ruflo
MCPMIT
Ruflo is an open-source agent meta-harness for deploying AI swarms, coordinating workflows, and building conversational
68k·AI Agents·Open source
jcode
MCPOpen sourcejcode is a RAM-efficient AI coding agent harness with MCP support, optimized for multi-session workflows.
19kMIT
The most RAM efficient harness
Pros
- +Extremely low RAM usage (27.8 MB per session without local embeddings)
- +Supports MCP (Model Context Protocol) for extensibility
- +Cross-platform (Linux, macOS, Windows)
- +Designed for scaling multi-session workflows
Cons
- −Relatively new and less established than some alternatives
- −May require learning a new CLI and configuration
- −Local embeddings increase RAM usage significantly
Target audience: Developers and teams who need a lightweight, resource-efficient AI coding agent for running multiple concurrent sessions.
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Free MIT curriculum with 523 lessons to learn, build, and ship AI agents, LLM apps, and MCP servers from scratch.
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goose
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Open source AI agent for code, workflows, and automation with desktop, CLI, and API.
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MCPMIT
Free MCP curriculum with hands-on examples in .NET, Java, TypeScript, JavaScript, Rust, and Python.
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webclaw
MCPAGPL-3.0
Fast, local-first web content extraction for LLMs. Scrape, crawl, extract structured data — all from Rust. CLI, REST API
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ECC
MCPMIT
Open-source agent harness performance optimization system with skills, memory, and security for AI coding tools.
243k·Developer Tools·Open source