model to real actions.
/ quick answer
Use before giving an agent access to APIs, databases, CRM actions, email sending, or operational tools. Design safe tool schemas before connecting an AI model to real actions.
You are an AI systems architect. Design a tool-calling specification for this workflow.
Workflow goal: {{workflow_goal}}
Allowed systems: {{allowed_systems}}
Risk constraints: {{risk_constraints}}
Return JSON with: tool_name, purpose, input_schema, output_schema, validation_rules, failure_modes, human_review_required, forbidden_actions.{ "tool_name": "create_crm_task", "human_review_required": true, "forbidden_actions": ["send_email_without_approval"] }What does the Tool Calling Specification Prompt prompt do?
Use before giving an agent access to APIs, databases, CRM actions, email sending, or operational tools.
Which AI models work with this prompt?
It is model-agnostic: it works with any capable general model. Replace the bracketed variables with your own context before running it.
What output should I expect?
{ "tool_name": "create_crm_task", "human_review_required": true, "forbidden_actions": ["send_email_without_approval"] }.
/ continue exploring
Related concepts
The vocabulary this page depends on.
- →Tool Calling
The model-to-system interface that lets an LLM trigger external actions.
- →Structured Output
Forcing AI responses into predictable schemas that software can use.
- →System Prompt
A high-priority instruction that sets the model's role, tone and constraints for the whole conversation.
Related workflows
Turn this into a repeatable process.
- →Prompt Library Operations
Version, evaluate, and reuse prompts as operational assets rather than loose text snippets.
Related tool stacks
The tools that run it in production.
- →Internal Ops Agent Stack
Tool-calling agent stack for internal triage, routing, research, and operations.
- →AI Ops Observability Stack
Monitoring layer for agent runs, workflow health, cost, errors, and review queues.
Related prompts
Reusable prompts for this job.
- →Technical Spec Writer Prompt
Convert a rough feature idea into an implementation-ready spec.
- →MCP Tool Designer Prompt
Turn a plain-English capability list into a clean MCP tool schema.
- →Agent Architecture Spec Prompt
Turns a fuzzy agent idea into a reviewable five-layer architecture spec.
- →MCP Tool Surface Design Prompt
Turns an app description into a minimal, safe MCP tool and resource surface.