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AI stack chooser

117 tools, 16 layers, 7 builds. Pick one or several: what they need collects at the top, the layers they leave uncovered are named, and anything two builds share is marked. 70 of these run on your own infrastructure at no licence cost.

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117 of 117 tools shown

Agent orchestration

Graph orchestrator

Explicit agent graph: state, checkpoints, human-in-the-loop.

Open sourceOpen core

Role crews

Crew and process orchestration with a manager agent.

Open sourceOpen core

Group chat

Multi-agent dialogues. Maintenance mode; new work moves to Agent Framework.

Open source

Enterprise agents

Successor to AutoGen and Semantic Kernel, GA since April 2026. Production path for Azure and .NET.

Open source

Handoff orchestration

Handoffs, tools, guardrails and tracing in OpenAI-style loops.

Open source

Graph workflows

Code-first agents on a graph workflow runtime since 2.0; Python, Go, TS and Java.

Open source

LangChain

Chain toolkit

The wider toolkit LangGraph sits inside.

Open sourceOpen core

Pydantic AI

Typed agents

Type-checked agent framework from the Pydantic team.

Open source

Mastra

TypeScript agents

Workflows, memory and evals for TS teams.

Open sourceOpen core

Agno

Lightweight agents

Small runtime with memory and tools, low overhead.

Open source

AWS-native SDK

Model-driven agent SDK and harness, Python and TS, open sourced by AWS.

Open source

Agent SDK and RAG

Data agents and RAG

Ingestion, indexes, retrieval and document agents.

Open sourceOpen core

Plugins and processes

Maintenance mode, superseded by Microsoft Agent Framework.

Open source

Haystack

Pipeline RAG

Composable retrieval pipelines from deepset.

Open sourceOpen core

Retrieval and vector stores

pgvector

Postgres vectors

Vector search inside the database you already run.

Open source

Qdrant

Vector database

Rust vector store with filtering and hybrid search.

Open sourceOpen core

Weaviate

Vector database

Hybrid search with built-in vectorisation modules.

Open sourceOpen core

Chroma

Embedded vectors

Local-first store, the shortest path to a prototype.

Open sourceOpen core

LanceDB

Columnar vectors

Vector store on a columnar format, runs embedded.

Open sourceOpen core

Elasticsearch

Search engine

Lexical and vector retrieval in one index.

Open sourceOpen coreHigh maturity

Pinecone

Managed vectors

Hosted vector database, no infrastructure to run.

Vendor $

Turbopuffer

Object-store vectors

Vector search priced on object storage rather than RAM.

Vendor $High maturity

Inference and serving

vLLM

Inference server

High-throughput serving for open-weight models.

Open sourceHigh maturity

SGLang

Inference server

Structured generation and fast serving runtime.

Open sourceHigh maturity

Ollama

Local models

Local model runner for laptops and single boxes, with optional hosted cloud models.

Open sourceOpen core

Groq

Fast inference

Low-latency hosted inference on custom silicon; core technology licensed to Nvidia in 2025.

Vendor $

Together

Model cloud

Hosted open-weight models and fine-tuning.

Vendor $

Fireworks

Model cloud

Hosted inference tuned for latency and cost.

Vendor $

Modal

GPU compute

Serverless GPU jobs and endpoints.

Vendor $

Baseten

Model serving

Production model endpoints with autoscaling.

Vendor $High maturity

UI and low-code

Low-code platform

Visual workflows, agent node, RAG, MCP both ways. Modified Apache licence, no multi-tenant resale.

Open sourceOpen core

Multi-provider chat UI

Unified chat UI with agents and MCP. Not orchestration itself. Owned by ClickHouse since 2025.

Open source

Open WebUI

Self-host chat UI

Chat front end for local and hosted models. Custom licence with a branding clause.

Open source

Visual builder

Drag-and-build agent flows, exportable as MCP servers.

Open sourceOpen core

n8n

Workflow automation

General automation with AI nodes. Fair-code licence.

Open sourceOpen core

Autonomous runtimes

Reference runtime

CLI, gateway, memory, skills, cron and MCP in one.

Open source

Personal agent gateway

Local agent with a multi-channel gateway, run by the OpenClaw Foundation since 2026.

