Deterministic Text Summarizer & Extractor MCP Server for Google ADKGive Google ADK instant access to 3 tools to Extract Top Bigrams, Extract Top Keywords, Extractive Summary
GDPR Free for SubscribersGoogle Agent Development Kit (ADK) is Google's framework for building production AI agents. Add Deterministic Text Summarizer & Extractor as an MCP tool provider through Vinkius and your ADK agents can call every tool with full schema introspection.
Ask AI about this MCP Server for Google ADK
The Deterministic Text Summarizer & Extractor MCP Server for Google ADK is a standout in the Knowledge Management category — giving your AI agent 3 tools to work with, ready to go from day one.
Vinkius delivers Streamable HTTP and SSE to any MCP client
Geminifrom 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="deterministic_text_summarizer_extractor_agent",
instruction=(
"You help users interact with Deterministic Text Summarizer & Extractor "
"using 3 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 Deterministic Text Summarizer & Extractor MCP Server
Large Language Models generate 'Abstractive' summaries (they write new text based on their understanding), which consumes a massive amount of tokens and can introduce hallucinations or skip crucial facts. The Text Summarizer & Extractor MCP solves this by using 'Extractive' summarization—a purely mathematical algorithm (Term Frequency) that pulls the exact, unmodified, most important sentences directly from the source text. It is the ultimate pre-processing tool for strict data extraction.
Google ADK natively supports Deterministic Text Summarizer & Extractor as an MCP tool provider. declare Vinkius Edge URL and the framework handles discovery, validation, and execution automatically. Combine 3 tools with Gemini's long-context reasoning for complex multi-tool workflows, with production-ready session management and evaluation built in.
The Superpowers
- Extractive Summarization: Ranks all sentences in a document mathematically by keyword density and extracts the top N sentences. Zero hallucination.
- Keyword Extraction: Instantly counts term frequency (TF) to find the most repeated topics, completely ignoring grammatical stop words (English, Portuguese, Spanish).
- Bigram Analysis: Finds the most common two-word phrases, perfect for SEO topic modeling and strict semantic analysis.
- Zero-Dependency Architecture: Pure Javascript runtime execution guarantees absolute speed without bloated NLP packages.
The Deterministic Text Summarizer & Extractor MCP Server exposes 3 tools through the Vinkius. Connect it to Google ADK in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
All 3 Deterministic Text Summarizer & Extractor tools available for Google ADK
When Google ADK connects to Deterministic Text Summarizer & Extractor through Vinkius, your AI agent gets direct access to every tool listed below — spanning extractive-summarization, term-frequency, keyword-extraction, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.
Extract top bigrams on Deterministic Text Summarizer & Extractor
Extracts the top N most frequent two-word phrases (bigrams). Excellent for SEO topic modeling
Extract top keywords on Deterministic Text Summarizer & Extractor
Extracts the top N most frequent keywords from a text (TF algorithm), ignoring stop words
Extractive summary on Deterministic Text Summarizer & Extractor
Performs algorithmic extractive summarization. It selects the most mathematically important sentences based on Term Frequency (TF)
Connect Deterministic Text Summarizer & Extractor to Google ADK via MCP
Follow these steps to wire Deterministic Text Summarizer & Extractor into Google ADK. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.
Install Google ADK
pip install google-adkReplace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenCreate the agent
Explore tools
Why Use Google ADK with the Deterministic Text Summarizer & Extractor MCP Server
Google ADK provides unique advantages when paired with Deterministic Text Summarizer & Extractor 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 Deterministic Text Summarizer & Extractor
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 Deterministic Text Summarizer & Extractor tools with BigQuery, Vertex AI, and Cloud Functions
Deterministic Text Summarizer & Extractor + Google ADK Use Cases
Practical scenarios where Google ADK combined with the Deterministic Text Summarizer & Extractor MCP Server delivers measurable value.
Enterprise data agents: ADK agents query Deterministic Text Summarizer & Extractor and cross-reference results with internal databases for comprehensive analysis
Multi-modal workflows: combine Deterministic Text Summarizer & Extractor tool responses with Gemini's vision and language capabilities in a single agent
Automated compliance checks: schedule ADK agents to query Deterministic Text Summarizer & Extractor regularly and flag policy violations or configuration drift
Internal tool platforms: build self-service agent platforms where teams connect their own MCP servers including Deterministic Text Summarizer & Extractor
Example Prompts for Deterministic Text Summarizer & Extractor in Google ADK
Ready-to-use prompts you can give your Google ADK agent to start working with Deterministic Text Summarizer & Extractor immediately.
"Create a 3-sentence extractive summary of this long article."
"What are the top 10 keywords in this SEO text?"
"Find the top 5 bigrams (two-word phrases) repeated in this transcript."
Troubleshooting Deterministic Text Summarizer & Extractor MCP Server with Google ADK
Common issues when connecting Deterministic Text Summarizer & Extractor to Google ADK through Vinkius, and how to resolve them.
McpToolset not found
pip install --upgrade google-adkDeterministic Text Summarizer & Extractor + Google ADK FAQ
Common questions about integrating Deterministic Text Summarizer & Extractor 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?
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