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Deployment Infra

9 toolsAvg score 81

Model serving, inference optimization, containerization, and hosting platforms for running agents reliably at production scale.

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We only list tools that meet minimum quality standards.

9 tools

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Docker logo

Docker

86
Trust score

Container platform that is the de facto deployment and isolation layer for AI agent systems. Agent runtimes — including personal agent OSes like OpenClaw, MCP servers, LLM inference servers, and multi-agent orchestrators — are packaged as Docker containers to guarantee reproducible environments, dependency isolation, and easy horizontal scaling. Docker Compose enables multi-agent stacks (orchestrator + tool server + vector DB + model server) to be defined and launched as a single unit. The Docker Hub ecosystem hosts ready-to-run images for nearly every agent-adjacent tool.

AGENT
75
TRUST
90
INTEROP
85
SECURE
95
DOCS
85
Verified Apr 2026MCPA2AREST
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Supabase logo

Supabase

FULL AUTO
84
Trust score

Open-source Firebase alternative with PostgreSQL, pgvector for vector storage, Edge Functions (Deno) for serverless AI logic, and real-time subscriptions. Popular backend for agents needing persistent state, vector retrieval, and auth.

AGENT
85
TRUST
75
INTEROP
95
SECURE
82
DOCS
85
Verified Apr 2026MCPREST
View details →
Vercel logo

Vercel

82
Trust score

Frontend cloud platform with edge functions, streaming AI responses via AI SDK, and first-class support for Next.js agent applications. Edge Middleware enables low-latency auth and routing for agentic APIs with streaming support.

AGENT
72
TRUST
90
INTEROP
85
SECURE
92
DOCS
72
metadata-fetching-failures-in-productionrelative-url-resolution-errors+1 more
Verified Apr 2026MCPREST
View details →
Anyscale logo

Anyscale

NEEDS APPROVAL
81
Trust score

Managed Ray platform for distributed AI workloads — inference serving, training, and data processing at scale. Provides an OpenAI-compatible API endpoint for serving open-source models (Llama, Mistral, Mixtral). Used by agent builders who need high-throughput inference without managing GPU infrastructure. The Anyscale Endpoints service is a direct alternative to OpenAI API for teams with performance or cost constraints, with features for batching, autoscaling, and request routing.

AGENT
85
TRUST
85
INTEROP
85
SECURE
65
DOCS
85
Verified Mar 2026MCPREST
View details →
Google Cloud Functions logo

Google Cloud Functions

80
Trust score

Serverless compute on GCP for event-driven agent microservices. Gen2 supports longer timeouts, higher concurrency, and VPC access — suitable for orchestrating Vertex AI, BigQuery, and other GCP services in agent pipelines.

AGENT
85
TRUST
92
INTEROP
65
SECURE
85
DOCS
75
Verified Apr 2026REST
View details →
Azure Functions logo

Azure Functions

FULL AUTO
80
Trust score

Serverless compute platform from Microsoft Azure supporting durable functions for stateful agent orchestration. Durable Functions enable fan-out/fan-in patterns, human approval steps, and eternal orchestrations for agent workflows.

AGENT
85
TRUST
95
INTEROP
72
SECURE
72
DOCS
75
Verified Apr 2026A2AREST
View details →
Cloudflare Workers AI logo

Cloudflare Workers AI

FULL AUTO
80
Trust score

Edge AI inference platform running LLMs and embedding models at 300+ Cloudflare edge locations. Zero cold starts, built-in Vectorize vector DB, and runs Llama, Mistral, and Whisper models close to users.

AGENT
85
TRUST
82
INTEROP
85
SECURE
85
DOCS
65
free plan stops running after exceeding 100k requests/day or 10k Neurons/day
Verified Apr 2026MCPREST
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Neon logo

Neon

NEEDS APPROVAL
80
Trust score

Serverless Postgres database with instant branching, autoscaling to zero, and a generous free tier. Each branch is a full database copy, enabling safe schema migrations and ephemeral environments for AI development workflows. Neon's HTTP API and connection pooling make it well-suited for serverless and edge function deployments.

AGENT
72
TRUST
85
INTEROP
85
SECURE
75
DOCS
85
Verified Apr 2026MCPREST
View details →
Novu logo

Novu

FULL AUTO
74
Trust score

Open-source notification infrastructure for sending in-app, email, SMS, push, and chat notifications from agent systems. Provides a unified API, workflow engine with digest and delay capabilities, and a notification center component.

AGENT
85
TRUST
72
INTEROP
65
SECURE
65
DOCS
85
maximum five contexts per workflow triggerdata object limited to 64KB per context
Verified Apr 2026REST
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