How do I find my AP Elections API Key?

Log in to your [**AP Developer portal**](https://developer.ap.org/), register for the Elections API, and you will find your API Key in your dashboard. Copy and paste it below.

Does it support real-time vote counts?

Yes. The Associated Press provides official, real-time vote counts and delegate allocations as they are reported on election night.

Can the agent show candidate party affiliation?

Yes. Every candidate record retrieved by your agent includes their party code (e.g., 'Dem', 'GOP') and other relevant affiliation metadata.

AP Elections API MCP Server for Pydantic AI 4 tools — connect in under 2 minutes

Name: AP Elections API
Availability: InStock
Author: Vinkius

ai.pydantic.dev/mcp

Built by Vinkius GDPR 4 Tools SDK

Pydantic AI brings type-safe agent development to Python with first-class MCP support. Connect AP Elections API through Vinkius and every tool is automatically validated against Pydantic schemas. catch errors at build time, not in production.

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

Open in ChatGPT Open in Claude Open in Perplexity

Vinkius supports streamable HTTP and SSE.

python

import asyncio
from pydantic_ai import Agent
from pydantic_ai.mcp import MCPServerHTTP

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    server = MCPServerHTTP(url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp")

    agent = Agent(
        model="openai:gpt-4o",
        mcp_servers=[server],
        system_prompt=(
            "You are an assistant with access to AP Elections API "
            "(4 tools)."
        ),
    )

    result = await agent.run(
        "What tools are available in AP Elections API?"
    )
    print(result.data)

asyncio.run(main())

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* 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 AP Elections API MCP Server

Empower your AI agent to orchestrate your entire political research and election auditing workflow with the AP Elections API, the gold standard for real-time election data. By connecting the Associated Press API to your agent, you transform complex results querying into a natural conversation. Your agent can instantly retrieve race outcomes, audit candidate performance, and query vote totals without you ever touching a news terminal. Whether you are conducting political analysis or monitoring local legislative shifts, your agent acts as a real-time political consultant, ensuring your data is always authoritative and up-to-the-minute.

Pydantic AI validates every AP Elections API tool response against typed schemas, catching data inconsistencies at build time. Connect 4 tools through Vinkius and switch between OpenAI, Anthropic, or Gemini without changing your integration code. full type safety, structured output guarantees, and dependency injection for testable agents.

What you can do

Race Auditing — Retrieve high-resolution results for specific election dates and races, including office names and geographic distribution.
Candidate Oversight — Audit individual candidate performance to maintain a clear view of party distribution and vote share.
Electoral Discovery — Query election results by state to understand regional political shifts and scale instantly.
Data Intelligence — Retrieve vote counts and candidate metadata to assist in deep-dive electoral classification.
Operational Monitoring — Check API status to ensure your political research workflow is always operational.

The AP Elections API MCP Server exposes 4 tools through the Vinkius. Connect it to Pydantic AI 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 AP Elections API to Pydantic AI via MCP

Follow these steps to integrate the AP Elections API MCP Server with Pydantic AI.

Install Pydantic AI

Run pip install pydantic-ai

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

Run the agent

Save to agent.py and run: python agent.py

Explore tools

The agent discovers 4 tools from AP Elections API with type-safe schemas

Why Use Pydantic AI with the AP Elections API MCP Server

Pydantic AI provides unique advantages when paired with AP Elections API through the Model Context Protocol.

Full type safety: every MCP tool response is validated against Pydantic models, catching data inconsistencies before they reach your application

Model-agnostic architecture. switch between OpenAI, Anthropic, or Gemini without changing your AP Elections API integration code

Structured output guarantee: Pydantic AI ensures tool results conform to defined schemas, eliminating runtime type errors

Dependency injection system cleanly separates your AP Elections API connection logic from agent behavior for testable, maintainable code

AP Elections API + Pydantic AI Use Cases

Practical scenarios where Pydantic AI combined with the AP Elections API MCP Server delivers measurable value.

Type-safe data pipelines: query AP Elections API with guaranteed response schemas, feeding validated data into downstream processing

API orchestration: chain multiple AP Elections API tool calls with Pydantic validation at each step to ensure data integrity end-to-end

Production monitoring: build validated alert agents that query AP Elections API and output structured, schema-compliant notifications

Testing and QA: use Pydantic AI's dependency injection to mock AP Elections API responses and write comprehensive agent tests

AP Elections API MCP Tools for Pydantic AI (4)

These 4 tools become available when you connect AP Elections API to Pydantic AI via MCP:

check_api_status

Check if the AP Elections API is operational

get_election_results

Get election results for a specific date (YYYY-MM-DD)

get_race_details

Get detailed results for a specific race ID

list_election_candidates

List all candidates participating in an election date

Example Prompts for AP Elections API in Pydantic AI

Ready-to-use prompts you can give your Pydantic AI agent to start working with AP Elections API immediately.

"Get election results for '2024-11-05' in 'California' using AP Elections."

"Who are the candidates for the presidential race on '2024-11-05'?"

"Show results for race ID '12345' on election date '2024-03-05'."

Troubleshooting AP Elections API MCP Server with Pydantic AI

Common issues when connecting AP Elections API to Pydantic AI through the Vinkius, and how to resolve them.

MCPServerHTTP not found

Update: pip install --upgrade pydantic-ai

AP Elections API + Pydantic AI FAQ

Common questions about integrating AP Elections API MCP Server with Pydantic AI.

How does Pydantic AI discover MCP tools?

Create an MCPServerHTTP instance with the server URL. Pydantic AI connects, discovers all tools, and generates typed Python interfaces automatically.

Does Pydantic AI validate MCP tool responses?

Yes. When you define result types as Pydantic models, every tool response is validated against the schema. Invalid data raises a clear error instead of silently corrupting your pipeline.

Can I switch LLM providers without changing MCP code?

Absolutely. Pydantic AI abstracts the model layer. your AP Elections API MCP integration works identically with OpenAI, Anthropic, Google, or any supported provider.