Raven Tools MCP Server for LlamaIndexGive LlamaIndex instant access to 12 tools to Add Competitor, Add Keyword, Check Raventools Status, and more
LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Raven Tools 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 Raven Tools 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
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 Raven Tools. "
"You have 12 tools available."
),
)
response = await agent.run(
"What tools are available in Raven Tools?"
)
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 Raven Tools MCP Server
Connect your Raven Tools account to any AI agent and take full control of your search engine optimization (SEO) orchestration and automated reporting through natural conversation.
LlamaIndex agents combine Raven Tools 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
- Keyword Portfolio Orchestration — List and manage your entire high-fidelity database of keyword rankings programmatically, retrieving detailed SERP position metadata
- SEO Audit Intelligence Architecture — Programmatically query and monitor website audit results to maintain a perfectly coordinated optimization pipeline
- Backlink & Authority Monitoring — Access your complete directory of high-fidelity backlinks and domain metrics to oversee your organizational visibility in real-time
- Site Performance Monitoring — Access real-time status updates for website health and track technical SEO metrics directly through your agent for instant reporting
- Operational Monitoring — Verify account-level API connectivity and monitor reporting volume directly through your agent for perfectly coordinated service scaling
The Raven Tools 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 Raven Tools tools available for LlamaIndex
When LlamaIndex connects to Raven Tools through Vinkius, your AI agent gets direct access to every tool listed below — spanning raven-tools, seo-api, keyword-rank-tracking, 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.
Add a competitor
Add a keyword
Verify connectivity
Get backlinks
Get project info
Get keyword rank
Get all rankings
Get site audit
List competitors
List keywords
List projects/domains
Remove a keyword
Connect Raven Tools to LlamaIndex via MCP
Follow these steps to wire Raven Tools into LlamaIndex. The entire setup takes under two minutes — your credentials stay safe behind the 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 Raven Tools MCP Server
LlamaIndex provides unique advantages when paired with Raven Tools through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine Raven Tools tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain Raven Tools tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query Raven Tools, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what Raven Tools tools were called, what data was returned, and how it influenced the final answer
Raven Tools + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the Raven Tools MCP Server delivers measurable value.
Hybrid search: combine Raven Tools real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query Raven Tools 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 Raven Tools for fresh data
Analytical workflows: chain Raven Tools queries with LlamaIndex's data connectors to build multi-source analytical reports
Example Prompts for Raven Tools in LlamaIndex
Ready-to-use prompts you can give your LlamaIndex agent to start working with Raven Tools immediately.
"List all active projects in my Raven Tools account and show the keyword summary for 'Project A'."
"Show the latest SEO audit results for 'example.com'."
"Check for any keywords with significant rank drops this week."
Troubleshooting Raven Tools MCP Server with LlamaIndex
Common issues when connecting Raven Tools to LlamaIndex through the Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpRaven Tools + LlamaIndex FAQ
Common questions about integrating Raven Tools MCP Server with LlamaIndex.