intelligencedev/manifold

What it solves

Manifold is designed for long-horizon workflow automation that exceeds the capabilities of simple one-shot prompts. It provides a structured environment where teams of AI specialists can collaborate on complex, multi-step objectives over extended periods of time.

How it works

The platform uses a specialist registry to define and configure AI agents. These agents can be coordinated through a traditional chat interface or via a visual workflow editor where MCP (Model Context Protocol) tools are automatically converted into nodes. It supports a wide range of LLM providers, including OpenAI, Google, Anthropic, and self-hosted models via llama.cpp or vLLM. The system also integrates image generation and a scheduling system called Pulse for recurring or one-time tasks.

Who it’s for

It is intended for users who need to automate complex, multi-step AI workflows and manage teams of specialized agents to achieve long-term goals.

Highlights

• Visual Workflow Editor: Design agent workflows visually, where saved workflows can then be used as tools by other agents.
• MCP Support: Native integration with Model Context Protocol to extend agent capabilities.
• Specialist Registry: Ability to build and configure a custom team of AI experts.
• Pulse Scheduling: Schedule tasks for agents to run at specific intervals or dates.
• Prompt Playground: Tools to create, version, and experiment with prompts using datasets to track behavioral changes.