Taito.ai

Taito.ai is the agentic HRIS that handles people ops even when you're not working.

Hosted MCP Server

npx add-mcp 'https://hris.taito.ai/mcp'

Installs into Claude Code, Codex, Cursor and more

Documentation

Skip to content

MCP use cases

Real people workflows, built on Taito.ai MCP

Every action inside Taito.ai is available over MCP: reading records, generating documents, running approvals, completing offboarding. Bring your own AI and connect the tools you already use. The workflow reads live records instead of an out-of-date export.

Start free trial

14-day free trial · No card required

MCP

A grid of tool tiles — Claude, Slack, Linear, HubSpot, Notion, Fortnox, Lovable, Xero, Deel, ChatGPT, Ashby, and n8n — arranged around a central Taito.ai hub badged with "MCP". Taito.ai is the source of truth; every tool on the grid connects to it over MCP.

  • Engineering performance reviews, grounded in LinearPerformance ### Engineering performance reviews, grounded in Linear

    Every claim in the draft links to a real issue. Delivered work, PR reviews, and cycle history are pulled live from Linear.

    • Claude
    • Linear
  • GTM performance reviews, grounded in HubSpotPerformance ### GTM performance reviews, grounded in HubSpot

    Quota is only part of the picture. Claude pulls the deals behind the number from HubSpot: cycle length, expansion, and forecast changes.

    • Claude
    • HubSpot
  • Ask HR anything, in SlackEmployee experience ### Ask HR anything, in Slack

    Time-off balances, policy answers, headcount lookups — answered from live people data in a DM, scoped to the asker.

    • Slack
    • Claude
  • Team availability, posted to Slack every MondayEmployee experience ### Team availability, posted to Slack every Monday

    Every Monday the Taito.ai app posts approved leave, work-from-home days, and public holidays to #general, with coverage gaps flagged.

    • Slack
  • Automated onboarding, triggered from AshbyEmployee experience ### Automated onboarding, triggered from Ashby

    Mark a candidate Hired in Ashby and the employee syncs into Taito.ai. An agent then assigns onboarding tasks, schedules the probation review, and books the first 1:1.

    • Ashby
    • Google Calendar
  • Payroll variance report before you send itPayroll & finance ### Payroll variance report before you send it

    Claude assembles the month’s pre-payroll ledger, compares it with last month, and hands you a CSV with the outliers flagged.

    • Claude
    • Xero
    • Fortnox
  • Quarterly sales bonuses, calculated from HubSpotPayroll & finance ### Quarterly sales bonuses, calculated from HubSpot

    Claude reads each salesperson’s closed-won deals, applies the commission plan, and writes each payout to Taito.ai in time for payroll.

    • Claude
    • HubSpot
  • People ops dashboards, built in ClaudeCustom apps & analytics ### People ops dashboards, built in Claude

    One prompt and Claude builds an HR dashboard from live Taito.ai data: headcount and FTE, compensation, performance, and diversity.

    • Claude
  • Build a people dashboard in LovableCustom apps & analytics ### Build a people dashboard in Lovable

    Connect Lovable to the Taito.ai MCP server and build the internal app your people team actually wants. No backend to write.

    • Lovable

Live data, no exports.

MCP reads the current data every time — so the answer matches what the app would show you.

Your permissions apply in every tool.

Anything the AI can see, the calling user could already see. Every access is logged, every action is scoped.

Bring the tool you already use.

Claude, Slack, HubSpot, Linear, Lovable, ChatGPT — anything MCP-native. Taito.ai is the source of truth; you choose the tool.

MCP endpoint

Copy

https://hris.taito.ai/mcp
  1. Add a custom connector in Claude, ChatGPT, or any MCP client that supports remote servers.
  2. Paste the endpoint above when the client asks for the server URL.
  3. Sign in with your Taito.ai account (OAuth). The client then sees only what your permissions already allow.

What is MCP?

Model Context Protocol — a standard for giving AI tools like Claude and ChatGPT structured access to your systems. Taito.ai runs an MCP server that exposes the full people graph and every action the app can perform, with your permissions applied.

Do I need a developer?

For the ready-made workflows on this page, no. Paste a prompt into Claude or configure the Taito.ai app. Custom apps in Lovable, or workflows that connect several tools, go faster with someone who’s comfortable in a workflow builder.

Which AI tools does Taito.ai MCP work with?

Any MCP-compatible client: Claude Desktop, Claude in Slack, ChatGPT MCP, Cursor, and Lovable’s MCP support. Any client that supports MCP can connect. We test against the clients above.

What can the AI see?

Only what your user permissions allow. Field-level access, integration allowlists, and audit logs all apply — the AI inherits the caller’s permissions and can never access more than the person running it. When a workflow needs a human decision, it escalates to one.

We value your privacy

We use cookies to understand how visitors use our site and to measure our advertising. They are only set if you agree, and you can change your choice at any time via "Cookie settings" in the footer. See our privacy policy.

Cookie categoriesNecessaryRequired for the site to work, such as remembering this cookie choice. Always on.AnalyticsHelps us understand how visitors use the site so we can improve it.AdvertisingLets us measure how our ad campaigns perform on other platforms.

