Integration
Connect Grafana to Qdrant
When New Dashboard fires in Grafana, 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 Grafana 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 Grafana can start in Qdrant
When New Dashboard in Grafana
then Add collection in Qdrant
When New Dashboard in Grafana
then Add payload index 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 Grafana and Qdrant
Triggers and actions 1 trigger · 39 actions
Trigger
New DashboardTriggers when a new dashboard is created in your Grafana instance.
Action
Add Team MemberAdds an existing Grafana user to a team.
Action
Create Alert RuleCreates a Grafana-managed alert rule (or recording rule) in a folder and rule group, and returns the new rule.
Action
Create AnnotationCreates an annotation in Grafana, either on a specific dashboard panel or as an organization-wide annotation. Supports point-in-time and region annotations with tags.
Action
Create FolderCreates a new folder in Grafana, optionally nested under a parent folder.
Action
Create or Update DashboardCreates a new dashboard or updates an existing one from a complete dashboard model, optionally placing it in a folder and recording a version-history message.
Action
Create TeamCreates a new team in your Grafana organization with a name and optional email.
Action
Delete Alert RuleDeletes a Grafana-managed alert rule or recording rule by its UID.
Action
Delete AnnotationDeletes an annotation from Grafana by its id.
Action
Delete DashboardDeletes a dashboard from your Grafana instance by its unique identifier.
Action
Delete FolderDeletes a Grafana folder along with all dashboards and alerts stored in it.
Action
Find AnnotationsReturns annotations matching the given time range, dashboard, panel, user, alert, type or tags.
Action
Find TeamsFinds teams in your Grafana organization by name or partial name.
Action
Get Alert RuleReturns a single Grafana-managed alert rule or recording rule by its UID, including its queries, labels, annotations and folder.
Action
Get AnnotationReturns a single annotation by its id, including its text, tags, time range and the dashboard and panel it belongs to.
Action
Get DashboardReturns a Grafana dashboard, including its full dashboard model and metadata such as its folder and URL, given the dashboard's unique identifier.
Action
Get Data SourceReturns a single Grafana data source, including its type, URL, access mode and settings, looked up by its UID.
Action
Get FolderReturns a Grafana folder by its UID, including its title and parent folder.
Action
Get TeamReturns a Grafana team's details (name, email, organization, created and updated times) by its ID.
Action
List Data SourcesReturns all data sources configured in your Grafana organization, with their names, types and connection settings.
Action
List FoldersReturns all folders in your Grafana organization that you have permission to view, with each folder's UID, title and parent folder.
Action
Remove Team MemberRemoves a user from a Grafana team.
Action
Update Alert RuleUpdates an existing Grafana alert or recording rule, replacing its title, queries, condition, labels and other settings.
Action
Update AnnotationUpdates the text, tags, or time range of an existing annotation. Fields left blank keep their current values.
Action
Update FolderUpdates an existing folder's title, or moves it under a different parent folder.
Action
Add collectionCreates a new Qdrant collection with the given name and vector configuration.
Action
Add payload indexCreates a payload index on a field of a Qdrant collection so that filters on that field run fast.
Action
Add pointsAdds points (vectors with optional payloads) to a Qdrant collection, overwriting any existing point with the same id.
Action
Add snapshotCreates a new snapshot of a Qdrant collection and returns the snapshot's name, size and checksum.
Action
Count pointsReturns the number of points in a Qdrant collection, optionally only those matching a payload filter.
Action
Delete collectionDeletes a Qdrant collection and all of the points and data stored in it.
Action
Delete pointsDeletes points from a Qdrant collection, either by a list of point ids or by every point matching a filter.
Action
Find points by vectorReturns the points in a collection whose vectors are closest to the vector you supply, ranked by similarity score, with their payloads.
Action
Get collectionReturns the details of a Qdrant collection: its status, point and vector counts, segment count, configuration and payload index schema.
Action
Get pointReturns a single point from a Qdrant collection, including its payload and vector.
Action
List collectionsReturns the names of all collections in your Qdrant cluster.
Action
List pointsReturns the points stored in a Qdrant collection, optionally narrowed by a payload filter and ordered by a payload field.
Action
List snapshotsReturns every snapshot stored for a Qdrant collection, with each snapshot's file name, creation time, size and checksum.
Action
Update collectionUpdates the settings of an existing Qdrant collection, such as its vector, index, optimizer, quantization, strict-mode or metadata parameters.
Action
Update point payloadSets 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
Reviews
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Questions
Grafana and Qdrant, answered
What can start an automation from Grafana?
Any of Grafana's 1 trigger in the catalog, including New Dashboard. Describe the moment in plain language and your agent picks the right one.
What can your agent do in Qdrant when something happens in Grafana?
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 Grafana?
Qdrant has no triggers in the catalog today, so automations start in Grafana. 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 Grafana 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 Grafana 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.