The next user of your product won't be human.
AgentLMS teaches every MCP client, browser agent, and autonomous assistant how to find, learn, and correctly use your product — automatically, and always up to date.
Discoverable by the agents your users already run
Agent infrastructure is compounding fast
0M
monthly MCP SDK downloads
Anthropic, Dec 2025
0+
active public MCP servers listed
Anthropic
0%
of software orgs run MCP in production
Stacklok, 2026
0%
of enterprise apps to embed agents by EOY
Gartner
The problem
Built for humans. Invisible to agents.
Most products have no agent-readable path in at all — and the ones that do go stale the moment the product ships an update.
Undiscoverable
No MCP manifest or registry listing means agents never learn your tool exists in the first place.
Docs written for engineers
API references assume a human reading top to bottom — not an LLM executing a task from a single prompt.
Blind browser agents
Without agent-readable structure, browser agents can't reliably find buttons, forms, or flows in your UI.
Knowledge goes stale
Every release breaks what agents thought they knew, with no mechanism to keep them current.
See the difference
The same docs. Two very different agents.
Illustrative example — a typical API reference page, as an agent sees it before and after AgentLMS restructures it.
Without AgentLMS
Agent confidence: 22%To get started with the workspace API you'll first need to authenticate against our identity provider — see the authentication section below, or the separate SSO guide if your org uses enterprise login, which links out to three more pages depending on your provider...
Rate limits, retry behavior, and webhook signatures are documented separately across the reference, the changelog, and a community forum post that may be out of date.
⚠ no MCP manifest found · no agent-readable structure
With AgentLMS
Agent confidence: 98%- 1Authenticate → POST /auth/token
- 2Create workspace → POST /workspaces
- 3Invite members → POST /workspaces/{id}/members
- 4Handle errors → see error_codes.json
✓ mcp-manifest.json · synced 2 min ago
The solution
AgentLMS teaches agents to use your product
Point AgentLMS at your product once. It generates and maintains everything an agent needs to discover, learn, and correctly operate it — across MCP, the browser, and plain-language docs.
Your Product
API, docs & UI surface
AgentLMS Engine
generates + auto-syncs
MCP Server
Browser Agent Docs
Agent How-To Docs
{ "tool": "create_workspace", "status": "synced", "last_scan": "2 min ago", "how_to_docs": generating▍ }
What agent-ready looks like
0%
of releases auto-sync to your MCP manifest — zero manual updates
0
surfaces covered: MCP, browser agents, and plain-language docs
< 0 day
from first scan to a fully agent-ready product
Product framework
Built on three pillars
The same way an LMS onboards, trains, and certifies employees, AgentLMS does it for the agents that will operate your product.
Agent Onboarding
Make your product discoverable and accessible the moment an agent looks for it — via MCP registries, browser-agent metadata, and agent-facing docs.
Agent Education
Ship structured, task-oriented how-to guides written for how LLMs read and reason — not repurposed API reference pages.
Agent Development
Give agents a durable, self-updating source of truth so integrations and workflows keep working as your product evolves.
Core capabilities
Four capabilities, one always-current layer
Agent Accessibility Layer
Makes your product reachable by MCP clients, browser agents, and agent docs crawlers from a single integration.
MCP Auto-Update
Your MCP server manifest regenerates automatically on every release — agents never call a deprecated tool again.
How-To Docs for Agents
Task-first, step-by-step guides structured for LLM consumption, not just human skimming.
Agent-Native Documentation
Purpose-built docs distinct from your API reference, plus discoverable docs for browser agents to find and use your tool.
How it works
Current forever.
Step 1
Connect
Point AgentLMS at your API, docs, and product surface. No migration required.
Step 2
Generate
AgentLMS produces your MCP manifest, agent how-to guides, and browser-agent metadata.
Step 3
Auto-Sync
Every release triggers a re-scan, so agent-facing docs never drift from reality.
Step 4
Agents Succeed
MCP clients, browser agents, and assistants complete tasks correctly, first try.
Enterprise
Built for enterprise from day one
Everything the Enterprise tier includes — for teams rolling agent-readiness out across a large product surface.
Security & access
- Private MCP gateways
- SSO & SAML support
- Role-based access control
Reliability
- Custom SLAs
- Dedicated infrastructure
- Priority incident response
Support
- Dedicated support team
- White-glove onboarding
- Guided rollout plan
Pricing
Simple, usage-based pricing
Plans that grow with you.
Growth
per monthly agent call
Full MCP and browser-agent coverage, priced as you scale.
Book a demoWhat's included, every tier
Always-current MCP manifest
Auto-regenerated on every release — no stale tool calls.
Agent how-to docs
Task-first guides structured for LLMs, not just humans.
Browser-agent discovery
Metadata so agents can find and correctly use your UI.
Guided onboarding
Implementation support from our team to get you live fast.
FAQ
Questions, answered
The Model Context Protocol (MCP) is how AI agents like Claude and enterprise copilots discover and call your product's tools directly. Without an MCP manifest, agents simply don't know your tools exist — AgentLMS generates and maintains that manifest for you.
No. AgentLMS scans your existing API, docs, and product surface and generates agent-facing layers alongside what you already have — your human-facing docs stay exactly as they are.
API references are written for a human reading top to bottom. Agent-facing docs are task-first and structured for an LLM executing a single step correctly — a different shape of content entirely, not a reformatted version of the same page.
Every release triggers an automatic re-scan. Your MCP manifest, how-to guides, and browser-agent metadata regenerate so agents never call a deprecated tool or follow a stale flow.
No — it runs alongside it. AgentLMS adds a parallel, agent-readable layer without touching your existing human-facing documentation or support content.
Most teams are live the same afternoon. Point AgentLMS at your API, docs, and product surface — no migration, no code changes required to get your first readiness scan.
Get started
See if your product is agent-ready
Run a free MCP-readiness scan in under 10 minutes, no code changes required. We'll show you exactly what agents can and can't do with your product today.
Free Readiness Scan
See your current MCP and agent-docs coverage score in minutes.
Book a Demo
Walk through the integration live with our team.
Talk to Sales
Discuss enterprise rollout, security, and custom SLAs.
Ready when you are
hello@agentlms.io