structured-output-and-tool-calling
CommunityEnsure reliable structured output and tool calls from LLMs
Authorjpoindexter
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill ensures that LLMs provide structured, valid output and reliably execute tool calls, reducing errors and ensuring reliable data processing and actions.
Core Features & Use Cases
- Constrained Decoding: Enforces structural validity in JSON output.
- Validation & Repair Loop: Validates and repairs output for semantic validity.
- Idempotency & Fallbacks: Ensures retries don't lead to unintended effects and provides fallbacks for errors.
- Tool Contracts: Defines clear contracts for tool calls to LLMs.
- Idempotency Keys: Ensures write actions are safe to retry.
- Evals for Reliability: Continuously evaluates output for accuracy.
- Use Case: Ideal for scenarios where LLMs are integrated with databases, APIs, or other tools, requiring reliable and structured data exchange.
Quick Start
Use the structured-output-and-tool-calling skill to validate and process JSON output from the LLM response with 'validate_response --input "input_data.json"'
Dependency Matrix
Required Modules
None requiredComponents
scriptsreferences
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: structured-output-and-tool-calling Download link: https://github.com/jpoindexter/design-and-ai-skills/archive/main.zip#structured-output-and-tool-calling Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 620,000+ vetted skills library on demand.