大模型应用

开源大模型应用与框架

这是范围最广的一组：聊天界面、SDK 和框架、提示词与评测工具，以及各种基于大语言模型的应用。很多项目可以接入多家服务商的模型，有些还能在你自己的硬件上运行模型。

怎么选

打算用在产品里的话，先确认三件事：许可证——有些热门项目限制商用；是否支持你正在用的模型服务商；以及它是否还在维护。每个项目页上的「秒懂」卡片会根据 GitHub 数据回答许可证和维护这两个问题。

Star 最多的项目

第 145–168 个，共 864 个

kubesphere

★ 17,049

The container platform tailored for Kubernetes multi-cloud, datacenter, and edge management ⎈ 🖥 ☁️

cft0808

edict

★ 16,894

三省六部制 · OpenClaw 多代理编排系统，9 个专门的 AI 代理，具有实时仪表板、模型配置和完整的审计跟踪。

Python

MemoriLabs

Memori is agent-native memory infrastructure. A LLM-agnostic layer that turns agent execution and conversation into structured, persistent state for production systems. Built for enterprise, Memori works with the data infrastructure you already run, no rip-and-replace, and deploys across managed cloud, single-tenant cloud, VPC, and on-premises.

Python

memvid

★ 16,542

Memory layer for AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer. Give your agents instant retrieval and long-term memory.

Rust

googleapis

mcp-toolbox

★ 16,411

MCP Toolbox for Databases is an open source MCP server for databases.

xbtlin

ai-berkshire

★ 16,341

AI时代的伯克希尔：基于Claude Code / Codex的价值投资研究框架。巴菲特·芒格·段永平·李录四大师方法论+多Agent毛研究。| AI时代的伯克希尔：为Claude Code / Codex构建的价值投资研究框架。 4种大师方法论+多智能体对抗分析。

Python

wanshuiyin

Auto-claude-code-research-in-sleep

★ 16,160

ARIS（睡眠中自动研究），用于自主 ML 研究的轻量级 Markdown 技能：跨模型审查循环、想法发现和实验自动化。无框架，无锁定，可与 Claude Code、Codex、OpenClaw 或任何 LLM 代理一起使用。

Python

alibaba

MNN

★ 16,091

MNN: A blazing-fast, lightweight inference engine battle-tested by Alibaba, powering high-performance on-device LLMs and Edge AI.

C++

HBAI-Ltd

Toonflow-app

★ 15,639

Toonflow 是开源一站式 AI 短剧创作工具，将小说、剧本快速转化为动画短剧。集成 AI 编剧、智能分镜、角色与视频生成，跨平台桌面端轻量部署，助力创作者低成本批量产出视觉内容。Toonflow is an open-source AI tool that turns stories and scripts into animated short dramas. Features AI scriptwriting, storyboarding, character and video generation. A cross-platform desktop app for efficient content creation.

TypeScript

modelscope

ms-swift

★ 15,636

Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.6, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM4.5v, Gemma4, Llava, Phi4, ...) (AAAI 2025).

Python

Anionex

banana-slides

★ 15,607

一站式原生AI PPT生成应用，几分钟内生成一套幻灯片; 支持上传任意模板图片，上传任意素材&智能解析，一句话/大纲/页面描述自动生成PPT，口头修改指定区域、一键导出可编辑ppt、视频等 - An AI-native slides generator based on nano banana pro🍌

TypeScript

Unstructured-IO

unstructured

★ 15,433

Convert documents to structured data effortlessly. Unstructured is open-source ETL solution for transforming complex documents into clean, structured formats for language models. Visit our website to learn more about our enterprise grade Platform product for production grade workflows, partitioning, enrichments, chunking and embedding.

HTML

walkinglabs

learn-harness-engineering

★ 15,251

利用工程初学者教程，从 0 到 1。即用型资源库模板和参考配置，旨在解决多轮 AI 代理开发中的常见陷阱，例如上下文丢失和过早完成任务。

TypeScript

wdndev

llm_interview_note

★ 15,105

主要记录大语言大模型（LLMs）算法（应用）工程师相关的知识及面试题

HTML

botpress

★ 14,917

The open-source hub to build & deploy GPT/LLM Agents ⚡️

TypeScript

ConardLi

easy-dataset

★ 14,913

A powerful tool for creating datasets for LLM fine-tuning 、RAG and Eval

JavaScript

llmware-ai

llmware

★ 14,843

Unified framework for building enterprise RAG pipelines with small, specialized models

Python

lidge-jun

opencodex

★ 14,746

OpenAI Codex 和 Claude Code 的通用提供商代理，使用任何 LLM（Claude、Gemini、Grok、DeepSeek、Ollama…）以及 Codex CLI、App、SDK 和 Claude Code。

TypeScript

microsoft

RD-Agent

★ 14,643

Research and development (R&D) is crucial for the enhancement of industrial productivity, especially in the AI era, where the core aspects of R&D are mainly focused on data and models. We are committed to automating these high-value generic R&D processes through R&D-Agent, which lets AI drive data-driven AI. 🔗https://aka.ms/RD-Agent-Tech-Report

Python

casdoor

★ 14,408

An open-source Agent-first Identity and Access Management (IAM) /LLM MCP & agent gateway and auth server with web UI supporting OpenClaw, MCP, OAuth, OIDC, SAML, CAS, LDAP, SCIM, WebAuthn, TOTP, MFA, Face ID, Google Workspace, Azure AD

CoplayDev

unity-mcp

★ 14,243

Unity MCP acts as a bridge between AI assistants and your Unity Editor. Give your LLM tools to manage assets, control scenes, edit scripts, and automate tasks within Unity.