This is Karpathy's LLM Council pattern made provider-agnostic. Three phases: models answer independently, rank each other's anonymized responses, then a chairman synthesizes everything into a final answer. Works with OpenAI, Anthropic, Fireworks, OpenRouter, or any OpenAI-compatible endpoint you configure via env vars. The --wiki flag persists the full transcript as a searchable page, which is genuinely useful for architecture decisions you'll want to reference later. Cost scales quadratically with council size since every model ranks every other response, so stick to 3-5 models unless you have budget to burn. Best for high-stakes plan reviews or when you legitimately want multiple AI perspectives on record, not just a single model's output.

install copies · 90 days. Times the install command was copied on this site in the last 90 days, bots filtered.
13
skills.sh installs
175
GitHub stars
2.9K
last updated
Jun 8, 2026

Install

$ npx -y skills add rohitg00/pro-workflow --skill llm-council --agent claude-code

Installs into .claude/skills of the current project.

Files

LLM Council

Karpathy's LLM Council pattern with Anthropic and OpenAI-compatible providers.

When to use

  • High-stakes plan review (/plan crosses N-file threshold)
  • Conflicting learning-rules → re-resolve via vote
  • User invokes /council "<query>" or /wiki council
  • Architecture decisions where you want multiple viewpoints captured
  • Persisting deliberation as a wiki page for future reference

Three phases

  1. Independent: each model answers in parallel
  2. Ranking: each model ranks anonymized peer responses
  3. Synthesis: chairman model reads all responses + rankings → final answer

Provider config

Configure optional keys in the plugin configuration dialog. Use the providers MCP server's run_provider_task tool with task: "council" and args: ["run", "<query>", "--provider", "openai"]. For provider status, pass args: ["providers"]. Never request keys in chat or read them from existing credentials or shell configuration.

Sponsors

Details

Repository
github.com/rohitg00/pro-workflow
Categories
Documentation, AI & Agent Building, Productivity & Planning, Automation & Workflows, Marketing & SEO
First seen
Jun 11, 2026

More from rohitg00/pro-workflow

All 35
1aiskillstore avatartheme-factoryaiskillstore/marketplaceToolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fo174skills.sh installs
2charleswiltgen avataraxiom-textkit-refcharleswiltgen/axiomTextKit 2 complete reference (architecture, migration, Writing Tools, SwiftUI TextEditor) through iOS 26173skills.sh installs
3aliyun avataralibabacloud-emr-starrocks-managealiyun/alibabacloud-aiops-skillsManage the full lifecycle of Alibaba Cloud EMR Serverless StarRocks instances — create, scale, configure, maintain and diagnose. Use this Skill when operations 172skills.sh installs
4bbeierle12 avatarshader-fundamentalsbbeierle12/skill-mcp-claudeGLSL shader fundamentals—vertex and fragment shaders, uniforms, varyings, attributes, coordinate systems, built-in variables, and data types. Use when writing c171skills.sh installs
5everyinc avatarfeature-videoeveryinc/compound-engineering-pluginRecord a video walkthrough of a feature and add it to the PR description. Use when a PR needs a visual demo for reviewers, when the user asks to demo a feature,167skills.sh installs
6cloudai-x avatardevops-infrastructurecloudai-x/claude-workflow-v2Guides Docker, CI/CD pipelines, deployment strategies, infrastructure as code, and observability setup. Use when writing Dockerfiles, configuring GitHub Actions166skills.sh installs