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What is DeepSeek Harness?

DeepSeek Harness is an adaptable open-source framework designed to empower AI agents in navigating complex real-world environments by improving their contextual awareness, tool application, and task management capabilities. By leveraging the Cordis plugin architecture, users can select, alter, and reconfigure various functionalities without needing to change the core source code. Each plugin plays a vital role, offering essential components such as models, tools, skills, and session management, while Cordis facilitates the smooth integration of these plugins along with their dependencies, services, and event management. An append-only session log meticulously records details from each execution, capturing system prompts, reasoning mechanisms, tool engagements, outcomes, subagent scheduling, and context modifications. Developers can utilize the Trajectory view to scrutinize these logs, which are organized by source, and can also employ features like resume, fork, search, and replay that work effortlessly with the same event stream. This organized methodology not only improves troubleshooting but also significantly boosts the overall effectiveness of AI development and its subsequent deployment. Additionally, the framework's flexibility ensures that it can evolve alongside advancements in AI technology, making it a robust choice for developers in the field.

What is AstrBot?

AstrBot serves as a flexible, open-source AI assistant and chatbot framework that caters to a wide range of uses in messaging, automation, and teamwork. It operates effortlessly within numerous messaging platforms and boasts an agent runtime that supports Sub-Agents, complex workflows, tool integrations, context management, scheduled tasks, runtime controls, and secure environments for performing real-world operations. The platform enhances its AI capabilities through the integration of native MCP and Skills, while its plugin-driven architecture provides users with access to over 1,000 extensions created by the community, all designed to increase productivity, promote collaboration, manage content workflows, and connect with external systems. Supporting multiple AI providers like OpenAI, Google, and Anthropic, AstrBot facilitates easy model switching and offers features such as text generation, visual analysis, speech recognition, speech synthesis, and embedding functions. Furthermore, it includes an extensive knowledge base that can parse PDF, DOCX, and Markdown files, utilizes a combination of dense and BM25 retrieval techniques, and permits reference to several knowledge bases within a single conversation, enhancing user experience. Ultimately, AstrBot emerges as an advanced solution that significantly improves communication and productivity in various settings, making it an invaluable tool for individuals and organizations alike.

Media

Media

Integrations Supported

DeepSeek
DeepSeek-V4-Flash
DeepSeek-V4-Pro
DeepSeek-V4.1-Flash
GLM-5.3-Flash

Integrations Supported

Anthropic
DingTalk
Discord
Docker
Google AI Overviews
Lark
Markdown
Model Context Protocol (MCP)
OpenAI
QQ
Slack
Telegram
WeChat

API Availability

API Availability

Pricing Information

Pricing not provided

Pricing Information

Pricing not provided

Supported Platforms

Windows
Mac
Linux

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

DeepSeek

Date Founded

2023

Company Location

China

Company Website

deepseek.com/harness/en/

Company Facts

Organization Name

AstrBot AI

Company Location

China

Company Website

astrbot.app/

Categories and Features

Agentic AI

Not specified

Categories and Features

Agentic AI

Not specified

AI Assistants

Not specified

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