Bring Sentiment Analysis
to Google ADK
Create your Vinkius account to connect Deep Talk to Google ADK and start using all 10 AI tools in minutes. Fully managed, enterprise secure, and ready to use without writing a single line of code. No hosting, no server setup — just connect and start using.
GDPR Free for SubscribersCompatible with every major AI agent and IDE
Gemini
What is the Deep Talk MCP Server?
Integrate Deep Talk, the powerful conversation analysis platform, directly into your AI workflow. Process large-scale conversation data from sources like Intercom or Zendesk, extract key topics and clusters, and analyze sentiment trends using natural language.
What you can do
- Dataset Oversight — List and retrieve metadata for all your uploaded conversation datasets and their processing status.
- Topic Extraction — Identify key themes and extracted topics from your conversation data automatically.
- Sentiment Analytics — Retrieve summaries of sentiment across your entire customer interaction database.
- Conversation Clustering — List clusters of similar conversations identified by Deep Talk's NLP models.
How it works
- Connect the Deep Talk integration to your AI assistant.
- Authorize using your Deep Talk API Key (found in your account settings).
- Gain deep insights into your customer conversations through intuitive interaction.
Who is this for?
- Customer Experience Managers — Quickly identify common customer pain points and trending topics on the go.
- Data Analysts — Retrieve structured conversation clusters and sentiment data for research via chat.
- Product Teams — Monitor feedback themes from support channels to inform roadmap planning.
Built-in capabilities (10)
Returns account-level metadata such as subscription tier, remaining processing credits, and user roles. Retrieve metadata and usage limits for your Deep Talk account
Resolves creation dates, source integrations, and whether NLP clustering has completed. Get metadata and processing status for a specific dataset
Returns a distribution of positive, neutral, and negative sentiment scores across the dataset records. Retrieve a summary of sentiment across the entire dataset
Returns dataset metadata including names, record counts, and current processing status for NLP analysis. List all conversation datasets uploaded for analysis
g., sentiment, intent, clusterers) that can be applied to datasets for analysis. List NLP models available for conversation categorization
Returns a list of connected external platforms, their synchronization status, and the volume of data ingested from each. List external data sources (e.g. Zendesk, Intercom) connected to Deep Talk
Returns groups of semantically similar conversations identified through unsupervised learning, including cluster sizes and representative keywords. List clusters of similar conversations identified in a dataset
Returns a list of identified themes with their respective prevalence and importance scores within the specified dataset. List key topics and themes extracted from the conversation data
Returns a list of active processing jobs, including ingestion and NLP analysis tasks, and their current completion percentages. List current data processing and analysis tasks
Identifies and returns themes that match the provided search term. Search for specific topics or themes within a dataset
Why Google ADK?
Google ADK natively supports Deep Talk as an MCP tool provider. declare Vinkius Edge URL and the framework handles discovery, validation, and execution automatically. Combine 10 tools with Gemini's long-context reasoning for complex multi-tool workflows, with production-ready session management and evaluation built in.
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Google ADK natively supports MCP tool servers. declare a tool provider and the framework handles discovery, validation, and execution
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Built on Gemini models, ADK provides long-context reasoning ideal for complex multi-tool workflows with Deep Talk
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Production-ready features like session management, evaluation, and deployment come built-in. not bolted on
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Seamless integration with Google Cloud services means you can combine Deep Talk tools with BigQuery, Vertex AI, and Cloud Functions
Deep Talk in Google ADK
Why run Deep Talk with Vinkius?
The Deep Talk connection runs on our fully managed, secure cloud infrastructure. We handle the hosting, maintenance, and security so you don't have to deal with servers or code. All 10 tools are ready to work instantly without any complex setup.
You stay in complete control of your data. Your AI only accesses the information you approve, keeping your sensitive passwords and private details completely safe. Plus, with automatic optimizations, your AI works faster and more efficiently.
* Every connection is hosted and maintained by Vinkius. We handle the security, updates, and infrastructure so you don't have to write code or manage servers. See our infrastructure
Over 4,000 integrations ready for AI agents
Explore a vast library of pre-built integrations, optimized and ready to deploy.
Connect securely in under 30 seconds
Generate tokens to authenticate and link external services in a single step.
Complete visibility into every agent action
Audit live requests, latency, success rates, and active security compliance policies.
Optimize spending and track token ROI
Analyze real-time token consumption and cost metrics detailed by connection.
Explore our live AI Agents Analytics dashboard to see it all working
This dashboard is included when you connect Deep Talk using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Deep Talk and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Deep Talk to Google ADK through Vinkius don't need to write code, manage servers, or worry about security. Everything is pre-configured, secure, and runs automatically in the background.
Raw MCP | Vinkius | |
|---|---|---|
| Ready-to-use MCPs | Find and configure each manually | 4,000+ MCPs ready to use |
| Connection Setup | Manual coding & server setup | 1-click instant connection |
| Server Hosting | You host it yourself (needs 24/7 uptime) | 100% hosted & managed by Vinkius |
| Security & Privacy | Stored in plaintext config files | Bank-grade encrypted vault |
| Activity Visibility | Blind execution (no logs or tracking) | Live dashboard with real-time logs |
| Cost Control | Runaway AI token spend risk | Automatic budget limits |
| Revoking Access | Must delete files or code to stop | 1-click disconnect button |
How Vinkius secures
Deep Talk for Google ADK
Every request between Google ADK and Deep Talk is protected by our secure gateway. We automatically keep your sensitive data private, prevent unauthorized access, and let you disconnect instantly at any time.
Frequently asked questions
How do I get a Deep Talk API Key?
Log in to your Deep Talk account, navigate to the API section in your settings, and you can generate or retrieve your unique API Key from there.
Can the agent process real-time conversations?
This integration currently focuses on analyzing datasets that have already been uploaded and processed within Deep Talk. Real-time streaming analysis is managed via the Deep Talk dashboard or webhook integrations.
What languages are supported for analysis?
Deep Talk supports multiple languages for NLP analysis, including English, Spanish, Portuguese, and French. The agent retrieves results based on the analysis performed in your account.
How does Google ADK connect to MCP servers?
Import the MCP toolset class and pass the server URL. ADK discovers and registers all tools automatically, making them available to your agent's tool-use loop.
Can ADK agents use multiple MCP servers?
Yes. Declare multiple MCP tool providers in your agent configuration. ADK merges all tool schemas and the agent can call tools from any server in a single turn.
Which Gemini models work best with MCP tools?
Gemini 2.0 Flash and Pro models both support function calling required for MCP tools. Flash is recommended for latency-sensitive use cases, Pro for complex reasoning.
McpToolset not found
Update: pip install --upgrade google-adk
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