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iSpring Learn (iSpring LMS) MCP Server and API by Cotlet

Enroll users in courses in iSpring Learn (iSpring LMS)

ispring_enroll_users_in_courses
Read-onlyIdempotent

Enroll users in courses in the user's own iSpring Learn (iSpring LMS) account from ChatGPT, Claude or any AI agent. Returns how to do it in iSpring Learn (iSpring LMS) step by step (screens, buttons, fields) and opens nothing by itself; then do it with the cotlet_browser_* tools in the user's iSpring Learn (iSpring LMS) Cloud Browser. iSpring Learn (iSpring LMS)'s official API: iSpring Learn has a REST API, but only with the Business subscription, and no official MCP server (checked 20 Oct 2026).

Tool call template

This tool declares no required parameters. Add optional parameters from the input schema as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {},
    "name": "ispring_enroll_users_in_courses"
  }
}

Input Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

A4/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, openWorldHint=false, so the safety profile is covered. The description adds genuinely non-obvious behavior: it returns screens/buttons/fields step by step and "opens nothing by itself," which prevents an agent from assuming the enrollment is executed. It does not describe output format or how long the instructions are, but the key behavioral surprise is disclosed.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The critical constraint ("opens nothing by itself") is front-loaded and the follow-up tool family is named in the same sentence. However, "iSpring Learn (iSpring LMS)" is repeated four times, which is keyword padding rather than information, and the closing note about the Business-subscription REST API is tangential to invoking the tool.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no parameters and no output schema, the description must carry the workflow burden, and it does: what is returned (step-by-step UI instructions), what is not done (no browser opened), and what to do next (cotlet_browser_* tools). The API/subscription aside is context for why browser automation is needed, not invocation guidance, so it is surplus but not harmful.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Zero parameters and an empty object schema, so there is nothing for the description to disambiguate; baseline 4 applies. The description correctly implies no arguments are needed to request the guide.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource ("Enroll users in courses in the user's own iSpring Learn account") and then immediately clarifies that the tool itself only returns step-by-step instructions rather than performing the enrollment. That self-correction is essential and distinguishes it from an executor, though the name/behavior mismatch means the agent must read past the title to understand what actually happens.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Explicitly names the follow-up path: call this, then perform the actions with the cotlet_browser_* tools in the Cloud Browser. That is a clear when-to-use chain. It stops short of stating when NOT to use it (e.g., versus ispring_list_enrollments or ispring_cancel_enrollment), leaving that to name inference.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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