Ashby MCP Server for LlamaIndexGive LlamaIndex instant access to 10 tools to Create Ashby Candidate, Get Ashby Application, Get Ashby Candidate, and more

Name: Ashby
Price: 29 USD
Availability: InStock
Rating: 5.0 (1 reviews)
Author: Vinkius

GDPR Free for Subscribers

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

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The Ashby MCP Server for LlamaIndex is a standout in the Productivity category — giving your AI agent 10 tools to work with, ready to go from day one.

Built for AI Agents by Vinkius

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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 Ashby. "
            "You have 10 tools available."
        ),
    )

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

asyncio.run(main())

Fully ManagedVinkius Servers

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V8 IsolateSandboxed

Ed25519Audit chain

<40msKill switch

Stream every event to Splunk, Datadog, or your own webhook in real-time

* 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 Ashby MCP Server

Connect your Ashby account to any AI agent and take full control of your recruiting pipeline and candidate experience through natural conversation.

LlamaIndex agents combine Ashby 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

Candidate Orchestration — List and manage candidate profiles programmatically, including creating new records and retrieving high-fidelity profile metadata
Application Lifecycle Management — Monitor job applications and retrieve detailed status metrics for specific candidates to coordinate your hiring funnel in real-time
Interview Intelligence — Access scheduled interviews and retrieve submitted high-fidelity feedback reports to summarize performance and sentiment
Job & Department Visibility — Retrieve complete directories of open jobs, departments, and hiring managers to maintain a perfectly coordinated organizational view
User & Location Monitoring — Access your internal recruiter directory and physical office locations directly through your agent for instant operational reporting

The Ashby MCP Server exposes 10 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 10 Ashby tools available for LlamaIndex

When LlamaIndex connects to Ashby through Vinkius, your AI agent gets direct access to every tool listed below — spanning applicant-tracking, talent-acquisition, hiring-pipeline, 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.

create

Create ashby candidate on Ashby

Create candidate

get

Get ashby application on Ashby

Get application details

get

Get ashby candidate on Ashby

Get candidate details

get

Get ashby job on Ashby

Get job details

list

List ashby applications on Ashby

List applications

list

List ashby candidates on Ashby

List candidates

list

List ashby feedback on Ashby

List feedback

list

List ashby interviews on Ashby

List interviews

list

List ashby jobs on Ashby

List jobs

list

List ashby users on Ashby

List users

Connect Ashby to LlamaIndex via MCP

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

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 10 tools from Ashby

Why Use LlamaIndex with the Ashby MCP Server

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

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

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

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

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

Ashby + LlamaIndex Use Cases

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

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

Data enrichment: query Ashby 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 Ashby for fresh data

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

Example Prompts for Ashby in LlamaIndex

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

"List all active candidates in my Ashby recruiting pipeline."

"Show the latest interview feedback for candidate ID 'cand_123'."

"Create a new candidate profile for 'Jane Smith' (jane@example.com)."

Troubleshooting Ashby MCP Server with LlamaIndex

Common issues when connecting Ashby to LlamaIndex through Vinkius, and how to resolve them.

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

Ashby + LlamaIndex FAQ

Common questions about integrating Ashby 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.