nyldn/claude-octopus

Surface AI blindspots before you ship. Put up to 8 AI models on every research, design or coding task.

What it solves

Claude Octopus addresses the "blind spots" of single AI models by integrating multiple external LLM providers to cross-check work, provide adversarial reviews, and reach consensus before shipping code. It transforms the ad-hoc nature of AI coding into a structured, multi-provider workflow to ensure higher quality and reliability.

How it works

Octopus acts as an orchestration layer for Claude Code, adding support for up to ten external providers (including Codex, Gemini, Copilot, and Ollama). It employs a "Double Diamond" methodology (Discover $\rightarrow$ Define $\rightarrow$ Develop $\rightarrow$ Deliver) with quality gates and a 75% consensus threshold to flag disagreements between models.

Key mechanisms include:

  • Multi-LLM Council: A structured deliberation process across multiple personas to make decisions or create implementation plans.
  • Dark Factory: An autonomous pipeline that takes a specification and handles the entire research-to-delivery process.
  • Smart Router: An intent-parsing system that maps user requests to specific specialized personas (32 available) and workflow modules (58 skills).
  • Memory Integration: Connects with claude-mem and agentmemory for persistent context across sessions.

Who it’s for

Developers who use Claude Code and want more rigorous validation, adversarial testing, and multi-model perspectives to avoid the pitfalls of a single LLM's hallucinations or biases.

Highlights

  • Broad Provider Support: Integrates with Codex, Gemini, Antigravity CLI, Copilot, Qwen, Ollama, Perplexity, OpenRouter, and OpenCode.
  • Consensus Gates: Prevents production errors by requiring a high agreement threshold between different AI providers.
  • Specialized Personas: Includes 32 role-specific agents (e.g., security-auditor, backend-architect) for targeted expertise.
  • Autonomous Pipelines: The /octo:factory command enables a "spec-in, software-out" workflow.
  • Cros-IDE Integration: Works as a plugin for Claude Code and as an MCP server for Cursor IDE.