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Ollama ACTION

Generate Embeddings

Generate embeddings from a model. See the documentation.
  • Action
  • Writes data
  • API key
  • SDK
  • MCP

IMPLEMENTATION

Call this tool

Connect a user's Ollama account once, then configure and run Generate Embeddings from your backend or agent.

import { PipedreamClient } from "@pipedream/sdk"

const pd = new PipedreamClient({
  projectId: process.env.PIPEDREAM_PROJECT_ID!,
  clientId: process.env.PIPEDREAM_CLIENT_ID!,
  clientSecret: process.env.PIPEDREAM_CLIENT_SECRET!,
  projectEnvironment: "production",
})

const result = await pd.actions.run({
  id: "ollama-generate-embeddings",
  externalUserId: "{external_user_id}", // any stable ID for this user in your system
  configuredProps: {
    ollama: { authProvisionId: "apn_xxxxxxx" },
    model: "Model Name",
    input: ["Input"],
  },
})

console.log(result)

SCHEMA

Inputs

Pipedream supplies the connected account. Your application provides the operation-specific values below. Dynamic inputs are resolved against that user's account.

Generate Embeddings inputs
Property Type Description
model Model Name string
Model names follow a model:tag format, where model can have an optional namespace such as example/model. Some examples are orca-mini:3b-q4_1 and llama3:70b. The tag is optional and, if not provided, will default to latest. The tag is used to identify a specific version.
Required Dynamic
input Input string[]
The list of texts to generate embeddings for.
Required
truncate Truncate boolean
Truncates the end of each input to fit within context length. Returns error if false and context length is exceeded. Defaults to true.
Optional
options Advanced Options object
Additional model parameters listed in the documentation for the Modelfile such as temperature
Optional
keepAlive Keep Alive string
Controls how long the model will stay loaded into memory following the request (default: 5m).
Optional

REFERENCE

Tool details

Behavior hints are published with the component in the Pipedream registry and surface as MCP tool annotations, so an agent can reason about a tool before it calls it.

Registry key
ollama-generate-embeddings
Version
0.0.2
App
Ollama
Authentication
API key
Read-only
No
Destructive
No
Open world
Yes