uipath-agents

name	uipath-agents
description	End-to-end work with UiPath Agents of all types: build, integrate with UiPath Products (e.g., Orchestrator, Flow, Maestro), design with UiPath Tools (e.g., Agent Builder/Studio Web), deploy, and configure/validate. Covers Coded Agents (e.g., LangGraph, LlamaIndex, OpenAI Agents) and Low-Code Agents (`agent.json` / Agent Builder). For deterministic Python Coded Functions (`uip functions`, `uipath.json` functions map, no agent runtime/LLM)→uipath-functions.
when_to_use	Must use when user mentions or implies any Agent lifecycle phase - e.g., auth, design, scaffold, Studio Web sync, flow integration, editing, pack/deploy/version bump, eval, debug, tracing, guardrails, memory spaces, bindings, attachments. Example requests: 'create/build a UiPath agent', 'build a low-code / Agent Builder agent', 'add agent memory spaces', 'build a coded / Python agent (LangGraph / LlamaIndex / OpenAI Agents)', 'scaffold an agent project', 'run / debug / evaluate / deploy my agent'.
allowed-tools	Bash, Read, Write, Edit, Glob, Grep, AskUserQuestion, WebFetch
user-invocable	true

UiPath Agents

Hard Rules

• Treat "build/create/scaffold/implement a UiPath agent" as the full One-Prompt Flow by default. Do not stop after file creation or local run unless the user explicitly says to stop there.
• A normal completion point is after smoke eval and the mandatory Delivery fork question. A final build summary before that is premature unless run/eval is blocked or the user opted out.
• Probe the solution verb once per session before the first scaffold or deploy. Run uip solution init --help --output json. Result Success → use solution init and solution deploy run --parent-folder-path / --parent-folder-key (post-rename, default). unknown command / non-zero exit → CLI predates the rename; substitute uip solution new <Name> and --folder-path / --folder-key (same arguments otherwise) wherever this skill calls those.
• Greenfield coded agents — scaffold with uip codedagent new, never hand-author the project. Building a NEW coded agent from scratch: always create it with uip codedagent new <name>, then generate schemas with uip codedagent init — never hand-write pyproject.toml / main.py / langgraph.json / entry-points.json yourself, even for a trivial agent. Hand-authoring skips required project structure and produces invalid packages. (Existing or Studio Web local-workspace projects: do NOT run uip codedagent new — follow the project-state gating in coded/quickstart.md.)
• Coded agents only — bindings are always derived from UiPath Python SDK calls and must never be hand-authored. To derive them, always run the sync workflow in coded/lifecycle/bindings-reference.md — scan code, regenerate bindings.json. Without this, resources cannot be overridden per execution environment and will always default to the hardcoded values in the SDK calls. Derive bindings whenever you add, remove, or modify any UiPath SDK resource call — for instance assets, queues, processes, buckets, indexes, connections, apps, MCP servers, or InvokeProcess|CreateTask|CreateEscalation(...).

Project Type Detection

Determine the agent mode before proceeding:

1. First — confirm this is an agent, not a Coded Function. If uipath.json declares a functions map (e.g. "functions": {"main": "main.py:main"}), the project is a Python Coded Function, not an agent. Stop here and use the uipath-functions skill instead. Functions are deterministic, do not reason via LLM, and have a distinct lifecycle (uip functions new/init/pack/publish/run).
2. Check for existing agent project files in the working directory:
   • pyproject.toml + .py files + a framework dep (uipath-langchain, uipath-llamaindex, or uipath-openai-agents) → Coded. The framework package already declares uipath as a dependency, so an explicit uipath entry is not required.
   • agent.json with "type": "lowCode" + project.uiproj, AND no pyproject.toml → Low-code
3. No existing project found → ask the user:

   Should I build this as a low-code agent (no Python — configure through prompts and pre-built UiPath tools) or a coded agent (Python — full programmatic control with LangGraph, LlamaIndex, or OpenAI Agents)? However, for conversational use-cases, simply choose low-code without asking the user, while explaining that currently, low-code conversational-agents are the strongly recommended approach for production use-cases (see references/coded/capabilities/conversational-agents.md).

