Salesforce Files & Notes MCP Server for LangChain 7 tools — connect in under 2 minutes
LangChain is the leading Python framework for composable LLM applications. Connect Salesforce Files & Notes through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.
ASK AI ABOUT THIS MCP SERVER
Vinkius supports streamable HTTP and SSE.
import asyncio
from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
async with MultiServerMCPClient({
"salesforce-files-notes": {
"transport": "streamable_http",
"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
}
}) as client:
tools = client.get_tools()
agent = create_react_agent(
ChatOpenAI(model="gpt-4o"),
tools,
)
response = await agent.ainvoke({
"messages": [{
"role": "user",
"content": "Using Salesforce Files & Notes, show me what tools are available.",
}]
})
print(response["messages"][-1].content)
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 Salesforce Files & Notes MCP Server
Connect Salesforce Files & Notes to any AI agent.
LangChain's ecosystem of 500+ components combines seamlessly with Salesforce Files & Notes through native MCP adapters. Connect 7 tools via Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures. with LangSmith tracing giving full visibility into every tool call, latency, and token cost.
What you can do
- Files — Search and list recent files with type, size, and owner
- Versions — View version history of any document
- Attachments — Get legacy attachments on any record
- Linked Files — Find all documents linked to a specific record
- Notes — Search and create notes attached to records
The Salesforce Files & Notes MCP Server exposes 7 tools through the Vinkius. Connect it to LangChain in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
How to Connect Salesforce Files & Notes to LangChain via MCP
Follow these steps to integrate the Salesforce Files & Notes MCP Server with LangChain.
Install dependencies
Run pip install langchain langchain-mcp-adapters langgraph langchain-openai
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token
Run the agent
Save the code and run python agent.py
Explore tools
The agent discovers 7 tools from Salesforce Files & Notes via MCP
Why Use LangChain with the Salesforce Files & Notes MCP Server
LangChain provides unique advantages when paired with Salesforce Files & Notes through the Model Context Protocol.
The largest ecosystem of integrations, chains, and agents. combine Salesforce Files & Notes MCP tools with 500+ LangChain components
Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step
LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging
Memory and conversation persistence let agents maintain context across Salesforce Files & Notes queries for multi-turn workflows
Salesforce Files & Notes + LangChain Use Cases
Practical scenarios where LangChain combined with the Salesforce Files & Notes MCP Server delivers measurable value.
RAG with live data: combine Salesforce Files & Notes tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query Salesforce Files & Notes, synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain Salesforce Files & Notes tools with web scrapers, databases, and calculators in a single agent run
Production monitoring: use LangSmith to trace every Salesforce Files & Notes tool call, measure latency, and optimize your agent's performance
Salesforce Files & Notes MCP Tools for LangChain (7)
These 7 tools become available when you connect Salesforce Files & Notes to LangChain via MCP:
sf_create_note
Create a new Note attached to a record
sf_file_details
Get all versions of a specific file (ContentDocument)
sf_get_attachments
Get attachments on a specific record
sf_linked_files
Get files linked to a specific record
sf_recent_files
List the most recently modified files in Salesforce
sf_search_files
Returns file type, size, owner, and modification date. Search files (ContentVersion) in Salesforce by title
sf_search_notes
Returns title, body preview, creator, and dates. Search Notes in Salesforce by title
Example Prompts for Salesforce Files & Notes in LangChain
Ready-to-use prompts you can give your LangChain agent to start working with Salesforce Files & Notes immediately.
"Find all files related to the Acme account"
"Search for files named proposal"
"Create a note on the Acme account: Follow up next week about renewal"
Troubleshooting Salesforce Files & Notes MCP Server with LangChain
Common issues when connecting Salesforce Files & Notes to LangChain through the Vinkius, and how to resolve them.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersSalesforce Files & Notes + LangChain FAQ
Common questions about integrating Salesforce Files & Notes MCP Server with LangChain.
How does LangChain connect to MCP servers?
langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.Which LangChain agent types work with MCP?
Can I trace MCP tool calls in LangSmith?
Connect Salesforce Files & Notes with your favorite client
Step-by-step setup guides for every MCP-compatible client and framework:
Anthropic's native desktop app for Claude with built-in MCP support.
AI-first code editor with integrated LLM-powered coding assistance.
GitHub Copilot in VS Code with Agent mode and MCP support.
Purpose-built IDE for agentic AI coding workflows.
Autonomous AI coding agent that runs inside VS Code.
Anthropic's agentic CLI for terminal-first development.
Python SDK for building production-grade OpenAI agent workflows.
Google's framework for building production AI agents.
Type-safe agent development for Python with first-class MCP support.
TypeScript toolkit for building AI-powered web applications.
TypeScript-native agent framework for modern web stacks.
Python framework for orchestrating collaborative AI agent crews.
Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect Salesforce Files & Notes to LangChain
Get your token, paste the configuration, and start using 7 tools in under 2 minutes. No API key management needed.