An AI agent is simply as succesful because the techniques it will possibly work together with. An agent that may ‘assume’ is nice, however an agent that may handle code repositories, set off workflows, or question databases is transformative.
This shift from chat to motion is strictly what Agent Growth Package (ADK) was constructed for. As an open-source framework, ADK offers the versatile primitives builders have to construct, take a look at, and deploy these sorts of complicated, production-grade agentic workflows.
That’s why we’re thrilled to announce a big enlargement to the Agent Growth Package (ADK) ecosystem. We have now partnered with main developer platforms to deliver a broad suite of third-party instruments and integrations instantly into ADK.
With just some traces of code, these integrations permit your brokers to work together seamlessly with the actual world. For instance, watch how simply an agent can search Hugging Face to find fashions and generate code:
Listed here are the associate integrations out there in the present day within the ADK Instruments and Integrations documentation:
Code & improvement
Brokers can join instantly into your improvement instruments that can assist you handle code, take a look at APIs, and execute scripts in safe environments:
- Daytona: Execute code, run shell instructions, and handle recordsdata in remoted sandboxes.
- GitHub: Analyze code, handle points and PRs, and automate workflows.
- GitLab: Carry out semantic code search, examine CI/CD pipelines, and handle merge requests.
- Postman: Handle API collections, take a look at APIs, and generate shopper code.
- Restate: Resilient agent execution with sturdy periods and automated restoration.
Mission administration
Give your brokers entry to your workforce’s undertaking monitoring and documentation:
- Asana: Handle tasks, duties, and objectives for workforce collaboration.
- Atlassian: Handle Jira points, search Confluence pages, and replace workforce content material.
- Linear: Handle points, observe undertaking cycles, and streamline improvement workflows.
- Notion: Search workspaces, create pages, and handle duties and databases.
Databases
Join your brokers to databases and vector search engines like google:
- Chroma: Retailer paperwork and retrieve data utilizing semantic search and metadata filtering.
- MongoDB: Question collections, handle databases, and analyze schemas.
- Pinecone: Retailer information, carry out semantic search, and rerank outcomes throughout vector indexes.
Reminiscence
Give your brokers persistent, searchable reminiscence throughout conversations:
- GoodMem: Computerized or agent-controlled semantic reminiscence with multimodal doc help.
- Qdrant: Semantic reminiscence layer for storing and retrieving data with vector search.
Observability
Monitor, debug, and optimize your brokers in manufacturing:
- AgentOps: Session replays, metrics, and monitoring for ADK brokers.
- Arize AX: Manufacturing-grade observability, debugging, and analysis of LLM functions.
- Freeplay: Finish-to-end observability, immediate administration, and analysis for AI brokers.
- MLflow: Ingest OpenTelemetry traces for agent runs, instrument calls, and mannequin requests.
- Monocle: Open-source observability, tracing, and debugging of LLM functions.
- Phoenix: Open-source, self-hosted observability, tracing, and analysis of LLM functions.
- W&B Weave: Log, visualize, and analyze mannequin calls and agent efficiency.
Connectors
Join your brokers to exterior apps and companies by way of integration platforms:
- n8n: Set off automated workflows, join apps, and course of information.
- StackOne: Join brokers to 200+ SaaS suppliers by way of a unified integration gateway.
AI fashions & datasets
Give your brokers direct entry to the AI/ML ecosystem:
- Hugging Face: Entry fashions, datasets, analysis papers, and hundreds of Gradio AI functions.
Funds
Let your brokers work with you to deal with your monetary operations and billing:
- PayPal: Handle funds, ship invoices, and deal with subscriptions.
- Stripe: Handle funds, clients, subscriptions, and invoices.
Speech & audio
Add voice and audio capabilities to your brokers:
- Cartesia: Generate speech, localize voices throughout languages, and create audio content material.
- ElevenLabs: Generate speech, clone voices, transcribe audio, and create sound results.
E-mail and messaging
Let your brokers ship, obtain, and handle electronic mail:
- AgentMail: Devoted electronic mail inboxes for brokers to handle conversations and attachments.
- Mailgun: Ship emails, observe supply metrics, and handle mailing lists.
ADK additionally consists of built-in integrations with Google Cloud companies together with BigQuery, Spanner, Pub/Sub, and extra. See the total record within the ADK Instruments and Integrations documentation.
A unified developer expertise
Your agent’s core logic should not be coupled to its instruments. Through the use of the McpToolset primitive or plugin structure, you’ll be able to add any of those third-party integrations into your agent with only a few traces of code. ADK lets you experiment and discover one of the best instrument for the job with out ever having to refactor your agent. You needn’t fear concerning the underlying implementation particulars – simply copy the configuration for the instrument you need, and the ADK handles the remaining.
Right here is an instance of including the GitHub integration to an ADK agent in Python, which immediately helps you empower your agent to handle repositories and automate workflows:
from google.adk.brokers import Agent
from google.adk.instruments.mcp_tool import McpToolset
from google.adk.instruments.mcp_tool.mcp_session_manager import StreamableHTTPServerParams
GITHUB_TOKEN = "YOUR_GITHUB_TOKEN"
# Initialize your agent
root_agent = Agent(
mannequin="gemini-3-flash-preview",
identify="github_agent",
instruction="Assist customers get data from GitHub",
# Add a third-party integration by configuring McpToolset
instruments=[
McpToolset(
connection_params=StreamableHTTPServerParams(
url="https://api.githubcopilot.com/mcp/",
headers={
"Authorization": f"Bearer {GITHUB_TOKEN}",
"X-MCP-Toolsets": "all",
"X-MCP-Readonly": "true"
},
),
)
],
)Python
And right here’s what the ADK agent appears to be like like in motion because it queries and searches by way of GitHub:
Get Began
Prepared to provide your AI brokers new abilities?
Head over to our ADK Instruments and Integrations documentation to see code examples and set up guides for each integration listed above.
We are able to’t wait to see what you construct!
