Jina AI (Search Foundation & LLM Grounding) MCP Server for Google ADK 6 tools — connect in under 2 minutes
Google Agent Development Kit (ADK) is Google's framework for building production AI agents. Add Jina AI (Search Foundation & LLM Grounding) as an MCP tool provider through the Vinkius and your ADK agents can call every tool with full schema introspection.
ASK AI ABOUT THIS MCP SERVER
Vinkius supports streamable HTTP and SSE.
from google.adk.agents import Agent
from google.adk.tools.mcp_tool import McpToolset
from google.adk.tools.mcp_tool.mcp_session_manager import (
StreamableHTTPConnectionParams,
)
# Your Vinkius token — get it at cloud.vinkius.com
mcp_tools = McpToolset(
connection_params=StreamableHTTPConnectionParams(
url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
)
)
agent = Agent(
model="gemini-2.5-pro",
name="jina_ai_search_foundation_llm_grounding_agent",
instruction=(
"You help users interact with Jina AI (Search Foundation & LLM Grounding) "
"using 6 available tools."
),
tools=[mcp_tools],
)
* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure
About Jina AI (Search Foundation & LLM Grounding) MCP Server
Connect your Jina AI account to any AI agent and take full control of state-of-the-art search infrastructure and LLM grounding through natural conversation.
Google ADK natively supports Jina AI (Search Foundation & LLM Grounding) as an MCP tool provider — declare the Vinkius Edge URL and the framework handles discovery, validation, and execution automatically. Combine 6 tools with Gemini's long-context reasoning for complex multi-tool workflows, with production-ready session management and evaluation built in.
What you can do
- LLM Grounding & Reader — Extract clean, readable Markdown context from any web URL, stripping away noise and navigation to feed high-quality data to your agent
- Semantic Web Search — Perform context-rich web searches that return structured results specifically optimized for RAG pipelines and AI analysis
- Vector Embeddings — Generate high-quality embeddings using Jina's advanced models to power semantic search and document similarity workflows
- Precision Reranking — Improve search relevance by re-ordering candidate documents based on their semantic match to a specific query block
- Zero-Shot Classification — Categorize text inputs against custom labels with confidence scores without training specific models manually
- Intelligent Segmentation — Break down long documents into semantically cohesive chunks to optimize retrieval-augmented generation (RAG)
The Jina AI (Search Foundation & LLM Grounding) MCP Server exposes 6 tools through the Vinkius. Connect it to Google ADK in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
How to Connect Jina AI (Search Foundation & LLM Grounding) to Google ADK via MCP
Follow these steps to integrate the Jina AI (Search Foundation & LLM Grounding) MCP Server with Google ADK.
Install Google ADK
Run pip install google-adk
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token
Create the agent
Save the code above and integrate into your ADK workflow
Explore tools
The agent will discover 6 tools from Jina AI (Search Foundation & LLM Grounding) via MCP
Why Use Google ADK with the Jina AI (Search Foundation & LLM Grounding) MCP Server
Google ADK provides unique advantages when paired with Jina AI (Search Foundation & LLM Grounding) through the Model Context Protocol.
Google ADK natively supports MCP tool servers — declare a tool provider and the framework handles discovery, validation, and execution
Built on Gemini models, ADK provides long-context reasoning ideal for complex multi-tool workflows with Jina AI (Search Foundation & LLM Grounding)
Production-ready features like session management, evaluation, and deployment come built-in — not bolted on
Seamless integration with Google Cloud services means you can combine Jina AI (Search Foundation & LLM Grounding) tools with BigQuery, Vertex AI, and Cloud Functions
Jina AI (Search Foundation & LLM Grounding) + Google ADK Use Cases
Practical scenarios where Google ADK combined with the Jina AI (Search Foundation & LLM Grounding) MCP Server delivers measurable value.
Enterprise data agents: ADK agents query Jina AI (Search Foundation & LLM Grounding) and cross-reference results with internal databases for comprehensive analysis
Multi-modal workflows: combine Jina AI (Search Foundation & LLM Grounding) tool responses with Gemini's vision and language capabilities in a single agent
Automated compliance checks: schedule ADK agents to query Jina AI (Search Foundation & LLM Grounding) regularly and flag policy violations or configuration drift
Internal tool platforms: build self-service agent platforms where teams connect their own MCP servers including Jina AI (Search Foundation & LLM Grounding)
Jina AI (Search Foundation & LLM Grounding) MCP Tools for Google ADK (6)
These 6 tools become available when you connect Jina AI (Search Foundation & LLM Grounding) to Google ADK via MCP:
classify_texts
Perform zero-shot text classification
generate_embeddings
The input must be a JSON array of strings. Generate vector embeddings from text
read_url_content
Excellent for grounding LLMs with live web content. Read and extract clean text from a URL
rerank_documents
Rerank search documents against a query
search_web_jina
Returns context-rich structured search results, suitable for RAG pipelines. Perform a semantic web search
segment_content
Semantically segment and chunk long text content
Example Prompts for Jina AI (Search Foundation & LLM Grounding) in Google ADK
Ready-to-use prompts you can give your Google ADK agent to start working with Jina AI (Search Foundation & LLM Grounding) immediately.
"Extract the main content from 'https://jina.ai/embeddings' as Markdown"
"Search the web for the latest updates on 'DeepSeek-V3 architecture'"
"Segment this long text into semantically cohesive chunks: [text content]"
Troubleshooting Jina AI (Search Foundation & LLM Grounding) MCP Server with Google ADK
Common issues when connecting Jina AI (Search Foundation & LLM Grounding) to Google ADK through the Vinkius, and how to resolve them.
McpToolset not found
pip install --upgrade google-adkJina AI (Search Foundation & LLM Grounding) + Google ADK FAQ
Common questions about integrating Jina AI (Search Foundation & LLM Grounding) MCP Server with Google ADK.
How does Google ADK connect to MCP servers?
Can ADK agents use multiple MCP servers?
Which Gemini models work best with MCP tools?
Connect Jina AI (Search Foundation & LLM Grounding) with your favorite client
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Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
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Connect Jina AI (Search Foundation & LLM Grounding) to Google ADK
Get your token, paste the configuration, and start using 6 tools in under 2 minutes. No API key management needed.