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 LlamaIndex 4 tools — connect in under 2 minutes

Name: AP Elections API
Availability: InStock
Author: Vinkius

docs.llamaindex.ai/en/stable/module_guides/tools/mcp

Built by Vinkius GDPR 4 Tools Framework

LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add AP Elections API as an MCP tool provider through Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

Open in ChatGPT Open in Claude Open in Perplexity

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python

import asyncio
from llama_index.tools.mcp import BasicMCPClient, McpToolSpec
from llama_index.core.agent.workflow import FunctionAgent
from llama_index.llms.openai import OpenAI

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    mcp_client = BasicMCPClient("https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp")
    mcp_tool_spec = McpToolSpec(client=mcp_client)
    tools = await mcp_tool_spec.to_tool_list_async()

    agent = FunctionAgent(
        tools=tools,
        llm=OpenAI(model="gpt-4o"),
        system_prompt=(
            "You are an assistant with access to AP Elections API. "
            "You have 4 tools available."
        ),
    )

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

asyncio.run(main())

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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.

LlamaIndex agents combine AP Elections API tool responses with indexed documents for comprehensive, grounded answers. Connect 4 tools through Vinkius and query live data alongside vector stores and SQL databases in a single turn. ideal for hybrid search, data enrichment, and analytical workflows.

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 LlamaIndex 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 LlamaIndex via MCP

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

Install dependencies

Run pip install llama-index-tools-mcp llama-index-llms-openai

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

Why Use LlamaIndex with the AP Elections API MCP Server

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

Data-first architecture: LlamaIndex agents combine AP Elections API tool responses with indexed documents for comprehensive, grounded answers

Query pipeline framework lets you chain AP Elections API tool calls with transformations, filters, and re-rankers in a typed pipeline

Multi-source reasoning: agents can query AP Elections API, a vector store, and a SQL database in a single turn and synthesize results

Observability integrations show exactly what AP Elections API tools were called, what data was returned, and how it influenced the final answer

AP Elections API + LlamaIndex Use Cases

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

Hybrid search: combine AP Elections API real-time data with embedded document indexes for answers that are both current and comprehensive

Data enrichment: query AP Elections API to augment indexed data with live information before generating user-facing responses

Knowledge base agents: build agents that maintain and update knowledge bases by periodically querying AP Elections API for fresh data

Analytical workflows: chain AP Elections API queries with LlamaIndex's data connectors to build multi-source analytical reports

AP Elections API MCP Tools for LlamaIndex (4)

These 4 tools become available when you connect AP Elections API to LlamaIndex 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 LlamaIndex

Ready-to-use prompts you can give your LlamaIndex 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 LlamaIndex

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

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

AP Elections API + LlamaIndex FAQ

Common questions about integrating AP Elections API MCP Server with LlamaIndex.

How does LlamaIndex connect to MCP servers?

Use the MCP client adapter to create a connection. LlamaIndex discovers all tools and wraps them as query engine tools compatible with any LlamaIndex agent.

Can I combine MCP tools with vector stores?

Yes. LlamaIndex agents can query AP Elections API tools and vector store indexes in the same turn, combining real-time and embedded data for grounded responses.