Havuz

The agent loop for Python. Your harness, any model.

Framework for building, optimizing, and deploying AI agents as Effect services. Define an agent as a declarative blueprint. Run it against b

A recursive self-improvement (RSI) workflow that evolves both target agents (e.g., Pi and DeepSeek Harness) and the RSI system itself.

Local MCP server that helps coding agents stop re-reading the same code every turn. Repository intelligence, cache-write optimization, and l

TYSA (Teach Yourself Anything): an learning harness that finds where your understanding ends and teaches from there. Electron app built on M

Free and open-source production-grade RAG platform that converts documents into conversational AI assistants. Enable private deployment for

chatablex AI Agent.

Build an ETF research agent, one working module at a time. Runnable code, bilingual deep dives, and a traceable 0→1 journey.｜逐模块构建 ETF 投研 Ag

Turn one-off AI collaboration prompts into long-running repository governance. · “把一次性的 AI 协作提示，疏导成项目里长期可运行的治理体系。”——Dayu Harness Skill（大禹治库.

《Harness Engineering实战：构建可靠的生产级AI Agent》配套代码仓库

Open-source, self-hosted AI-assisted operations for Kubernetes and Linux. Start here for source, architecture, deployment, and contributions

A desktop SQL learning workspace that brings local SQLite, an AI tutor, visual schemas and hands-on practice together through a coordinated

The agent that learns how you decide - and proves it by never deciding for you. A local-first, loop-native runtime for a team of AI agents o

Attention is your scarcest resource. Chief is the local-first layer that guards it — turning every agent, alert, and feed into one honest ca

Entente — provenance engineering for coding agents: handoffs become confirmable, verifiable, retryable contracts; agents form a network with

Hermes Production Patterns — 面向 Hermes Agent 的生产级工程模式集⋯装了 Hermes 却不会写靠谱的技能？Cron 跑偏没人发现？输出质量靠肉眼审查？状态全靠脑子记？6 个 Starter Kits + 20 个工程公约 + hpp C

Aielia: an everyday AI assistant built with Build a Harness, the open-source control layer, 11-layer agent harness and visual canvas (LangGr

The open interoperability layer for AI agents. Connect your favorite agents and harnesses. Work together.

For an organization to trust AI with its code, three things must hold — trust, traceability, and stability at scale. cladding wraps your AI

Distribute and safely manage a cross-host personal harness and durable work state.

Composable harness runtime for production agents — primitives, traces, evolution, outerloop governance.

Work less, produce more, Be lazy. The-LazyIDE is the desktop AI IDE built for lazy-smart engineers: a LazyManager who plans and orchestrates

A small, file-first verification harness that turns an AI agent's "I'm done" claim into an auditable admission decision. 100% offline & zero

Deterministic spec-to-code context for AI coding agents — one graph linking requirements, docs, code, and tests.

Project-local agent harness skill for traceable AI workflows

Open-source benchmark for evaluating LLMs on domain-specific geological reasoning, AI for geology, and source-grounded geological knowledge.

Agentic browser automation built from small, reusable pieces.

Open-Source Agentic Harness for Reliable Task Completion, even on small local models. 💻🧠🤖

A warn-only runtime layer for Claude Code agents. Keeps feature state, scope and handoffs on disk so they survive compaction, and requires a