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Automations & Integrations · Developer Platform

Automate the training loop into any stack.

Time Machine plugs into the automation platforms and AI agents you already run - a REST API, an MCP server, Microsoft connectors, and a Zapier app. So onboarding, coaching, and certification stop being manual projects and run as a continuous, hands-off loop your company owns.

Schedule a Demo Explore the API & MCP
4Ways to connect
116MCP agent tools
No codeZapier & Power Automate
YoursYour stack, your data
The idea

Your automations already run the business. Let them run the training too.

You've wired your stack together - HRIS, CRM, docs, and a growing bench of AI agents. The last thing still done by hand is training: onboarding a new hire, coaching a rep, keeping content current. Time Machine closes that gap. It exposes the whole learning lifecycle as programmable surfaces, so the tools and agents you already trust can provision learners, build courses, run role-plays, certify skills, and read readiness - without a human babysitting the process.

How it connects

Four ways in. One learning loop.

Pick the surface that fits your stack. They share the same tml_live_ API-key auth and the same permissions, so you can mix and match freely.

REST API

A clean OpenAPI 3.1 API for code and automation platforms. Provision users, build courses, run role-plays, and read insights.

https://api.timeml.ai/api/v1
OpenAPI 3.1

MCP server

The Model Context Protocol server exposes 116 agent tools over Streamable HTTP - for Claude, Copilot, Codex and any MCP-aware agent.

https://api.timeml.ai/api/v1/mcp
116 tools

Microsoft connectors

Custom connectors for Power Automate and Copilot. Trigger flows and let Copilot drive training with human-in-the-loop approvals.

Power Automate · Copilot
Microsoft 365

Zapier app

A published Zapier app built on the Zapier Platform CLI. Connect Time Machine to thousands of apps with triggers and actions - no code.

Zapier Platform CLI
No-code
Connect surface · same key everywhere 
# One API key (Settings → API Keys), used as a bearer token everywhere
REST    https://api.timeml.ai/api/v1        Authorization: Bearer tml_live_<key>
MCP     https://api.timeml.ai/api/v1/mcp    Streamable HTTP · 116 tools
Zapier  Time Machine app                    triggers + actions, no code
MS      Power Automate / Copilot connector  custom connector
Works with your stack

Bring your own agents and orchestrators.

Time Machine is model- and vendor-neutral. Whatever runs your automations today can run your training loop - from Microsoft's platform to the newest agent harnesses.

Automation platforms

Microsoft Power Automate Zapier

AI agents, orchestrators & harnesses

AI Collab Time Machine Claude Code Microsoft Copilot OpenAI Codex CoWork OpenClaw Hermes Custom agents

Marketplaces & skills

Anthropic marketplace OpenAI marketplace
Meet AI Collab

Your training loop has its own agent.

AI Collab is Time Machine's native AI agent. It drives the learning loop from the inside - building courses, generating role-plays, coaching learners, and surfacing readiness - and it speaks the same API and MCP as everything else, so it coordinates cleanly with the agents you already run. Bring your own orchestrator, or let AI Collab run the loop for you.

  • Builds and updates courses, role-plays and assessments
  • Coaches learners and assigns remediation automatically
  • Reports readiness and coaching priorities to managers
  • Interoperates with Claude Code, Copilot, Codex and custom agents
1
A new rep joinsAI Collab builds a personalized path from role, team and experience.
2
It coaches as they goRuns role-plays, answers questions, assigns remediation on a miss.
3
Your agents plug inClaude Code or Copilot call the same MCP tools to orchestrate around it.
4
Managers get readinessScorecards and coaching priorities flow back to your BI, CRM or HRIS.
Automation patterns

Loops you can stand up this week.

Three patterns customers run today. Each uses the surfaces above - swap in whichever platform or agent you prefer.

1 · Headless onboarding

A new hire lands in your HRIS. Power Automate or Zapier catches it, provisions the learner in Time Machine, and enrolls them in the right courses - accounts and training ready before day one, with zero manual steps.

Stack: HRIS → Power Automate / Zapier → Time Machine API → sync back weekly.

