Integration
Connect FreshLearn to Qdrant
When New Assessment Result fires in FreshLearn, your agent runs Add collection in Qdrant. Describe the whole flow and it is built, tested on every scenario and kept running.
What the catalog holds today. Ask for anything missing and your agent reads the API documentation and adds it.
Build solutions, not workarounds.
What do you want FreshLearn and Qdrant to do together?
Ask the assistant
Connect your AI client
Give your AI client this address.
https://mcp.apiant.aiOne connection does both: ask your client to act in an app once, or have it build an automation that keeps running. Any client that takes a remote MCP server. Nothing to install. Create your free account, then sign in once in your browser.
Set it up in your client
Claude Code
Run this in the directory you want to work in.
claude mcp add --transport http -s project apiant-ai https://mcp.apiant.aiStart Claude Code there, approve the server, and sign in in the browser page it opens.
Claude Code guide (opens in a new tab)Claude, web and desktop
Open Customize, then Connectors, then Add custom connector, and paste the address. On Team and Enterprise an owner adds it first.
Setup guide (opens in a new tab)Cursor
Add the address to your MCP configuration as a server URL. Cursor signs you in in your browser.
Setup guide (opens in a new tab)Zed
Open Settings, then AI, then MCP Servers, then Add Server, then Add Remote Server.
Setup guide (opens in a new tab)Codex and the ChatGPT desktop app
Open Settings, then MCP servers, then Add server, and choose Streamable HTTP. From the terminal, Codex takes the address with its own add command and then signs you in.
Setup guide (opens in a new tab)Any other MCP client
Paste the address where the client asks for a remote MCP server URL, and name the server apiant-ai where it lets you. APIANT's skills reach the client over the same connection.
Setup guide (opens in a new tab)Example flows
What FreshLearn can start in Qdrant
When New Assessment Result in FreshLearn
then Add collection in Qdrant
Starting points drawn from the triggers and actions in the catalog today. Describe the flow you need, at any depth, and your agent builds it and tests every scenario before it ships.
Everything your agent can do with FreshLearn and Qdrant
Triggers and actions 8 triggers · 31 actions
- New Assessment Result
Triggers when a member submits an assessment, with their score and answers.
- New Course Completion
Triggers when a member completes a course.
- New Course Enrollment
Triggers when a member is enrolled in a course.
- New Masterclass Enrollment
Triggers when a member is enrolled in a masterclass.
- New Member Data
Triggers when a new member joins your FreshLearn school.
- New Member Digital Download Enrollments
Triggers when a member is enrolled in a digital download.
- New Member Product Bundle Enrollments
Triggers when a member is enrolled in a product bundle.
- New Payment
Triggers when a new payment is recorded in your school.
- Complete Chapters
Marks chapters of a course completed for the listed members, or for every enrolled member when none are listed.
- Create Course Enrollment
Enrolls an existing member in a course.
- Create Member
Creates a new member in your FreshLearn school.
- Delete Member
Deletes a member, matched by email, and removes their tags.
- Enroll Member in Course Product
Enrolls a member in a course, creating the member first if they don't exist.
- Enroll Member in Digital Download Product
Enrolls a member in a digital download, creating the member first if they don't exist.
- Enroll Member in Master Class Product
Enrolls a member in a masterclass, creating the member first if they don't exist.
- Enroll Member in Product Bundle Product
Enrolls a member in a product bundle, creating the member first if they don't exist.
- Find Members
Returns members matching an exact email or a name/email search, newest first.
- Get Course Completed Members
Returns members who have completed a course, most recent first.
- Get Course Structure
Returns a course's enabled modules and published chapters.
- Get Member
Returns one member by their ID.
- Get Payment
Returns one payment by its ID.
- Unenroll Member From Course Product
Removes a member's enrollment from a course; nothing changes if they aren't enrolled.
- Unenroll Member From Product Bundle
Removes a member's enrollment from a product bundle; nothing changes if they aren't enrolled.
- Update Member
Updates a member's name, phone or city, matched by their email (the email itself can't change).
- Add collection
Creates a new Qdrant collection with the given name and vector configuration.
- Add payload index
Creates a payload index on a field of a Qdrant collection so that filters on that field run fast.
- Add points
Adds points (vectors with optional payloads) to a Qdrant collection, overwriting any existing point with the same id.
- Add snapshot
Creates a new snapshot of a Qdrant collection and returns the snapshot's name, size and checksum.
- Count points
Returns the number of points in a Qdrant collection, optionally only those matching a payload filter.
- Delete collection
Deletes a Qdrant collection and all of the points and data stored in it.
- Delete points
Deletes points from a Qdrant collection, either by a list of point ids or by every point matching a filter.
- Find points by vector
Returns the points in a collection whose vectors are closest to the vector you supply, ranked by similarity score, with their payloads.
- Get collection
Returns the details of a Qdrant collection: its status, point and vector counts, segment count, configuration and payload index schema.
- Get point
Returns a single point from a Qdrant collection, including its payload and vector.
- List collections
Returns the names of all collections in your Qdrant cluster.
- List points
Returns the points stored in a Qdrant collection, optionally narrowed by a payload filter and ordered by a payload field.
- List snapshots
Returns every snapshot stored for a Qdrant collection, with each snapshot's file name, creation time, size and checksum.
- Update collection
Updates the settings of an existing Qdrant collection, such as its vector, index, optimizer, quantization, strict-mode or metadata parameters.
- Update point payload
Sets payload values on points in a Qdrant collection, chosen by point ids or a filter. Keys you supply are added or overwritten; other existing payload keys are kept.
No trigger or action matches that. Ask your agent to add it: it reads the API documentation and builds what you describe.
Each app on its own
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Questions
FreshLearn and Qdrant, answered
What can start an automation from FreshLearn?
Any of FreshLearn's 8 triggers in the catalog, including New Assessment Result, New Course Completion, New Course Enrollment and New Masterclass Enrollment. Describe the moment in plain language and your agent picks the right one.
What can your agent do in Qdrant when something happens in FreshLearn?
Any of Qdrant's 15 actions, including Update collection, Update point payload, Add collection and Add payload index. Your agent maps the data both ways and tests every scenario before it ships.
Can it also run from Qdrant to FreshLearn?
Qdrant has no triggers in the catalog today, so automations start in FreshLearn. If you need the other direction, ask: your agent reads Qdrant's API documentation and adds it.
Do I have to build a connector for FreshLearn or Qdrant?
No. Both are in the catalog with their triggers and actions. You describe the automation; your agent builds it, tests every scenario and keeps it running.
Can my AI client use FreshLearn and Qdrant without building an automation?
Yes. With your AI client connected to APIANT, ask it to do something in either app once and it runs that action on the spot. Ask for an automation and your agent builds it, tests every scenario and keeps it running. One connection covers both.
What happens when something fails?
Your agent works that out for you. It plans the failure paths along with the happy path, then tests every scenario before it ships.
Is there a free plan?
Yes. Every plan includes the agent, including free, and building from your own AI client spends no assistant credits.