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Every.org MCP Server for LlamaIndexGive LlamaIndex instant access to 12 tools to Browse By Cause, Browse Causes, Check Everyorg Status, and more

Built by Vinkius GDPR 12 Tools Framework

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

Ask AI about this App Connector for LlamaIndex

The Every.org app connector for LlamaIndex is a standout in the Productivity category — giving your AI agent 12 tools to work with, ready to go from day one.

Vinkius delivers Streamable HTTP and SSE to any MCP client

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 Every.org. "
            "You have 12 tools available."
        ),
    )

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

asyncio.run(main())
Every.org
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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 Every.org MCP Server

Connect your Every.org account to any AI agent and take full control of your philanthropic discovery and fundraising workflows through natural conversation.

LlamaIndex agents combine Every.org tool responses with indexed documents for comprehensive, grounded answers. Connect 12 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

  • Nonprofit Orchestration — Search across over 1.5 million registered 501(c)(3) nonprofits programmatically using keywords and location filters
  • Cause Intelligence — Browse and filter nonprofits by specific causes such as climate, education, or animal welfare to maintain high-fidelity social impact
  • Fundraising Automation — Programmatically create and manage fundraisers for your favorite nonprofits directly through your agent (Requires Private Key)
  • Deep Metadata Retrieval — Access detailed information for specific nonprofits, including descriptions, EINs, and direct donation links
  • Philanthropic Visibility — Monitor your active fundraisers and retrieve engagement metadata programmatically using natural language commands

The Every.org MCP Server exposes 12 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.

All 12 Every.org tools available for LlamaIndex

When LlamaIndex connects to Every.org through Vinkius, your AI agent gets direct access to every tool listed below — spanning every-org, nonprofits-api, charity-search, and more. Every call is secured with network, filesystem, subprocess, and code evaluation entitlements inside a sandboxed runtime. Beyond a simple connection, you get a full AI Gateway with real-time visibility into agent activity, enterprise governance, and optimized token usage.

browse_by_cause

Browse by cause

browse_causes

Browse causes

check_everyorg_status

Verify connectivity

create_donation

Create a donation

create_fundraiser

Create a fundraiser

get_featured

Get featured nonprofits

get_fundraiser

Get fundraiser details

get_nonprofit

Get nonprofit details

get_nonprofit_by_ein

Get nonprofit by EIN

list_donations

List donations

list_fundraisers

List fundraisers

search_nonprofits

Search nonprofits

Connect Every.org to LlamaIndex via MCP

Follow these steps to wire Every.org into LlamaIndex. The entire setup takes under two minutes — your credentials stay safe behind the Vinkius.

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 12 tools from Every.org

Why Use LlamaIndex with the Every.org MCP Server

LlamaIndex provides unique advantages when paired with Every.org through the Model Context Protocol.

01

Data-first architecture: LlamaIndex agents combine Every.org tool responses with indexed documents for comprehensive, grounded answers

02

Query pipeline framework lets you chain Every.org tool calls with transformations, filters, and re-rankers in a typed pipeline

03

Multi-source reasoning: agents can query Every.org, a vector store, and a SQL database in a single turn and synthesize results

04

Observability integrations show exactly what Every.org tools were called, what data was returned, and how it influenced the final answer

Every.org + LlamaIndex Use Cases

Practical scenarios where LlamaIndex combined with the Every.org MCP Server delivers measurable value.

01

Hybrid search: combine Every.org real-time data with embedded document indexes for answers that are both current and comprehensive

02

Data enrichment: query Every.org 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 Every.org for fresh data

04

Analytical workflows: chain Every.org queries with LlamaIndex's data connectors to build multi-source analytical reports

Example Prompts for Every.org in LlamaIndex

Ready-to-use prompts you can give your LlamaIndex agent to start working with Every.org immediately.

01

"Search for nonprofits helping with 'ocean cleanup' on Every.org."

02

"Browse nonprofits in the 'education' cause."

03

"Create a fundraiser for 'Room to Read' titled 'Support Global Literacy'."

Troubleshooting Every.org MCP Server with LlamaIndex

Common issues when connecting Every.org to LlamaIndex through the Vinkius, and how to resolve them.

01

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

Every.org + LlamaIndex FAQ

Common questions about integrating Every.org 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 Every.org 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.