The request asks what to use for an AI stack; no specific product is named, so the best-fit candidates are those whose sources show AI development, agent, or deployment tooling. Docker offers sandboxes and governance for agents 1, Sentry offers AI agent monitoring 5, and Pydantic offers an AI engineering stack for building and observing agents 9. ONNX Runtime 10 and Portkey 8 also cover model inference and gateway needs, while Notion 4 and Cloudflare 3 cover workspace and edge infr
A question back: Which kind of AI stack do you need (agent runtime, model serving, observability, or gateway), and on which cloud or platform will it run?
- 1
Docker Sandboxesdocker.comverified and signed
Runs AI agent sessions in MicroVM isolation with locked-down network and filesystem, controlled through the sbx CLI for creating, running and removing sandboxes 111.
official:SDK · dockerCLI · dockerskill · dsql+166 community tools built for it
for agents: sagemaker-ai · docker-sandboxes-lifecycle · docker-sandboxes-kits
- 2
Sentrysentry.ioverified and signed
Provides application performance monitoring and error tracking, with an AI agent monitoring setup that instruments LLM calls and agents via its SDK and MCP server 515.
official:MCP server · @sentry/mcp-serverSDK · @sentry/nodeCLI · sentry-clirepository · sentry-pythonskill · sentry-cli+44 community tools built for it
for agents: sentry-setup-ai-monitoring · sentry-setup-ai-monitoring · sentry-instrument
- 3
Pydanticpydantic.devverified and signed
An end-to-end AI engineering stack that combines Logfire observability, Pydantic Evals and Pydantic AI for building type-safe agents, with an AI Gateway for cost tracking 9.
for agents: pydantic-ai · building-pydantic-ai-agents · pydantic-ai-harness
- 4
- 5
Portkeyportkey.aiwebsite read, tools not yet checked
A production stack for Gen AI builders covering AI gateway, observability, guardrails, governance and prompt management in one platform 8.
+1 community tools built for it
Sources
- 1Docker | Secure Sandboxes for AI Agentsdocker.com · read 2026-10-29
- 3Cloudflare: Build for the agent eracloudflare.com · read 2026-10-29
- 4The AI workspace that works for you. | Notionnotion.com · read 2026-10-29
- 5Sentry Docs | Application Performance Monitoring & Error Tracking Softwaredocs.sentry.io · read 2026-10-29
- 8Production Stack for Gen AI Builders|Portkeyportkey.ai · read 2026-10-30
- 9Pydantic | The end-to-end AI engineering stackpydantic.dev · read 2026-10-29
- 10ONNX Runtime | Homeonnxruntime.ai · read 2026-10-29
- 11sagemaker-ai: declares "sagemaker-ai" (the record we read and signed)unfragile.ai · read 2026-10-24
- 15sentry-setup-ai-monitoring: declares "sentry-setup-ai-monitoring" (the record we read and signed)unfragile.ai · read 2026-10-24
For agents: the 10 actions behind this answer
sagemaker-ai · sagemaker-ai verified and signed
Build, train, and deploy AI models with deep AWS AI/ML expertise brought directly into your coding assistants, covering the surface area of Amazon SageMaker AI.
agent-governance · agent-governance verified and signed
Patterns and techniques for adding governance, safety, and trust controls to AI agent systems. Use this skill when: - Building AI agents that call external tools (APIs, databases, file systems) - Implementing policy-based access controls for agent tool usage - Adding semantic intent classification t
radar-get-ai-bots-summary-by-user-agent · Cloudflare API verified and signed
Get AI user agents summary
queryADatabase · Notion API verified and signed
Query a database
sentry-setup-ai-monitoring · sentry-setup-ai-monitoring verified and signed
Setup Sentry AI Agent Monitoring in any project. Use when asked to monitor LLM calls, track AI agents, or instrument OpenAI/Anthropic/Vercel AI/LangChain/Google GenAI/Pydantic AI. Detects installed AI SDKs and configures appropriate integrations.
· Research website read, tools not yet checked
Discover Google Research. We publish research papers across a wide range of domains and share our latest developments in AI and science research.
nbdev · fasttransport verified and signed
· Portkey website read, tools not yet checked
Democratize and productionize Gen AI across your entire org with Portkey's suite of AI gateway, observability, guardrails, and prompt management modules.
· Pydantic Settings website read, tools not yet checked
Pydantic is the AI engineering stack for teams building with AI. Observe with Logfire, evaluate with Pydantic Evals, build type-safe agents with Pydantic AI, and track LLM costs with AI Gateway.
learning · onnxruntime verified and signed
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.