provider-availability-scout

Compare model-provider availability and pricing changes across multiple vendors.

4|1|Updated Apr 11, 2026
One-click install
npx skills add https://github.com/m2ai-portfolio/m2ai-skills-pack --skill provider-availability-scout
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: provider-availability-scout
Source: https://github.com/m2ai-portfolio/m2ai-skills-pack/tree/main/skills/provider-availability-scout
Command: npx skills add https://github.com/m2ai-portfolio/m2ai-skills-pack --skill provider-availability-scout

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill monitors model provider availability, pricing changes, and API restrictions across multiple providers and surfaces diffs so routing decisions stay accurate and up to date.

Core Features & Use Cases

  • Scheduled provider scouting across marketed providers (Anthropic, OpenAI, Google, OpenRouter, etc.) to detect changes in availability, pricing, mentions of deprecation, and new restrictions.
  • Diff-driven routing updates: compares current observations to prior state and highlights additions, removals, pricing shifts, and policy changes to inform routing decisions.
  • Use Case: Operate a multi-provider inference runtime where you want to minimize silent degradation by keeping routing defaults aligned with real-world provider changes.

Quick Start

Run the scout weekly to refresh routing defaults based on current provider availability.

Frequently Asked Questions about provider-availability-scout

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

FAQPage Schema
How do I monitor multi-provider model availability for routing changes?

You can monitor multi-provider model availability by scheduling a scouting process that checks vendors like OpenAI, Anthropic, Google, and OpenRouter for pricing shifts, deprecations, and new restrictions to keep routing accurate.

What is diff-driven routing and when do I need it for API providers?

Diff-driven routing compares current provider observations to prior state to highlight model additions, removals, and policy changes. You need it to minimize silent degradation in a multi-provider inference runtime.

Can I detect API deprecations and pricing changes across OpenRouter and Anthropic?

Yes, you can detect API deprecations and pricing changes across OpenRouter, Anthropic, and other listed providers by running a scheduled scout that surfaces diffs in model availability and restrictions.

How do I update routing defaults based on provider availability diffs?

You update routing defaults by running the scout weekly to refresh observations, generating diffs that highlight availability and pricing shifts, and applying those optional routing updates to your configured provider list.

Do I need a state store to track model provider availability over time?

Yes, you need a small state store to retain prior provider observations. This allows the system to compare current availability against historical data and generate accurate diffs for routing decisions.

What are the limitations of automated provider availability scouting?

Limitations include requiring a pre-configured provider list to function and relying on a small state store for diff generation, meaning it cannot track unlisted vendors or retain historical context indefinitely without storage management.