FBI Crime Data Explorer MCP Server for LlamaIndexGive LlamaIndex instant access to 4 tools to Get Agency Summarized, Get National Estimates, Get Nibrs Victim Demographics, and more
GDPR Free for SubscribersLlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add FBI Crime Data Explorer 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 MCP Server for LlamaIndex
The FBI Crime Data Explorer MCP Server for LlamaIndex is a standout in the Industry Titans category — giving your AI agent 4 tools to work with, ready to go from day one.
Vinkius delivers Streamable HTTP and SSE to any MCP client
Geminiimport 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 FBI Crime Data Explorer. "
"You have 4 tools available."
),
)
response = await agent.run(
"What tools are available in FBI Crime Data Explorer?"
)
print(response)
asyncio.run(main())
* 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 FBI Crime Data Explorer MCP Server
Connect to the FBI Crime Data Explorer (CDE) to retrieve comprehensive law enforcement statistics directly through natural language. This server provides access to the Uniform Crime Reporting (UCR) program's extensive datasets.
LlamaIndex agents combine FBI Crime Data Explorer 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
- National Estimates — Retrieve estimated crime totals for the entire United States across specific year ranges.
- State Summaries — Fetch detailed offense data (violent crime, property crime, etc.) for any specific US state.
- Agency-Level Data — Query statistics reported by specific local, county, or state law enforcement agencies using their unique ORI identifier.
- Victim Demographics — Analyze NIBRS data to see breakdowns of victims by age, race, and sex for various offenses.
The FBI Crime Data Explorer MCP Server exposes 4 tools through the Vinkius. Connect it to LlamaIndex in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
All 4 FBI Crime Data Explorer tools available for LlamaIndex
When LlamaIndex connects to FBI Crime Data Explorer through Vinkius, your AI agent gets direct access to every tool listed below — spanning crime-statistics, fbi-data, public-safety, 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.
Get agency summarized on FBI Crime Data Explorer
Retrieve crime data for a specific law enforcement agency
Get national estimates on FBI Crime Data Explorer
Retrieve national crime estimates
Get nibrs victim demographics on FBI Crime Data Explorer
Retrieve NIBRS victim demographic data
Get state summarized on FBI Crime Data Explorer
Retrieve crime statistics for a specific state
Connect FBI Crime Data Explorer to LlamaIndex via MCP
Follow these steps to wire FBI Crime Data Explorer into LlamaIndex. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.
Install dependencies
pip install llama-index-tools-mcp llama-index-llms-openaiReplace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenRun the agent
agent.py and run: python agent.pyExplore tools
Why Use LlamaIndex with the FBI Crime Data Explorer MCP Server
LlamaIndex provides unique advantages when paired with FBI Crime Data Explorer through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine FBI Crime Data Explorer tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain FBI Crime Data Explorer tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query FBI Crime Data Explorer, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what FBI Crime Data Explorer tools were called, what data was returned, and how it influenced the final answer
FBI Crime Data Explorer + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the FBI Crime Data Explorer MCP Server delivers measurable value.
Hybrid search: combine FBI Crime Data Explorer real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query FBI Crime Data Explorer 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 FBI Crime Data Explorer for fresh data
Analytical workflows: chain FBI Crime Data Explorer queries with LlamaIndex's data connectors to build multi-source analytical reports
Example Prompts for FBI Crime Data Explorer in LlamaIndex
Ready-to-use prompts you can give your LlamaIndex agent to start working with FBI Crime Data Explorer immediately.
"Show me national crime estimates from 2015 to 2020."
"Get summarized burglary data for California (CA) between 2018 and 2022."
"What is the age breakdown of robbery victims in New York?"
Troubleshooting FBI Crime Data Explorer MCP Server with LlamaIndex
Common issues when connecting FBI Crime Data Explorer to LlamaIndex through Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpFBI Crime Data Explorer + LlamaIndex FAQ
Common questions about integrating FBI Crime Data Explorer MCP Server with LlamaIndex.
How does LlamaIndex connect to MCP servers?
Can I combine MCP tools with vector stores?
Does LlamaIndex support async MCP calls?
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