1
New hire in HRISTriggers the flow in Power Automate or Zapier.
2
Learner provisionedPOST /users - department & role created if missing.
3
Courses assignedWelcome + role courses enrolled automatically.
4
Progress syncedGET /insights writes readiness back to the HRIS.

2 · Agent-driven coaching

Your AI agent - AI Collab, Claude Code, Copilot, or Codex - connects over MCP. As reps work, it monitors progress, answers questions, assigns remediation on a miss, and certifies on mastery, then reports who's ready to managers in plain language.

Stack: Agent (MCP) → Time Machine role-plays & scorecards → readiness to the manager.

1
Agent connects over MCPSame tml_live_ key, 116 tools available.
2
Monitors & remediatesAssigns practice when a learner struggles.
3
Certifies on masteryReads role-play scores and scorecards.
4
Reports readiness"Is this rep ready for live calls?" - answered objectively.

3 · Content stays current

A new product doc gets approved. An automation - or an agent - regenerates the affected course and expert from the new source and republishes it, so training never drifts from reality.

Stack: Doc approved → regenerate course & expert → POST /courses/{id}/publish.

1
Doc approved in OneDrive / DriveAutomation or agent picks up the change.
2
Course regeneratedFrom the new source material and experts.
3
RepublishedPOST /courses/{id}/publish - learners see it instantly.
Distribution

Find us where your agents already live.

Add Time Machine as a capability from the marketplaces and connector galleries your team already uses.

Anthropic marketplace

Time Machine as a Claude skill - so Claude and Claude Code can add training as a capability in a click.

Get the skill →

OpenAI marketplace

Time Machine as a skill for OpenAI-based agents and Codex, driving the loop in plain language.

Get the skill →

Zapier app

Built on the Zapier Platform CLI. Connect Time Machine to thousands of apps with triggers and actions.

Connect on Zapier →

Microsoft connectors

Custom connectors for Power Automate and Copilot, for Microsoft 365 shops that want native flows.

Talk to us →

Not sure which surface fits your stack? Tell us what you run and we'll map it for you.

Common questions

Automations & integrations, answered.

How do I connect Time Machine to my automation tools?

Four ways: a REST API (OpenAPI 3.1) at https://api.timeml.ai/api/v1, an MCP server at https://api.timeml.ai/api/v1/mcp with 116 agent tools, Microsoft connectors for Power Automate and Copilot, and a Zapier app built on the Zapier Platform CLI. All share the same tml_live_ API-key authentication, so you can mix and match.

Do you have a Zapier integration?

Yes - a Zapier app built on the Zapier Platform CLI. Trigger training workflows and move data between Time Machine and thousands of Zapier-connected apps without writing code.

Do you support Microsoft Power Automate and Copilot?

Yes. Custom connectors let Power Automate trigger flows into Time Machine and let Copilot drive training - a natural fit for Microsoft 365 shops that already run approvals and automations in Power Platform.

Can AI agents like Claude Code, Codex or Copilot drive Time Machine?

Yes. Any MCP-aware agent - Claude Code, Microsoft Copilot, OpenAI Codex, CoWork, OpenClaw, Hermes, or a custom agent - can call Time Machine's 116 MCP tools to provision learners, build courses, run role-plays and read readiness. Time Machine also ships its own agent, AI Collab.

Are you on the Anthropic and OpenAI marketplaces?

Yes. Time Machine is distributed as skills on the Anthropic and OpenAI marketplaces, so agents on those platforms can add Time Machine as a capability and coordinate training in plain language.

What is AI Collab?

AI Collab is Time Machine's own AI agent. It drives the learning loop natively - building courses, running role-plays, coaching learners and reporting readiness - and connects over the same API and MCP, so it interoperates with the other agents in your stack.

Automate your training loop

Tell us your stack. We'll wire the loop.

Share the automation platforms and agents you run and what you want to automate. We'll map it to the API, MCP, connectors and Zapier - and come back within one business day.

REST + MCP + Zapier + Microsoft · SOC 2 Type II · Your stack, your data · Or call 949-416-5055