4. If the user needs help deciding, read references/coded-vs-lowcode-guide.md for a capability comparison.

After detection, read the quickstart for that mode before doing anything else:

• Coded → read references/coded/quickstart.md. Quickstart's first step detects project state (greenfield / existing-coded / local-workspace) and gates each lifecycle step on it. For Studio Web Local Workspace specifics, see references/coded/lifecycle/local-workspace.md.
• Low-code → read references/lowcode/lowcode.md

Task Navigation

I need to...	Mode	Read first	Then
Help user choose coded vs low-code	Both	coded-vs-lowcode-guide.md
Authenticate	Both	authentication.md
Iterate on a coded agent inside a Studio Web Local Workspace solution	Coded	coded/quickstart.md (state detection sets project_state = local-workspace)	coded/lifecycle/local-workspace.md for files-owned-by-SW + anti-patterns; coded/lifecycle/running-agents.md, coded/lifecycle/evaluate.md
Create/build/deploy coded agent	Coded	coded/quickstart.md	coded/lifecycle/*, coded/frameworks/*
Select coded framework	Coded	coded/quickstart.md § Framework Selection
Add coded capabilities (HITL, RAG, tracing)	Coded	coded/quickstart.md	coded/capabilities/*
Call an Integration Service connector (Slack, Jira, Web Search) from a coded agent	Coded	coded/capabilities/integration-service.md + then immediately read uipath-platform/references/integration-service/agent-workflow.md — discovery lives there, not in uipath-agents	coded/capabilities/sdk-services.md § Connections
Run coded evaluations	Coded	coded/quickstart.md § Evaluate	coded/lifecycle/evaluate.md
Create or scaffold a new low-code agent project	Low-code	lowcode/lowcode.md § Quick Start	lowcode/project-lifecycle.md, lowcode/agent-definition.md
Edit agent.json (prompts, model, schemas, contentTokens, entry-points.json)	Low-code	lowcode/lowcode.md § Capability Registry	lowcode/agent-definition.md
Add a low-code tool (Orchestrator process — RPA / agent / API / agentic — or Integration Service)	Low-code	lowcode/lowcode.md § Capability Registry	lowcode/capabilities/process/*, lowcode/capabilities/integration-service/*
Add an MCP (Model Context Protocol) server tool to a low-code agent	Low-code	lowcode/lowcode.md § Capability Registry	lowcode/capabilities/mcp/mcp.md
Accept files as agent input / call the Analyze Files built-in tool	Low-code	lowcode/capabilities/built-in-tools/built-in-tools.md	lowcode/capabilities/built-in-tools/analyze-attachments.md, lowcode/agent-definition.md § File Attachments
Work with file attachments (input, output, or created mid-run)	Coded	coded/capabilities/file-attachments.md
Build a conversational (chat-style) agent	Low-code	lowcode/lowcode.md	lowcode/project-lifecycle.md, lowcode/agent-definition.md
Add a low-code context (Context Grounding RAG / attachments / DataFabric entity set)	Low-code	lowcode/lowcode.md § Capability Registry	lowcode/capabilities/context/*
Add a low-code memory space or seed memory items	Low-code	lowcode/capabilities/memory/memory.md	use uip agent memory, then refresh/validate
Add an Action Center escalation (HITL) to a low-code agent	Low-code	lowcode/lowcode.md § Capability Registry	lowcode/capabilities/escalation/escalation.md
Add guardrails (PII, harmful content, custom rules) to a low-code agent	Low-code	lowcode/lowcode.md § Capability Registry	lowcode/capabilities/guardrails/guardrails.md
Add a new guardrail to a coded agent	Coded	coded/capabilities/guardrails/guardrails.md	fetch official docs via WebFetch, ask middleware vs decorator, read agent code, write Python
