2026 最佳AI Infrastructure工具

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fez

AI 閘道與路由

Fez is an experimental decision-model platform that turns workflow context into probabilities for model routing, tool selection, escalation, and support triage. It helps teams train and evaluate specialized models for repeated decisions in AI systems.

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OpenAI Platform

AI開發者工具

OpenAI Platform is a developer platform for building applications with the OpenAI API. It provides API access, model and pricing information, technical documentation, starter apps, and cookbooks for implementation guidance.

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ColdIQ

AI 潛在客戶開發

ColdIQ is a unified GTM data API for Claude Code, AI agents, and developers. It lets teams search leads, enrich contacts, find emails, and access multiple data providers through an API, MCP server, or agent interface.

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iFixAi

大型語言模型評測

iFixAi independently audits AI agents for whether they perform their assigned work while respecting permissions, approvals, organizational boundaries, and evidence requirements. It is designed for teams that need to examine deployed or developing agents beyond conventional benchmarks and evals.

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Hopscotch

AI 閘道與路由

Hopscotch is a unified API for accessing 500+ AI models from providers including Anthropic, OpenAI, and Google. It helps developers and teams switch models, configure fallbacks, and control spending through shared keys, teammate limits, and workspace limits.

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Imejis.io

AI 圖像 API

Imejis.io is an image generation platform with a remote MCP server and REST API for creating, editing, and rendering structured designs. It helps AI-agent users, developers, and automation workflows turn templates or structured data into PNG, JPEG, WebP, and single-page PDF outputs.

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Graphiti

AI知識圖譜

Graphiti is an open-source GitHub project for building real-time knowledge graphs for AI agents. It provides a codebase that developers can inspect, extend, and contribute to through the repository’s development workflow.

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Upstash Vector

向量資料庫

Upstash Vector is a serverless vector database for storing and querying embeddings and metadata in AI and machine-learning applications. It supports dense, sparse, and hybrid indexes through a REST API and SDKs for Python, TypeScript, Go, and PHP.

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pgvector

向量資料庫

pgvector is an open-source PostgreSQL extension for storing vectors and running exact or approximate nearest-neighbor searches alongside relational data. It supports multiple vector formats, distance functions, and standard PostgreSQL operations for applications that need similarity search.

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Chutes

AI 推論平台

Chutes is a decentralized, serverless AI inference platform for deploying, running, and scaling open-source models. Developers can access hosted models through an API or deploy private custom workloads on confidential GPU capacity.

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Apache APISIX

AI 閘道與路由

Apache APISIX is an open-source API gateway and AI gateway for routing, securing, observing, and governing API, microservice, and LLM traffic. It helps teams manage dynamic gateway policies through a plugin-based architecture built on NGINX and etcd.

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AgentOps

AI開發者工具

AgentOps is a developer platform for building, tracing, debugging, and deploying AI agents and LLM applications. It provides observability for agents built with OpenAI, CrewAI, AutoGen, and more than 400 LLMs and frameworks.

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Pipecat

AI 智能體基礎設施

Pipecat is an open-source Python framework and ecosystem for building real-time voice and multimodal AI agents. It helps developers compose pipelines that coordinate speech, language, vision, video, text, tools, and telephony transports.

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Alibaba Cloud Model Studio

大型語言模型 API

Alibaba Cloud Model Studio is a generative AI offering centered on access to industry-leading GenAI models. It is intended for people and teams exploring or building AI experiences on Alibaba Cloud, although the supplied product page does not detail its specific workflows or integrations.

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Gemini API

AI開發者工具

Gemini API is a developer API for integrating Google’s generative AI models into applications. It supports text and image generation, multimodal analysis, conversational agents, structured outputs, tool use, and related media workflows through SDKs or REST.

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Glama

AI 智能體基礎設施

Glama is a registry and infrastructure platform for discovering, evaluating, and connecting to Model Context Protocol (MCP) servers, connectors, clients, and tools. It supports browsing open-source and remote MCP entries, with hosted access and gateway features described on the site.

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Claude Platform

AI 智能體基礎設施

Claude Platform gives developers programmatic access to Claude models and managed agent infrastructure for building agents and applications. It includes a REST API, official client SDKs, a web Console, and documentation for direct integrations.

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Kubetorch

AI開發者工具

Kubetorch is a Python interface for building, iterating on, and deploying machine-learning workloads on Kubernetes. It lets developers invoke remote cluster compute from local Python environments, notebooks, CI pipelines, or production code.

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SGLang

AI 推論平台

SGLang is an open-source serving framework for large language and multimodal models. It helps developers deploy model servers and query them through OpenAI-compatible endpoints across supported GPU, CPU, TPU, NPU, and XPU platforms.

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OpenSearch

AI搜尋引擎

OpenSearch is a community-driven, Apache 2.0-licensed open source search and analytics suite for ingesting, searching, visualizing, and analyzing data. It supports application search, observability, security analytics, and machine learning workflows.