Session 3 - UiPath Coded Agents & MCP Server in Action

Deep dive into UiPath Coded Agents with Python and LangChain and learn deployment strategies using MCP Server across platforms like SAP, Salesforce, Microsoft, and more. This is a virtual event being held by the UiPath California chapter.

Topics Covered:

• Introduction: Overview of UiPath SDK, Coded Agents, MCP Server, Python, LangChain, LangGraph, and LangSmith

• Build, Test & Deploy: Learn the fundamentals of Python, build your first coded agent using Python + LangGraph, then test, deploy, manage, and scale it—using LLMs to assist where needed. Basic to advance understanding of MCP Server.

• Q & A

• Agentic Testing with UiPath Testing Agent

1. UiPath Coded Agent in Action
Session –3 of 4 | Virtual Session by UiPath Community

2. 2
Meet the team!
Lead Consultant @ The Silicon Partners Inc.
UiPath MVP
Amit Tiwari
SVP Technoloyg, @The Silicon Partners, Inc.
UiPath MVP
Pankaj Banka
Co-Founder & COO @The Silicon Partners, Inc.
UiPath MVP
Diana Gray
Community Marketing Manager AMER
@UiPath
Mohd Faiz Khan

3. 3

4. 4
Agenda
What is Coded Agent & UiPath SDK ?
What is MCP Server, LangChain & LangGraph ?
Build Your First Coded Agent & MCP Server ?
Publish & Deployment
Live Demo
Q & A

5. 5
UiPath® coded are agents built through direct code development within a developer's preferred I.D.E. (VS Code / Any Code Editor).
They provide developers with complete control over the agent logic, behavior, and integration with external systems.
Using a “UiPath SDK”, you can package this code and deploy it to Orchestrator as a standard .nupkg package, in a package feed of
your choice. From there, it can be used to create processes within one or more folders.
What is Coded Agent ?

6. 6
UiPath SDK Library and its supported languages and frameworks are continuously expanding. It currently support the following:
Supported SDK Languages & Frameworks
Language/framework Repository Functionality
Python uipath-python Python SDK that features a CLI for creation, packaging, and
deployment of agents to the UiPath Cloud Platform.
It also enables programmatic interaction with UiPath Platform resources
like processes, assets, buckets, Context Grounding, data services, jobs,
and more.
Python with LangGraph uipath-python extension:uipath-langchain-pythonPython SDK that enables developers to build and deploy LangGraph
agents to the UiPath Cloud Platform.
This package provides programmatic interaction with UiPath Platform
services and human-in-the-loop through Action Center.
LLamaIndex uipath-llamaindex-python Python SDK that enables developers to build and deploy LlamaIndex
agents to the UiPath Platform.This package provides programmatic
interaction with UiPath Cloud Platform services and human-in-the-loop
(HITL) semantics through Action Center integration.

7. 7
Licensing for Coded Agents
Entitlement Trial plans Enterprise
Community Pro Trial Flex plan Unified Pricing plan
LLM calls 500 LLM calls per org
daily
1 LLM call = 0.2
Platform/Agent Units1
Context Grounding call =
0.2 Platform/Agent Units
1 LLM call = 1 Agent
unit1 Context Grounding
= 1 AI Unit
1 LLM Call = 0.2
Platform Unit1
Context Grounding
call = 0.2 Platform
Units
Running
agents
300 Robot units per org
per month
Execution
threshold
1
[min] = 5 min
0.2 Platform/Agent Units
per executionExecution
threshold [min] = 5 min
1 Agent Unit per
executionExecution
threshold [min] = 5 min
0.2 Platform Units per
executionExecution
threshold [min] = 5
min

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Coded Agent

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What is the MCP (Model Context Protocol )?
•UiPath: Expose UiPath artifacts as tools via MCP. You can build a UiPath MCP Server directly from the platform interface. Tools can
include UiPath artifacts such as RPA workflows, agents, API workflows, and agentic processes.
•Coded: Host a custom-coded MCP Server. You can bring a coded MCP Server to the UiPath Platform in a similar way you
canbuild and deploy coded agents.
•Command: Bring an MCP Server from an external package feed via command. This allows you to integrate an existing MCP
Server from an external package feed using a platform-supported command.
•Remote: Connect to remote MCP Servers via secure tunneling. This setup allows the exposure of multiple MCP Servers, each
authorized with different providers, through the UiPath Platform.
Model Context Protocol (MCP) is a protocol for communicating and sharing context between LLMs or agents and
applications. The UiPath Platform offers full MCP support, enabling you to build or bring an MCP Server into your
automation workflows. You can choose between the following MCP Server types:

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UiPath MCP Server Use case

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Coded MCP Server

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LangChain is a general LLM application toolkit: prompts,
chains, tools, retrievers, vector stores, and the LCEL runtime
to compose them. Great for prototyping and most “single-flow”
apps (RAG, simple agents, chatbots, tool calls).
LangGraph is a stateful workflow/agent framework built by
the LangChain team for deterministic, multi-step, branching
graphs with checkpointing, retries, human-in-the-loop, and
observability. Great for robust, multi-actor agent systems and
long-running processes.
LangChain & LangGraph

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Register for next session…..

14. Useful Links:
https://uipath.github.io/uipath-python/langchain/quick_start/
https://github.com/UiPath/uipath-python
https://pypi.org/project/uipath-langchain/
https://pypi.org/project/uipath-mcp/

15. Live Demo…..