免費 / 開源在本機或雲端執行與打造開源 AI 模型
Agents-Flex 每月有 5,088 次造訪,月增率 +202.3%,定價模式為 Free / Open Source。Dify 每月有 819,691 次造訪,成長率 -15%,定價模式為免費增值。

開源 Java 框架,用於打造 AI 智慧代理與 LLM 應用
| 面向/指標 | ![]() | ![]() |
|---|---|---|
| 官方網域 | agentsflex.com | dify.ai |
| 定價模式 | Free / Open Source | 免費增值 |
| 每月造訪次數 | 5088 (5,088) | 81.97萬 (819,691) |
| 月流量變化量 | +3405 (+202.3%) | -14.43萬 (-15%) |
| 主要市場與市佔 | 🇨🇳 中國 (100%) | 🇨🇳 中國 (46.7%) |
| 每月直接造訪 | 426 | 47.06萬 |
| 使用者評分 | 4.6 | 4.8 |
| 支援平台 | 網站 | 網站 |

開源 Java 框架,用於打造 AI 智慧代理與 LLM 應用
為任一支援的供應商設定 API Key 與模型名稱,再透過 chat() 呼叫,取得跨模型一致的介面。
AgentRunner 結合策略與中介層,在單一執行流中協調模型、工具與沙箱。
可重用、可版本化的能力定義,捆綁 SKILL.md、腳本與資源,可從本地目錄或遠端儲存探索載入。
依需求加入知識檢索、圖像生成與 OCR 流程,靈活混合同步與非同步執行方式。

打造、部署並治理可上線的代理式 AI 工作流程
視覺化畫布將檢索、分支、工具呼叫、人工審核與模型步驟組成清楚可測的執行路徑,方便除錯與交接。
透過對話或手動設定建立代理,賦予技能、工具與知識,再發佈為應用、嵌入元件或工作流程中的可重用節點。
為文件、網站與雲端硬碟建立可重複的匯入流程,上線前完成擷取、清理、切塊、索引與檢索測試。
模型供應商、工具、資料來源與 MCP 整合安裝一次即可在工作空間內所有應用重複使用。
免費 / 開源在本機或雲端執行與打造開源 AI 模型
提供簡化的無程式碼建構工具來部署自訂 AI 代理,但缺乏 Dify 的開源彈性。

免費 / 開源A self-hosted chat interface for running local LLMs, though lighter on complex visual workflow orchestration.
免費 / 開源A self-hosted chat interface for running local LLMs, though lighter on complex visual workflow orchestration.

專項更強Provides advanced programmatic frameworks for document parsing and RAG pipelines, but requires coding instead of visual canvases.
專項更強Provides advanced programmatic frameworks for document parsing and RAG pipelines, but requires coding instead of visual canvases.

免費 / 開源Mastra is an open-source TypeScript framework for building, deploying, and observing AI agents and workflows. It gives JavaScript developers typed agents, durable workflows, memory, MCP tool support, and built-in observability so prototypes can scale into production.
免費 / 開源Mastra is an open-source TypeScript framework for building, deploying, and observing AI agents and workflows. It gives JavaScript developers typed agents, durable workflows, memory, MCP tool support, and built-in observability so prototypes can scale into production.
Pinecone is a managed vector database and AI knowledge platform for building retrieval-augmented generation (RAG), semantic search, and agent memory. It stores vector embeddings at scale, makes writes searchable within seconds with no index tuning, and keeps p99 latency steady as data grows. Pinecone powers products for more than 10,000 customers and over a million developers worldwide.
Pinecone is a managed vector database and AI knowledge platform for building retrieval-augmented generation (RAG), semantic search, and agent memory. It stores vector embeddings at scale, makes writes searchable within seconds with no index tuning, and keeps p99 latency steady as data grows. Pinecone powers products for more than 10,000 customers and over a million developers worldwide.
免費 / 開源An open-source automation platform combining visual flows with AI steps, though geared more towards general app integration.
免費 / 開源An open-source automation platform combining visual flows with AI steps, though geared more towards general app integration.
專為擴充多代理團隊與 B2B 任務自動化而設計,不過對開源 RAG 管線的著墨較少。