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The #1 agentic semantic tool search: 91.6% first-try accuracy on S1 Search Bench • Explore Tool Discovery →
Connect your AI agent to StackOne's Ramp MCP server and give it 73 MCP tools out of the box. Auth, tool execution, and security all managed.
Coverage
Create, read, update, and delete across Ramp — and extend your agent's capabilities with custom actions.
Authentication
Per-user OAuth in one call. Your Ramp MCP server gets session-scoped tokens with zero credentials stored on your infra.
Agent Auth →Security
Every Ramp tool response scanned for prompt injection in milliseconds — 88.7% accuracy, all running on CPU.
Prompt Injection Defense →Performance
Free up to 96% of your agent's context window to enhance reasoning and reduce cost, on every Ramp call.
Tools Discovery →A Ramp MCP server lets AI agents read and write Ramp data through the Model Context Protocol — Anthropic's open standard for connecting LLMs to external tools. StackOne's Ramp MCP server ships with 73 pre-built actions, fully extensible via the Connector Builder — plus managed authentication, prompt injection defense, observability, and agent execution runtime. Connect it from MCP clients like Claude Desktop, Claude Code, Cursor, Goose, and VS Code, or from agent frameworks like OpenAI Agents SDK, LangChain, and Vercel AI SDK.
Every action from Ramp's API, ready for your agent. Create, read, update, and delete — scoped to exactly what you need.
Create a physical card
Update a physical card
Create a user
Update a user
Upload vendors
List vendors
List vendors
Fetch a vendor
Fetch a vendor
Update a vendor
Delete a vendor
Create a department
Update a department
Create a location
Update a location
Upload general ledger accounts
List general ledger accounts
Update a general ledger account
Delete a general ledger account
Upload a receipt image
Upload a new memo for a transaction
Create a new vendor
Create a spend program
Upload new options
Create a new custom accounting field
List transactions
List receipts
List memos
List merchants
List physical cards
List virtual cards
List users
List reimbursements
List bills
List spend programs
List departments
List locations
List accounting connections
List options for a given custom accounting field
List custom accounting fields
List business entities
Get a business entity
List funds
List all trips for the business
List purchase orders
List transfer payments
List repayments
Update a transaction
Fetch a transaction
Fetch a receipt
Fetch a transaction memo
Fetch a physical card
Fetch a virtual card
Fetch a user
Manage a user's invite lifecycle
Fetch user creation task status
Fetch a reimbursement
Fetch a bill
Fetch a spend program
Fetch a department
Fetch a location
Fetch a general ledger account
Fetch an accounting connection by ID
Fetch a custom accounting field
Post accounting coding selections to an object
Register a new API based accounting connection
Post ready to sync status
Post sync status
Fetch the company information
Fetch the company balance information
Fetch a fund
Fetch a trip
Fetch a transfer payment
Connect your AI agent to Ramp and help your team scale the finance operations they run by hand today.
Automate invoice processing with AI agents connected to your ERP, accounting software, and AP tools through StackOne.
ViewUse StackOne to connect your AI agent to your accounting, CRM, and messaging systems to automate Accounts Receivable dunning and payment follow-up.
ViewUse StackOne to connect your AI agent to your accounting, email, and document management systems to automate invoice processing and purchase order matching.
ViewOne endpoint. Any framework. Your agent is talking to Ramp in under 10 lines of code.
Agent Frameworks
{
"mcpServers": {
"stackone": {
"command": "npx",
"args": [
"-y",
"mcp-remote@latest",
"https://api.stackone.com/mcp?x-account-id=<account_id>",
"--header",
"Authorization: Basic <YOUR_BASE64_TOKEN>"
]
}
}
}138+ actions
125+ actions
117+ actions
107+ actions
105+ actions
95+ actions
82+ actions
Anthropic's code_execution processes data already in context. Custom MCP code mode keeps raw tool responses in a sandbox. 14K tokens vs 500.
11 min
Benchmarking BM25, TF-IDF, and hybrid search for MCP tool discovery across 916 tools. The 80/20 TF-IDF/BM25 hybrid hits 21% Top-1 accuracy in under 1ms.
10 min
MCP tools that read emails, CRM records, and tickets are indirect prompt injection vectors. Here's how we built a two-tier defense that scans tool results in ~11ms.
12 min
MCP vs A2A: what each protocol standardizes, how they differ, their shared security risks including indirect prompt injection, and when to use one, both, or a hybrid architecture.
12 min
MCP wraps APIs, it doesn't replace them. After building 200+ connectors that serve both, here's when each approach wins.
14 min read
origin_owner_id.All the tools you need to build and scale AI agent integrations, with best-in-class connectivity, execution, and security.