2026 最佳AI Infrastructure工具

C

CoreWeave

AI 推論平台

CoreWeave is an AI-focused cloud platform that combines GPU infrastructure, storage, networking, orchestration, and operational tooling for training and serving AI workloads. It supports teams moving from model experiments to production systems, including reinforcement-learning and agent-development workflows.

S

Steel

AI 智能體基礎設施

Steel is open-source browser infrastructure for AI agents and web automation. It provides cloud browser sessions through an API, with support for common browser automation tools and workflows such as scraping, research, RPA, and agent-driven web tasks.

C

Cognee

AI知識庫

Cognee is an open-source memory platform for AI agents and applications. It connects data across sources, builds connected memory using vector, graph, and relational storage, and makes that context available through SDK, cloud, or self-hosted deployments.

G

Galileo

AI 可觀測性

Galileo is an AI observability and evaluation platform for testing, debugging, and governing LLM and agent systems across development and production. It helps teams turn evaluation results into production guardrails and monitor AI behavior at scale.

K

KServe

AI 推論平台

KServe is a Kubernetes-based inference platform for deploying distributed generative and predictive AI workloads across multiple model frameworks. It is intended for teams that need a standardized way to run inference services in Kubernetes.

P

Promptfoo

AI 測試助手

Promptfoo 是用於評估 LLM 應用程式、代理程式、模型與工作流程的 AI 安全測試平台。它能模擬情境式攻擊、找出漏洞並提供修正指引，適合開發與資安團隊在部署前後持續驗證系統。

U

Unity MCP

AI開發者工具

Unity MCP is an open-source GitHub project that connects AI assistants with the Unity Editor. It provides LLM-accessible tools for managing assets, controlling scenes, editing scripts, and automating Unity tasks.

M

Model Context Protocol TypeScript SDK

AI 智能體基礎設施

The official TypeScript SDK for building Model Context Protocol servers and clients. It provides a repository-organized foundation for MCP development, with separate client, server, core, middleware, documentation, and example areas.

S

Stability AI Developer Platform

AI 3D模型生成器

Stability AI Developer Platform provides APIs for adding generative audio, image, image editing, upscaling, control, and 3D asset creation to applications. It is intended for developers and teams building creative workflows with Stability AI models.

M

Mixedbread

AI知識庫

Mixedbread is a multimodal search API and retrieval platform for applications and AI agents. It processes files such as PDFs, documents, images, code, audio, and video, then returns searchable, ranked evidence for downstream tasks.

D

Diffbot

AI知識圖譜

Diffbot 將公開網路上的非結構化內容轉換為結構化、相互連結的資料，供 AI 應用、研究工作流程及需要公開網路資訊的系統使用。其 API 支援網頁搜尋、頁面擷取、網站爬取與知識圖譜研究。

T

TruLens

AI 智能體基礎設施

TruLens is an open-source library for tracing and evaluating AI agents and other LLM applications. It helps development teams inspect agent steps, score quality with configurable metrics, and compare application versions using OpenTelemetry-based instrumentation.

D

DeepSeek Platform

AI開發者工具

DeepSeek Platform provides access to DeepSeek AI models, API documentation, and developer resources through an online API platform. It is intended for users who want to sign up or log in to use DeepSeek’s platform services.

S

Stagehand

AI 智能體建立工具

Stagehand is an SDK for building browser agents with Playwright-style APIs, natural-language actions, structured extraction, and self-healing behavior. It supports TypeScript, Python, and Go for agents that need to operate web pages with browser-level control.

H

Hyperstack

AI 推論平台

Hyperstack is a cloud GPU platform for running AI and machine learning workloads, including training, inference, data analytics, and model development. It also provides AI Studio, virtual machines, and managed Kubernetes for deploying and operating GPU-backed workloads.

O

Obot

AI 智能體基礎設施

Obot is an open-source enterprise AI control plane and MCP gateway for deploying, governing, and auditing AI agents, MCP servers, and Skills. It helps organizations centralize access policies, discovery, authentication, and activity records across AI tooling.

V

Vidu API

AI影片生成器

Vidu API is a developer platform for integrating AI video generation into applications. It provides API workflows for text-, image-, keyframe-, and reference-based video creation, along with access to other Vidu model capabilities.

A

Automat Workforce

AI 智能體基礎設施

Automat Workforce provides Ace, an AI teammate with its own Mac, email, phone, and company account. It works through workplace tools such as Slack, Teams, Gmail, Microsoft 365, calendars, chat, phone, SMS, and iMessage to complete tasks and request human input when needed.

C

CrawlRaven MCP Server

AI SEO工具

CrawlRaven MCP Server connects Claude, ChatGPT, Cursor, Claude Code, and other OAuth-capable MCP clients to CrawlRaven’s Search Console data, linked GA4 reporting, ranked opportunities, target keywords, and timeline. It provides scoped, structured, read-only SEO analysis by default, with separately approved annotation changes available on paid access.

S

SelfJev

AI 智能體基礎設施

SelfJev is a self-hosted 4B decision model for turning text, images, and questions into typed answers with probabilities. It helps developers run structured classification, routing, review, and policy workflows on infrastructure they control.