2026 最佳AI Infrastructure工具

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IconsDB

MCP 工具

IconsDB is a searchable library of open-source icons, logos, flags, and emoji, with semantic search and code-ready outputs for web developers and designers. Its MCP server lets supported coding agents find icons by intent and return imports suited to a project's existing icon packages.

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Harness Manager

AI開發者工具

Harness Manager is a free, open-source native Mac workspace for managing AI coding tools, MCP servers, skills, updates, and model comparisons. It helps developers inspect their local setup, discover additions, review updates, and compare models in one app.

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Dezycro

AI開發者工具

Dezycro is an operations layer for AI coding agents that provides product context, steers work, verifies behavior against requirements, and records decisions. It is designed for developers, product teams, and organizations that want to use agents without giving Dezycro access to source code.

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Valyu

AI 資料擷取

Valyu provides search, content extraction, answer, and DeepResearch APIs for AI agents and knowledge-work applications. It combines open-web results with financial, scientific, biomedical, legal, economic, and other specialist sources, returning cited content and research outputs.

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Agent Development Kit (ADK)

AI 智能體建立工具

Agent Development Kit (ADK) is an open-source framework for building, evaluating, and deploying conversational and non-conversational AI agents. It supports multi-agent systems, tools, structured workflows, and production runtimes across Python, TypeScript, Go, Java, and Kotlin.

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Vespa.ai

AI搜尋引擎

Vespa is an AI search platform for building search, retrieval-augmented generation, recommendation, personalization, and agent applications over text, vectors, tensors, and structured data. It is designed for developer teams that need configurable ranking and distributed operation at production scale.

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Pushary Isle

AI開發者工具

Pushary Isle is a native Mac app that puts AI agent questions and approval requests in the Mac notch or below the menu bar. It helps people review Claude Code, Codex, Cursor, and other connected agent requests at their desk or answer them from a phone.

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Edgee

AI開發者工具

Edgee is an agent gateway for coding teams that reduces token usage, routes requests across models, and provides usage visibility. Its Compression V2 works as a drop-in CLI layer for Claude Code, Codex, OpenCode, Cursor, and other supported agents.

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A2A Net

AI 智能體建立工具

A2A Net is an AI agent platform for B2B SaaS teams. It turns an existing OpenAPI specification or MCP server into a customer-facing agent that can perform multi-step workflows across a website, app, Slack, Teams/Copilot, and Gemini Enterprise.

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ALIA

AI模型中心

ALIA est une infrastructure de données IA spécialisée dans les langues, cultures et connaissances africaines. Elle permet aux organisations de collecter, annoter, valider et évaluer des données destinées à l’entraînement et à l’évaluation de modèles.

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Arcjet

AI開發者工具

Arcjet is an AI agent runtime security platform for inspecting and enforcing policy on agent actions, prompts, tool calls, and data flows. It also protects web and AI endpoints from bots, prompt injection, sensitive-data leaks, and uncontrolled usage.

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SereneDB

向量資料庫

SereneDB is a search-OLAP database for real-time full-text, vector, hybrid search, and analytical queries over the same data. It uses SQL and the PostgreSQL wire protocol, helping developers connect with familiar clients while keeping search and analytics in one engine.

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Context.dev Answers

AI 問答引擎

Context.dev Answers researches the web and returns sourced results in a JSON structure you define. It supports fast responses for shorter tasks and ultra mode for deeper research.

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Solid

AI 智能體基礎設施

Solid provides AI agents with computers, accounts, and budgets to carry out business tasks across approved tools. Users describe the desired outcome and rules; agents handle setup, execution, verification, and reporting, with approvals where needed.

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Verda

GPU 雲端服務

Verda is a full-stack AI cloud for running AI workloads on GPU infrastructure. It provides on-demand NVIDIA GPU instances and self-service multi-node clusters with managed Slurm or Kubernetes.

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jev-seo

AI SEO工具

jev-seo is an open-source Rust command-line toolkit for auditing websites and local content for SEO and generative engine optimization. It also tracks rank changes, gates CI checks, and exposes its capabilities through a 15-tool MCP server for coding agents.

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Xorviex

AI 智能體基礎設施

Xorviex is a workspace for delegating research, analysis, writing, and connected-app tasks to coordinated AI agents. You describe an objective in natural language; the agents plan the work, use available tools, and a separate Supervisor AI audits the result.

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Redis

向量資料庫

Redis is a real-time data platform and database for applications, with Redis Cloud providing a fully managed deployment on major public cloud services. It supports application data, caching, search, and AI-oriented workflows through Redis and Redis Stack.

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Radiant

AI 模型部署

Radiant is an integrated AI infrastructure platform that finances, builds, and operates data centers, GPU systems, networking, storage, and managed services. It helps AI teams and infrastructure operators provision and run compute through a unified platform and FlightDeck control plane.

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Pulsetic

AI 可觀測性

Pulsetic is a website and infrastructure monitoring service that checks uptime, performance, certificates, ports, APIs, scheduled jobs, and dependencies. It confirms failed checks from additional regions before alerting teams and provides status pages for communicating incidents.