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Candid (GuideStar) MCP Server for LlamaIndex 10 tools — connect in under 2 minutes

Built by Vinkius GDPR 10 Tools Framework

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

Vinkius supports streamable HTTP and SSE.

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 Candid (GuideStar). "
            "You have 10 tools available."
        ),
    )

    response = await agent.run(
        "What tools are available in Candid (GuideStar)?"
    )
    print(response)

asyncio.run(main())
Candid (GuideStar)
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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 Candid (GuideStar) MCP Server

Connect your Candid (formerly GuideStar) account to any AI agent and orchestrate your non-profit research, due diligence, and philanthropic data workflows through natural conversation.

LlamaIndex agents combine Candid (GuideStar) tool responses with indexed documents for comprehensive, grounded answers. Connect 10 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

  • Organization Oversight — Search for non-profits by name, location, or NTEE code and retrieve basic metadata using the Essentials API.
  • Deep-Dive Profiles — Access comprehensive data (Premier tier) including mission statements, leadership, and detailed financials.
  • Charity Compliance — Verify IRS tax-exempt status and eligibility to receive tax-deductible contributions using the Charity Check tool.
  • Financial Auditing — Retrieve detailed financial records and IRS Form 990 data straight from your workspace.
  • Demographics Analysis — Access diversity, equity, and inclusion (DEI) data for organizations to inform your philanthropic strategy.
  • Organization Discovery — Use the EIN (Employer Identification Number) as a primary key to fetch 760+ data fields for individual entities.

The Candid (GuideStar) MCP Server exposes 10 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 Candid (GuideStar) to LlamaIndex via MCP

Follow these steps to integrate the Candid (GuideStar) MCP Server with LlamaIndex.

01

Install dependencies

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

02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

03

Run the agent

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

04

Explore tools

The agent discovers 10 tools from Candid (GuideStar)

Why Use LlamaIndex with the Candid (GuideStar) MCP Server

LlamaIndex provides unique advantages when paired with Candid (GuideStar) through the Model Context Protocol.

01

Data-first architecture: LlamaIndex agents combine Candid (GuideStar) tool responses with indexed documents for comprehensive, grounded answers

02

Query pipeline framework lets you chain Candid (GuideStar) tool calls with transformations, filters, and re-rankers in a typed pipeline

03

Multi-source reasoning: agents can query Candid (GuideStar), a vector store, and a SQL database in a single turn and synthesize results

04

Observability integrations show exactly what Candid (GuideStar) tools were called, what data was returned, and how it influenced the final answer

Candid (GuideStar) + LlamaIndex Use Cases

Practical scenarios where LlamaIndex combined with the Candid (GuideStar) MCP Server delivers measurable value.

01

Hybrid search: combine Candid (GuideStar) real-time data with embedded document indexes for answers that are both current and comprehensive

02

Data enrichment: query Candid (GuideStar) to augment indexed data with live information before generating user-facing responses

03

Knowledge base agents: build agents that maintain and update knowledge bases by periodically querying Candid (GuideStar) for fresh data

04

Analytical workflows: chain Candid (GuideStar) queries with LlamaIndex's data connectors to build multi-source analytical reports

Candid (GuideStar) MCP Tools for LlamaIndex (10)

These 10 tools become available when you connect Candid (GuideStar) to LlamaIndex via MCP:

01

get_charity_check_pdf

Generate a PDF report for compliance record-keeping

02

get_demographics

Get DEI data for a nonprofit

03

get_grant_details

Get specific details for a grant

04

get_nonprofit_eligibility

Verify nonprofit eligibility for specific donation platforms

05

get_nonprofit_essentials

Get core details for a nonprofit by EIN

06

get_nonprofit_news

Get real-time social sector news related to a nonprofit

07

get_nonprofit_premier

Get comprehensive deep-dive data for a nonprofit by EIN

08

search_grants

Search for grants awarded by foundations

09

search_nonprofits

Search for nonprofits using filters

10

verify_charity_status

Verify an organization's eligibility to receive tax-deductible contributions

Example Prompts for Candid (GuideStar) in LlamaIndex

Ready-to-use prompts you can give your LlamaIndex agent to start working with Candid (GuideStar) immediately.

01

"Search for non-profits in 'Miami' with the name 'Red Cross'."

02

"Get detailed financial info for EIN 13-162xxxx."

03

"Verify the charity status for EIN 52-153xxxx."

Troubleshooting Candid (GuideStar) MCP Server with LlamaIndex

Common issues when connecting Candid (GuideStar) to LlamaIndex through the Vinkius, and how to resolve them.

01

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

Candid (GuideStar) + LlamaIndex FAQ

Common questions about integrating Candid (GuideStar) MCP Server with LlamaIndex.

01

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.
02

Can I combine MCP tools with vector stores?

Yes. LlamaIndex agents can query Candid (GuideStar) tools and vector store indexes in the same turn, combining real-time and embedded data for grounded responses.
03

Does LlamaIndex support async MCP calls?

Yes. LlamaIndex's async agent framework supports concurrent MCP tool calls for high-throughput data processing pipelines.

Connect Candid (GuideStar) to LlamaIndex

Get your token, paste the configuration, and start using 10 tools in under 2 minutes. No API key management needed.