Open source

Local coding agent

On-machine agent with an extension system, a Linux Foundation (AAIF) project.

Open source

Stateful agents

Memory-first agent harness and app server, formerly MemGPT.

Open sourceOpen core

Durable execution

Durable workflows

Event history, replay, timers and signals for long runs.

Open sourceOpen coreHigh maturity

Postgres workflows

Background tasks and queues on PostgreSQL.

Open sourceOpen core

Event-driven steps

Step functions for TypeScript agent jobs with retries. Server is SSPL, Apache after three years.

Open sourceOpen core

TS background jobs

Long-running tasks with a realtime run UI.

Open sourceOpen core

Restate

Durable handlers

Durable execution as plain functions. Server BSL 1.1, SDKs MIT.

Open sourceOpen coreHigh maturity

DBOS

Postgres durability

Durable workflows as a library on Postgres. Library MIT; the Conductor console is paid.

Open sourceOpen core

LLM gateways

Model proxy

OpenAI-compatible API to many models, with budgets and keys. Pin versions: two PyPI releases were compromised in March 2026.

Open sourceOpen core

OpenRouter

Model router

One key and one bill across many providers. Being acquired by Stripe.

Vendor $

Portkey

AI gateway

Routing, caching, guardrails and spend controls. Part of Palo Alto Networks since 2026.

Vendor $Open core

Kong AI Gateway

API gateway

LLM traffic on the API gateway you may already run. Free only if built from source since 3.10.

Vendor $$Open core

Cloudflare AI Gateway

Edge gateway

Caching, rate limits and analytics at the edge.

Vendor $

MCP and sandboxes

Tool protocol

Open standard for tools, resources and prompts, governed by the Linux Foundation (AAIF).

Open source

Agent-to-agent

Cross-vendor agent communication protocol, Linux Foundation, v1.0.

Open sourceHigh maturity

Code sandbox

Isolated cloud VMs for agent-written code.

Open sourceOpen core

MCP gateway

Private MCP registry, guardrails and cost monitoring. AGPL; paid enterprise edition.

Open sourceOpen coreHigh maturity

Composio

Tool catalogue

Managed connectors and auth for agent tool calls.

Vendor $

Smithery

MCP registry

Directory and hosting for MCP servers.

Vendor $

Containerised MCP

MCP servers as containers with a local catalogue.

Open source

Daytona

Dev sandboxes

Hosted sandboxes for agent-run code; open repo frozen since June 2026.

Vendor $

Agent memory

Memory API

Long-term memory with hybrid search. Graph memory is on the paid platform only.

Open sourceOpen core

Temporal knowledge graph

Temporal knowledge graph: Graphiti is open source, Zep itself is cloud-only.

Open sourceOpen core

Cognee

Memory pipelines

Builds a queryable graph from documents and events.

Open sourceOpen core

Observability and evals

Traces and prompts

Self-host traces, evals, prompt management and datasets. Owned by ClickHouse since 2026.

Open sourceOpen core

RAG evals

Faithfulness and recall metrics for retrieval pipelines.

Open source

CI evals

Regression evals and red-teaming in CI. Owned by OpenAI since 2026.

Open sourceOpen core

Arize Phoenix

Open tracing

Self-host tracing and evaluation for LLM apps. Elastic License 2.0, not OSI.

Open sourceOpen core

Opik

Traces and evals

Open-source tracing and evaluation from Comet.

Open sourceOpen core

DeepEval

Test-style evals

Evals written as unit tests.

Open sourceOpen core

LangSmith

Hosted tracing

Tracing, datasets and evals for LangChain stacks.

Vendor $

W&B Weave

Experiment tracking

Tracing and evaluation inside Weights & Biases, now part of CoreWeave.

Vendor $

Braintrust

Eval platform

Eval workflows, datasets and scoring for teams.

Vendor $High maturity

Governance and secrets

Agent runtime control

Sandbox per agent, MCP sidecars, RBAC, budgets and audit. AGPL.

Open sourceHigh maturity

Secrets

Linux Foundation fork of Vault: dynamic credentials, encryption as a service.

Open sourceHigh maturity

Secrets

The original, under BSL since 2023 and owned by IBM.

