VCG Mechanism

VCG Mechanism is an AI Engineering skill for Claude Code, published by asgard-ai-platform in skills.

228 stars28 forkson asgard-ai-platform/skillsAdded 2026/09/03Repository updated 2026/06/06

ai-agentanthropicclaudeclaude-agent-skillsclaude-codecoding-agentknowledge-basemcpmethodologyopen-sourceprompt-engineeringskillstaiwan

Install in seconds

Install VCG Mechanism

Copy VCG Mechanism into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/asgard-ai-platform/skills/tree/main/algo-ad-vcg ~/.claude/skills/algo-ad-vcg

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/asgard-ai-platform/skills.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: algo-ad-vcg/SKILL.md in asgard-ai-platform/skills
Installs to: ~/.claude/skills/algo-ad-vcg
Collection: One of 25 skills cataloged from this repository
Category: AI Engineering — 2793 skills

What VCG Mechanism does

VCG Mechanism allocates ad slots to maximize welfare and computes externality-based payments for truthful bidding. Use it to design incentive-compatible auctions or compare VCG with GSP revenue tradeoffs.

VCG Mechanism is cataloged under AI Engineering on DirSkills. VCG Mechanism comes from a repository tagged ai-agent, anthropic, claude, claude-agent-skills and claude-code.

Documentation

README

Excerpt

Designing an incentive-compatible (truthful) multi-slot auction
Computing welfare-maximizing allocations with externality pricing
Academic analysis comparing VCG to GSP auctions

When NOT to use:

When revenue maximization matters more than truthfulness (GSP often generates more revenue)
For single-item auctions (standard Vickrey suffices)

Algorithm

This is the opening of the README. Read the full README on GitHub.

Frequently asked about VCG Mechanism

What else does asgard-ai-platform publish alongside VCG Mechanism?
VCG Mechanism is one of 25 skills that DirSkills catalogs from asgard-ai-platform/skills, the repository it ships in. Its siblings there include ARIMA Time Series Model, Ad Bidding Strategies and Ad Budget Allocation. Each one is a separate skill with its own page in this directory, installs the same way VCG Mechanism does, and is maintained by asgard-ai-platform in that same repository. The rest of the collection is listed on the asgard-ai-platform/skills page.
How does VCG Mechanism compare to other AI Engineering skills?
VCG Mechanism ranks #2506 by stars among the 2793 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of VCG Mechanism against them. Open each page to compare what they document and how they install.