2026 Meilleurs outils de AI Infrastructure

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fez

Passerelles et routage IA

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

Outils Dev IA

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.

C

ColdIQ

Génération Leads IA

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.

I

iFixAi

Évaluation des LLM

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.

H

Hopscotch

Passerelles et routage IA

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

API d’images IA

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

Graphe Connaissance IA

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

Base de données vectorielle

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.

P

pgvector

Base de données vectorielle

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.

C

Chutes

Plateformes d’inférence IA

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.

A

Apache APISIX

Passerelles et routage IA

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

Outils Dev IA

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

Infrastructure pour agents IA

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.

A

Alibaba Cloud Model Studio

API de LLM

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

Outils Dev IA

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

Infrastructure pour agents IA

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.

C

Claude Platform

Infrastructure pour agents IA

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.

K

Kubetorch

Outils Dev IA

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.

S

SGLang

Plateformes d’inférence IA

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

Moteur de Recherche IA

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.