UiPath Human-in-the-Loop Assistant

Preview — skill is under active development; surface and behavior may change.

Recognizes when a business process needs a human decision point, designs the task schema through conversation, and wires the HITL node into the automation — Flow, Maestro, or Agent.

Coded agents: for wiring HITL inside a coded agent, use the uipath-agents skill — see skills/uipath-agents/references/coded/capabilities/human-in-the-loop.md.

When to Use This Skill

• User describes approval gates — invoice approval, offer letter review, compliance sign-off, PO authorization
• User describes exception escalation — “if confidence is low, escalate to a human”, fraud alert review
• User describes write-back validation — “human approves before agent writes to ServiceNow / SAP / CRM”
• User describes data enrichment — human fills in missing fields the automation cannot resolve
• User describes agentic output review — “review AI-generated email/RCA/summary before it goes out”
• User describes IT change or access approval — CAB gate, runbook sign-off, access provisioning review
• User describes HR or contract workflow — offer letter review, contract approval, termination sign-off
• User describes financial transaction approval — payment release, price override, expense over limit
• User describes customer communication approval — agent-drafted reply that needs human sign-off before sending
• User explicitly asks to add a HITL node, human review step, or Action Center task
• User is building any automation where a human must act before the process can continue

Do not use this skill for: managing, reassigning, escalating, or monitoring existing Action Center tasks at runtime — use the uipath-tasks skill for those operations.

See references/hitl-patterns.md for the full business pattern recognition guide.

Critical Rules

1. Confirm schema with the user before writing anything for quickform type. Show the designed schema and wait for explicit confirmation.
2. Always wire the completed handle. A HITL node with no outgoing edge on completed blocks the flow forever. Only completed is available as an output handle.
3. Regenerate variables.nodes after adding the node. Replace the entire workflow.variables.nodes array — do not append. See the reference docs for the algorithm.
4. Validate after every change. Run uip maestro flow validate <file> --output json after writing the node and edges. The uip CLI does not accept --format; using it produces error: unknown option '--format' and exit code 3.
5. Read the existing .flow file before adding. Understand which nodes already exist and where the HITL checkpoint belongs in the flow.
6. The definition entry is added once. Check workflow.definitions — if uipath.human-in-the-loop is already there, do not add it again.
7. Check existing node IDs before generating a new one. Read workflow.nodes[*].id from the .flow file and pick the next available suffix (e.g. invoiceReview1, then invoiceReview2).
8. Never report a failed validation as done. If uip maestro flow validate returns errors, diagnose from the JSON output and fix before reporting to the user.
9. Output fields are accessed by field.id, not field.variable. The runtime result object uses field IDs as keys — $vars.<nodeId>.output.<fieldId>. The variable property creates a separate workflow-global variable ($vars.{variable}) but does NOT change the key used in the output object.

Step 0 — Resolve the uip binary

UIP=$(command -v uip 2>/dev/null || npm root -g 2>/dev/null | sed 's|/node_modules$||')/bin/uip
$UIP --version

Use $UIP in place of uip for all subsequent commands if the plain uip command isn’t found.

Local dev note: If working inside the uipcli repo, replace uip with bun run start.

Step 1 — Detect the Surface and Find the Flow File

Run these checks in order:

# Check for a .flow file (Flow project)
find . -name "*.flow" -maxdepth 4 | head -5

# Check for agent.json (Low-Code Agent project)
find . -name "agent.json" -maxdepth 4 | head -3

# Check for Maestro .bpmn (Maestro process)
find . -name "*.bpmn" -maxdepth 4 | head -3

If the user mentioned a specific file path, use that directly.

If no .flow file exists and surface is Flow, scaffold solution-first — Flow projects MUST live inside a solution:

# Probe the solution verb once per session before scaffolding:
#   uip solution init --help --output json
# Success → use `solution init` (post-rename, default).
# `unknown command` → CLI predates the rename; substitute `uip solution new <SolutionName>` below.

uip solution init <SolutionName> --output json
cd <SolutionName> && uip maestro flow init <ProjectName>
# Creates: <SolutionName>/<ProjectName>/<ProjectName>.flow

The flow file path is <SolutionName>/<ProjectName>/<ProjectName>.flow (double-nested). <SolutionName>/ is the solution directory (contains the .uipx file); <ProjectName>/ inside it is the flow project. By convention <SolutionName> and <ProjectName> are often the same string, but they are two distinct scaffolding arguments. Running uip maestro flow init without first running uip solution init produces a broken single-nested <ProjectName>/<ProjectName>.flow layout that fails Studio Web upload, packaging, and downstream tooling.

