llm-capability-matching

Match development tasks to LLMs using live capability research and budget constraints.

1|Updated Jan 15, 2026
One-click install
npx skills add https://github.com/Ankurjain1121/dev-workflow-skills --skill llm-capability-matching
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: llm-capability-matching
Source: https://github.com/Ankurjain1121/dev-workflow-skills/tree/main/plugins/framework-dev/skills/llm-capability-matching
Command: npx skills add https://github.com/Ankurjain1121/dev-workflow-skills --skill llm-capability-matching

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill helps engineering teams allocate development tasks to the most suitable LLMs by performing live capability research and cost-aware recommendations.

Core Features & Use Cases

  • LLM capability evaluation: Verify context window, pricing, strengths, and limitations across models using live data.
  • Assignment matrix generation: Produce a clear mapping of tasks to recommended LLMs with rationale.
  • Budget-conscious planning: Provide cost-aware guidance suitable for multi-agent development workflows.

Quick Start

  • Provide the list of available LLMs and your budget constraints.
  • The Skill will research capabilities and generate an assignment matrix with recommended models.

Frequently Asked Questions about llm-capability-matching

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I match tasks to the right LLMs for a multi-agent workflow?

To match tasks to the right LLMs, you provide a list of available models and budget constraints. The system performs live capability research and generates an assignment matrix mapping tasks to recommended models with rationale.

What is LLM capability matching and when do I need it?

LLM capability matching is verifying context window, pricing, and limitations across models to allocate development tasks. You need it for budget-conscious planning in multi-agent workflows to ensure tasks use the most capable models.

Can I use websearch to verify current LLM pricing and context windows?

Yes, you can use websearch to verify current LLM pricing and context windows. The matching process requires websearch to verify live model specs and provide sources for context window, pricing, strengths, and limitations.

How do I estimate costs for assigning tasks to different LLMs?

You estimate costs for assigning tasks by providing your budget constraints to the system. It performs cost estimation alongside live capability research to produce budget-conscious recommendations for your multi-agent development.

What's the best way to generate a task-to-LLM assignment matrix?

The best way to generate a task-to-LLM assignment matrix is providing available models and budget constraints. The system researches live capabilities and produces a clear mapping of tasks to recommended LLMs with rationale.

Does LLM task allocation work without providing budget constraints?

LLM task allocation requires budget constraints to provide cost-aware guidance. Without budget input, the system cannot generate budget-conscious recommendations or accurately estimate costs for the multi-agent development workflow.