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AgentScope

Appears in 4 awesome lists

Start building LLM-empowered multi-agent applications in an easier way. github

Open github.commodelscope/agentscope

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AI Game DevTools (AI-GDT)

Section: Game (World Model & Agent) · Start building LLM-empowered multi-agent applications in an easier way.

ActiveScore 77

Awesome Ai Agents 2026

Section: Multi-Agent Orchestration · Alibaba multi-agent framework.

ActiveScore 74

Awesome LLM Resources

Section: 智能体 Agents · Start building LLM-empowered multi-agent applications in an easier way.

FreshScore 87

Awesome AI Agents: Tools, Resources, and Projects

Section: Frameworks · Start building LLM-empowered multi-agent applications in an easier way. github

SlowScore 68

LangChain

Langchain integrates various providers like Anthropic, AWS, and OpenAI, and offers tools for components such as LLMs, chat models, and data analysis, supporting functionalities from Alpha Vantage to YouTube github | docs

In 20 listsDetails

LlamaIndex

(MIT) provides modules for structured outputs at different levels of abstraction, including output parsers for text completion endpoints, Pydantic programs for mapping prompts to structured outputs using function calling or output parsing, and pre-defined Pydantic programs for specific output types.

In 14 listsDetails

Dify

February 2026 release making human oversight a native workflow primitive: suspend execution at critical decision points, expose review-and-edit UI mid-flow, and route subsequent execution based on human action (approve/reject/escalate). Demonstrates how HITL transitions from bolt-on approval gates…

In 14 listsDetails

AutoGen

Microsoft's multi-agent conversation framework with a complete AgentChat layer covering agent loop, tool integration, termination conditions, and human-in-the-loop. The most comprehensive open-source reference for large-scale multi-agent harness design.

In 14 listsDetails

PydanticAI

June 2026 harness-first redesign built around the Capability primitive: a single composable unit bundling instructions, tools, lifecycle hooks, and model settings. The split between a small stable core and a fast-moving pydantic-ai-harness lets capabilities graduate as they prove essential, while…

In 12 listsDetails

CrewAI

Dual-layer harness orchestration: Crew handles autonomous agent delegation, Flow provides event-driven deterministic control (branching + shared Pydantic state). The clearest open-source example of mixing autonomous and scripted execution in the same harness.

In 10 listsDetails

OpenAI Agents SDK

Lightweight multi-agent framework built around handoffs and guardrails; the production successor to Swarm. Complements LangGraph for harnesses where delegation patterns are simpler than full graph orchestration.

In 9 listsDetails

AutoGPT

AutoGPT provides accessible AI tools for building and using AI agents, offering a comprehensive framework including Forge for agent creation, agbenchmark for performance evaluation, a leaderboard for competition, a user-friendly UI, and CLI for seamless integration and management github | github…

In 10 listsDetails