Vendor $$High maturity

Policy engine

Policy-as-code for tool-call authorisation.

Open sourceHigh maturity

Infisical

Secrets platform

Secret management with a self-host path.

Open sourceOpen coreHigh maturity

Cerbos

Authorisation

Decoupled authorisation decisions as a service.

Open sourceOpen coreHigh maturity

Agent identity

Agent IAM

Agents as first-class identities with short-lived credentials.

Vendor $$High maturity

WorkOS

Enterprise auth

SSO, directory sync and agent credentials.

Vendor $High maturity

Descope

Agentic identity

Identity flows built for agents acting for users.

Vendor $High maturity

AI security

AI runtime security

Runtime protection, agent security, model scanning, red teaming.

Vendor $$High maturity

AI firewall

Runtime AI defence and model risk.

Vendor $$High maturity

Prompt injection filter

Jailbreak and injection detection API.

Vendor $$High maturity

Programmable rails

Self-host guardrails over dialog flows.

Open source

Guardrails AI

Output validation

Validators on model output, self-hostable. Hosted Hub retired; owned by Harvey since 2026.

Open sourceOpen core

Llama Guard

Safety classifier

Open-weight classifier for input and output screening. Llama community licence, not OSI.

Open source

HiddenLayer

Model security

Model scanning and detection of adversarial use.

Vendor $$High maturity

Zenity

Agent posture

Discovery and control for agents built across SaaS.

Vendor $$High maturity

Managed platforms

AWS managed agents

Runtime, memory, gateway, identity, policy and evals for agent systems.

Vendor $$High maturity

Microsoft agent service

Managed agents, model catalogue, evals, content safety.

Vendor $$High maturity

Lakehouse agents

Agents on Unity Catalog with MLflow and model serving, formerly Mosaic AI.

Vendor $$High maturity

Governed data

Central governance for agent data access.

Vendor $$High maturity

ML lifecycle

Experiment tracking and model registry.

Open source

Action runtime

Serverless actions and tool backends in AWS agent stacks.

Vendor $

Cloud IAM

Identity and access for AWS-first agent deployments.

Vendor $

AWS observability

Metrics and logs for agent operations on AWS.

Vendor $

Knowledge base

GCP warehouse as a knowledge source for ADK agents.

Vendor $$

Enterprise search

Retrieval layer for Azure and .NET agent stacks; powers Foundry IQ.

Vendor $$

Salesforce Agentforce

CRM agents

Agents inside the CRM, metered per action.

Vendor $$

MCP servers

OLAP analytics

Official server for real-time OLAP queries; remote MCP in ClickHouse Cloud.

Open sourceOpen core

DevSecOps

Built-in server for repos, CI/CD and merge requests. Still experimental.

Open sourceOpen core

Team messaging

Official remote server with OAuth: channels, threads and search.

Vendor $

Self-hosted files

Files on your own infrastructure. Community MCP server only; no official one.

Open sourceOpen core

Transformation

Official server: models, tests and lineage as the semantic source an agent reads.

Open sourceOpen core

Warehouse

Snowflake-managed server over the governed warehouse, GA since 2025.

Vendor $$

PostgreSQL

Relational DB

No official server: the reference one was archived in 2025 after a SQL injection flaw. Use a maintained community server, read-only.

Open source

Secrets MCP

Official HashiCorp server for scoped credentials. Local use only.

Open sourceOpen core

Code and issues

Official server, local or remote: repositories, pull requests, actions and issues.

Vendor $

Error tracking

Official remote server: exceptions and traces as agent context.

Open sourceOpen core

Issue tracking

Official remote server: issues and projects for planning agents.

Vendor $

Browser control

Official Microsoft server for driving a real browser from an agent.

Open source

Docs and databases

Notion-hosted server: pages and databases as a knowledge source.

Vendor $

Payments

Official remote server: billing data and operations for commerce agents.

Vendor $

Open core means the project is free to run yourself and metered in the vendor’s cloud — the label is there so the open-source filter does not overclaim. Tiers are our reading of each vendor’s model rather than a quote: vendor $ publishes self-serve pricing, vendor $$ sells through a salesperson. A build highlights rather than hides, because the layers it leaves empty are the part worth looking at.