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What is OpenChiip Harness?

OpenChiip Harness is a sophisticated framework designed for developers who wish to build self-hosted AI agents and manage their operations, whether they work solo or in teams. This cutting-edge tool seamlessly incorporates interactions with large language models, skill administration, tool utilization, layered memory systems, resource management, and collaborative efforts among various agents, all accessible via an intuitive React-based admin dashboard. Users have the flexibility to run it on their local machines or connect to the OpenChiip platform for improved scheduling coordination. The system boasts a command-line interface, a web dashboard, an HTTP API, and a WebSocket interface, all of which facilitate the efficient handling of chats, tools, sessions, memory, tasks, and performance analysis. Furthermore, it supports a diverse range of model providers, including Baidu ERNIE and those compatible with OpenAI, while also enabling task delegation to Codex or Claude Code. Installation methods are versatile, offering options like pip, Docker, Linux packages, systemd, and Windows installers, with macOS users having the added convenience of pip. The framework is released under the AIGCGPL-1.0 license, promoting adaptability and transparency for developers. By providing such a wide array of features, OpenChiip Harness sets the stage for a notable improvement in the productivity and effectiveness of AI agent workflows, making it an invaluable resource in the ever-evolving field of artificial intelligence.

What is Beacon?

Beacon is an open-source framework for telemetry and memory, tailored specifically for AI coding agents. This innovative tool captures agent sessions across diverse environments such as local setups, continuous integration (CI) systems, and cloud platforms, creating a searchable repository that benefits both individual developers and teams. With this functionality, users can effectively analyze workflows, troubleshoot agent performance issues, evaluate usage trends, identify potential security risks, and convert recorded sessions into reusable skills and agent memory. Beacon supports various agent frameworks, including Claude Code, Cursor, Codex, and OpenCode, as well as more than 20 other agent harnesses, while the Observe SDK enhances the instrumentation of cloud agents. It operates seamlessly in local environments or can connect to Beacon Cloud, which provides hosted session histories, valuable insights, analytics, collaborative features, and access to the MCP. The free plan of Beacon Cloud includes 50 findings, the ability to search session histories via the MCP, and options for sharing sessions. In contrast, the Pro version offers unlimited findings, expansive agent memory capabilities, reusable skills, comprehensive MCP access, and real-time notifications. Additionally, the Enterprise tier is tailored for large organizations, featuring organization-wide findings, deployment capabilities for endpoints and CI, approval workflows, single sign-on (SSO), role-based access control, audit logging, and dedicated customer support services. Each subscription tier is thoughtfully crafted to accommodate the diverse needs of developers and organizations striving to optimize their AI coding processes and enhance productivity.

Media

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Media

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Integrations Supported

Claude Code
Model Context Protocol (MCP)
OpenAI Codex
OpenAI

Integrations Supported

Claude Code
Model Context Protocol (MCP)
OpenAI Codex
Cursor
OpenCode

API Availability

Has API

API Availability

Has API

Pricing Information

OpenChiip Harness is distributed under AIGCGPL-1.0 with royalty-free use. Users provide a model-provider API key; provider usage charges may apply separately.
Free Version

Pricing Information

$0
Beacon Cloud is free. Beacon Cloud Pro is $20/month, billed annually. Beacon Cloud Team is $30/seat/month plus a $10/month base fee, billed annually, for up to 20 seats. Enterprise pricing is custom.
Free Version
Free Trial Offered?

Supported Platforms

Windows
Mac
On-Prem
Linux

Supported Platforms

SaaS
Windows
Mac
On-Prem
Linux

Customer Service / Support

Not specified

Customer Service / Support

Web-Based Support

Training Options

Not specified

Training Options

Documentation Hub

Company Facts

Organization Name

OpenChiip

Date Founded

2024

Company Location

China

Company Website

www.openchiip.com

Company Facts

Organization Name

Asymptote Labs

Date Founded

2025

Company Location

United States

Company Website

beacon.sh/

Categories and Features

AI Agent Frameworks

Not specified

Categories and Features

AI Memory Layers

Not specified

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