Jina AI integration

Web Search & Scraping · 7 actions · API key or ModuleX-managed key auth

AI-powered search foundation with embeddings, reranking, web reading, search, deep research, text segmentation, and zero-shot classification capabilities.

Put Jina AI to work View Jina AI integration docs

Overview

The ModuleX Jina AI integration lets a ModuleX agent operate Jina AI on your behalf — working across embeddings, documents and webpages — directly from a plain-English request, using your organization's own Jina AI credentials. No pre-built workflow is required: the agent picks the right Jina AI action for the task.

Jina AI is a web search & scraping platform. ModuleX adds the agent layer: ask for an outcome and it selects and runs the right Jina AI action — or, when you want a repeatable process, the composer assembles a Jina AI workflow for you, streaming the nodes onto the canvas as it builds.

Ask the assistant

Drive Jina AI in plain English

Type what you want. A ModuleX agent picks the right Jina AI action — or chains several — and runs it. No workflow to build.

Show me the webpages that match what I describe
resolves toread_webpage
Generate embeddings for text or images
resolves togenerate_embeddings
Re-rank documents by relevance to a query
resolves torerank_documents

Use cases

What you can automate with Jina AI

Generate embeddings for text or imagesgenerate_embeddings
Re-rank documents by relevance to a queryrerank_documents
Read and parse web content in LLM-friendly formatread_webpage
Search the web with LLM-optimized resultsweb_search
Perform comprehensive research combining web searching, reading, and reasoningdeep_search
Tokenize and segment text into chunkssegment_text

At a glance

Jina AI integration at a glance

VendorJina AI

CategoryWeb Search & Scraping

Actions available7

AuthenticationAPI key or ModuleX-managed key

Uses your own credentialsYes

Works with the assistantYes

Works in the composerYes

Multi-step / tool-chainingYes

Technical referenceView docs

Integration version1.0.0

Last updatedJun 2026

Reference

All 7 Jina AI actions

Embeddings1

generate_embeddings

Generate embeddings for text or images. Converts inputs to fixed-length vectors for semantic search, similarity matching, clustering, and RAG applications.

Documents1

rerank_documents

Re-rank documents by relevance to a query. Improves search result relevance for RAG and search applications.

Webpages1

read_webpage

Read and parse web content in LLM-friendly format. Extracts structured content from web pages optimized for AI processing.

Web Searches1

web_search

Search the web with LLM-optimized results. Returns search results in formats optimized for AI and enterprise search.

Deep Searches1

deep_search

Perform comprehensive research combining web searching, reading, and reasoning. Acts as a research agent for thorough investigation.

Segment Texts1

segment_text

Tokenize and segment text into chunks. Useful for counting tokens and preparing text for embedding in RAG applications.

Classifies1

classify

Zero-shot classification for text or images. Classifies content into provided categories without training.

See full parameters and response schemas in the Jina AI integration docs

Two ways

Two ways to use Jina AI in ModuleX

Ask the assistantType what you want done and a ModuleX agent picks the right Jina AI action and runs it — no workflow to build.

Compose a workflowNeed it to happen every time? Describe the process and the composer wires Jina AI into a repeatable workflow you can run on a schedule, from chat, or as an API.

Security

Connecting Jina AI

API keyJina AI uses API-key authentication. You provide your own Jina AI secret key; ModuleX encrypts it and scopes it to your organization, so your whole team can use Jina AI without re-authenticating.

ModuleX-managed keyJina AI runs on a ModuleX-managed key — there's nothing to set up. It works the moment you enable it, with usage metered through your ModuleX account.

Step-by-step setup in the Jina AI docs

Pairs well with Jina AI

Agents often chain Jina AI with these — connect them once and the agent can use all of them in a single task.

Tavily Search3 actions

Airweave1 action

FAQ

Jina AI + ModuleX FAQ

A ModuleX agent can run any of Jina AI's 7 actions — across embeddings, documents, webpages and web searches — from a plain-English request, using your organization's own Jina AI credentials.

No. The agent selects the right Jina AI action from your prompt. A workflow is only needed when you want a repeatable process — and the composer builds that for you from a description.

Via your own Jina AI API key, stored encrypted and scoped to your organization.

7, spanning embeddings, documents, webpages and web searches.

Jina AI runs on your own credentials, so any Jina AI usage is billed by Jina AI directly. ModuleX meters the agent run — and if you connect your own model keys, there's no ModuleX markup on model usage.

Put Jina AI to work in ModuleX.

Connect Jina AI once with your own credentials and let your agent run all 7 actions on demand.

Put Jina AI to work View technical docs

Last updated: Jun 2026Browse all 175 integrations →