Accept allReject allCustomizeSave preferences

{"@context":"https://schema.org","@type":"Organization","@id":"https://taito.ai/#organization","name":"Taito.ai","legalName":"Taito.hr Oy","url":"https://taito.ai","logo":{"@type":"ImageObject","url":"https://taito.ai/logo-black.png"},"description":"People operations system for modern teams.","foundingDate":"2023","address":{"@type":"PostalAddress","streetAddress":"Lapinlahdenkatu 16","postalCode":"00180","addressLocality":"Helsinki","addressCountry":"FI"},"funder":[{"@type":"Organization","name":"Accel","url":"https://www.accel.com"},{"@type":"Organization","name":"Illusian","url":"https://illusian.org"}],"sameAs":["https://www.linkedin.com/company/taito-ai","https://www.youtube.com/@taito_ai"],"contactPoint":[{"@type":"ContactPoint","contactType":"sales","url":"https://hris.taito.ai/signup"},{"@type":"ContactPoint","contactType":"customer support","email":"contact@taito.ai","url":"https://taito.ai/contact"}]}
{"@context":"https://schema.org","@type":"WebSite","@id":"https://taito.ai/#website","name":"Taito.ai","url":"https://taito.ai","description":"People operations system for modern teams.","publisher":{"@type":"Organization","@id":"https://taito.ai/#organization","name":"Taito.ai","url":"https://taito.ai"}}
{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://taito.ai"},{"@type":"ListItem","position":2,"name":"MCP use cases","item":"https://taito.ai/mcp-use-cases"}]}
{"@context":"https://schema.org","@type":"FAQPage","mainEntity":[{"@type":"Question","name":"What is MCP?","acceptedAnswer":{"@type":"Answer","text":"Model Context Protocol — a standard for giving AI tools like Claude and ChatGPT structured access to your systems. Taito.ai runs an MCP server that exposes the full people graph and every action the app can perform, with your permissions applied."}},{"@type":"Question","name":"Do I need a developer?","acceptedAnswer":{"@type":"Answer","text":"For the ready-made workflows on this page, no. Paste a prompt into Claude or configure the Taito.ai app. Custom apps in Lovable, or workflows that connect several tools, go faster with someone who’s comfortable in a workflow builder."}},{"@type":"Question","name":"Which AI tools does Taito.ai MCP work with?","acceptedAnswer":{"@type":"Answer","text":"Any MCP-compatible client: Claude Desktop, Claude in Slack, ChatGPT MCP, Cursor, and Lovable’s MCP support. Any client that supports MCP can connect. We test against the clients above."}},{"@type":"Question","name":"What can the AI see?","acceptedAnswer":{"@type":"Answer","text":"Only what your user permissions allow. Field-level access, integration allowlists, and audit logs all apply — the AI inherits the caller’s permissions and can never access more than the person running it. When a workflow needs a human decision, it escalates to one."}}]}
{"@context":"https://schema.org","@type":"ItemList","name":"MCP use cases for people ops","description":"People workflows built on the Taito.ai MCP server.","numberOfItems":9,"itemListElement":[{"@type":"ListItem","position":1,"name":"Engineering performance reviews, grounded in Linear","url":"https://taito.ai/mcp-use-cases/engineering-performance-review-linear","description":"Every claim in the draft links to a real issue. Delivered work, PR reviews, and cycle history are pulled live from Linear."},{"@type":"ListItem","position":2,"name":"GTM performance reviews, grounded in HubSpot","url":"https://taito.ai/mcp-use-cases/gtm-performance-review-hubspot","description":"Quota is only part of the picture. Claude pulls the deals behind the number from HubSpot: cycle length, expansion, and forecast changes."},{"@type":"ListItem","position":3,"name":"Ask HR anything, in Slack","url":"https://taito.ai/mcp-use-cases/ask-hr-in-slack","description":"Time-off balances, policy answers, headcount lookups — answered from live people data in a DM, scoped to the asker."},{"@type":"ListItem","position":4,"name":"Team availability, posted to Slack every Monday","url":"https://taito.ai/mcp-use-cases/team-availability-digest-slack","description":"Every Monday the Taito.ai app posts approved leave, work-from-home days, and public holidays to #general, with coverage gaps flagged."},{"@type":"ListItem","position":5,"name":"Automated onboarding, triggered from Ashby","url":"https://taito.ai/mcp-use-cases/onboarding-automation-ashby","description":"Mark a candidate Hired in Ashby and the employee syncs into Taito.ai. An agent then assigns onboarding tasks, schedules the probation review, and books the first 1:1."},{"@type":"ListItem","position":6,"name":"Payroll variance report before you send it","url":"https://taito.ai/mcp-use-cases/payroll-prep","description":"Claude assembles the month’s pre-payroll ledger, compares it with last month, and hands you a CSV with the outliers flagged."},{"@type":"ListItem","position":7,"name":"Quarterly sales bonuses, calculated from HubSpot","url":"https://taito.ai/mcp-use-cases/sales-bonus-hubspot","description":"Claude reads each salesperson’s closed-won deals, applies the commission plan, and writes each payout to Taito.ai in time for payroll."},{"@type":"ListItem","position":8,"name":"People ops dashboards, built in Claude","url":"https://taito.ai/mcp-use-cases/people-ops-dashboards-claude","description":"One prompt and Claude builds an HR dashboard from live Taito.ai data: headcount and FTE, compensation, performance, and diversity."},{"@type":"ListItem","position":9,"name":"Build a people dashboard in Lovable","url":"https://taito.ai/mcp-use-cases/custom-people-apps-lovable","description":"Connect Lovable to the Taito.ai MCP server and build the internal app your people team actually wants. No backend to write."}]}