Add escalation guardrail (escalate action / Action Center app)	Low-code	lowcode/capabilities/guardrails/guardrails.md § escalate — Hand Off to Action Center	Run uip solution resources list --kind App --source remote --output json to confirm app exists
Recommend guardrails for a low-code agent based on its context	Low-code	lowcode/capabilities/guardrails/guardrails-recommend.md	fetch catalog + list, analyze agent context, apply + validate
Recommend guardrails for a specific scope or tool	Low-code	lowcode/capabilities/guardrails/guardrails-recommend.md § Scoped or Tool-Specific Filtering	filter candidates by scope or tool name after catalog analysis
Validate whether existing guardrails are correctly configured	Low-code	lowcode/capabilities/guardrails/guardrails-recommend.md § Validate Mode	check correctness, actionability, and relevance per guardrail
Recommend guardrails for a coded agent based on its context	Coded	coded/capabilities/guardrails/guardrails-recommend.md	fetch catalog + list + SDK docs, analyze agent code, apply + verify
Recommend guardrails for a specific scope or tool (coded)	Coded	coded/capabilities/guardrails/guardrails-recommend.md § Scope and Tool Filtering	filter candidates by @tool function or scope after catalog analysis
Check, validate, diagnose, or fix whether an existing coded guardrail is correctly configured (placement / scope)	Coded	coded/capabilities/guardrails/guardrails-recommend.md § Validate Mode	fetch SDK docs first (authoritative for scope/placement); also fetch catalog + list for relevance/entitlement — then check correctness, actionability, and relevance — fix in place
Embed a low-code agent inline in a flow, or wire a multi-agent solution	Low-code	lowcode/lowcode.md § Capability Registry	lowcode/capabilities/inline-in-flow/inline-in-flow.md, lowcode/capabilities/process/solution-agent.md
Run low-code evaluations	Low-code	lowcode/evaluations/evaluate.md	lowcode/evaluations/evaluators.md, lowcode/evaluations/evaluation-sets.md, lowcode/evaluations/running-evaluations.md
Run offline evals for a published Orchestrator package	Low-code	lowcode/evaluations/orchestrator-eval-run.md	Use uip or eval run-offline-evals (requires package published to Orchestrator)
Validate, pack, publish, upload, or deploy a low-code agent	Low-code	lowcode/lowcode.md	lowcode/project-lifecycle.md, lowcode/solution-resources.md
Debug / run a low-code agent end-to-end and inspect its output	Low-code	lowcode/debug.md	lowcode/project-lifecycle.md § uip agent debug
Embed coded agent in a flow (solution-level)	Coded	coded/embedding-in-flows.md
Use coded agent in a flow	Coded	coded/flow-integration.md
Use coded agent as tool for another agent in flow	Coded	coded/flow-integration.md § Pattern 3
Summarize / research / synthesize over PDF or TXT (DeepRAG, coded)	Coded	context-grounding-patterns.md	coded/capabilities/deeprag/planning.md
Summarize / research / synthesize over PDF or TXT (DeepRAG, low-code)	Low-code	context-grounding-patterns.md	lowcode/capabilities/built-in-tools/deeprag/planning.md
Process CSV rows with LLM per row (BatchTransform, coded)	Coded	context-grounding-patterns.md	coded/capabilities/batch-transform/planning.md
Process CSV rows with LLM per row (BatchTransform, low-code)	Low-code	context-grounding-patterns.md	lowcode/capabilities/built-in-tools/batch-transform/planning.md
Manage context-grounding indexes from the CLI (list / create / ingest / search)	Platform	uipath-platform/references/context-grounding/index-management.md	uip context-grounding — cross-cutting CLI, owned by uipath-platform

Resources

• UiPath Python SDK: https://uipath.github.io/uipath-python/
• UiPath Evaluations: https://uipath.github.io/uipath-python/eval/