Step 2 — Read the Business Context

Read the existing .flow file to understand current nodes and edges. Use the Read tool on the .flow file path, then identify:

1. Where the human decision point belongs (after which existing node)
2. What the human needs to see — data produced by upstream nodes
3. What the human must provide back — data needed by downstream nodes
4. What actions they can take — the named outcome buttons
5. Form type: QuickForm (inputs.type = "quick", inline schema) or AppTask (inputs.type = "custom", deployed coded app)?

Step 2b — Proactive HITL Recommendation

If the user did NOT explicitly mention HITL, scan the business description for these signals before proceeding:

When a signal is found, say this before doing anything else:

“I noticed that [quote the specific part of their description]. This is a [pattern name] — a point where [brief consequence if no human reviews]. I recommend inserting a Human-in-the-Loop step here so that [human role] can [action] before the automation [continues/writes/sends]. Should I add it?”

Wait for confirmation. Do not proceed to schema design until the user confirms.

Example:

User: “Build an automation that reads support tickets, uses AI to generate an RCA, and updates the ticket in ServiceNow.”

Agent: “I noticed that the automation writes AI-generated content directly back to ServiceNow. This is a write-back validation pattern — if the RCA is incorrect and nobody reviews it, wrong data goes into production tickets. I recommend inserting a Human-in-the-Loop step so that a support lead can review and optionally edit the RCA before the update is applied. Should I add it?”

Step 3 — Choose Task Type

Present the user with three options. Do not choose on their behalf or perform any registry search.

If the user’s request is purely business-oriented (no mention of a deployed app, coded action app, or custom UI): skip the question and proceed directly with QuickForm. Do not ask. Say: “I’ll use QuickForm — it’s inline, no deployment step needed, and works for most approval and review tasks.”

If the user is unsure or says “just pick one”: Default to QuickForm. Say: “I’ll use QuickForm — it’s the quickest to set up and works for most approval and review tasks. You can always upgrade to a Coded Action App later.”

Fallback rules — what to do when the chosen path hits a blocker:

Step 4 — Common configuration

Step 4b — Schema Design Resilience (QuickForm only)

Apply these checks while designing the schema before confirming with the user.

Data type warnings

Flag these patterns and confirm before proceeding:

Vague or incomplete schema descriptions

If the user says something like “just add some fields” or “use whatever makes sense”:

1. Infer sensible defaults from the upstream data and downstream needs visible in the .flow file.
2. Show the proposed schema explicitly before writing: “Here’s what I’m proposing — let me know if you want to change anything.”
3. If there are no upstream nodes to bind to (flow is just a trigger), use output-direction fields only and note: “There are no upstream nodes to pull data from, so the reviewer will fill in all fields from scratch.”

Empty field labels block validation

Every field in inputs.schema.fields must have a non-empty label. flow validate emits HITL_QUICK_FORM_FIELD_LABEL_REQUIRED (error severity) for each field with an empty or whitespace-only label — Debug and Publish are blocked until all labels are filled in. Never generate a field with "label": "" or omit the label key.

Partial confirmation

If the user says “yes but change X” or gives conditional approval, apply the change and re-show the full updated schema for final confirmation before writing. Never write with an unresolved change.

Step 5 — Write the Node Directly

Surface: Flow — QuickForm (inline schema only)

Write the node JSON directly into workflow.nodes, add the definition to workflow.definitions (once), wire edges into workflow.edges, and regenerate workflow.variables.nodes. Direct JSON is the default.

Node JSON, definition entry, edge format, variables.nodes algorithm, and four worked examples: How to write a QuickForm HITL node

CLI (opt-in): When the user explicitly requests a CLI command:

uip maestro flow hitl add <path/to/file.flow> \
  --label "<TaskLabel>" \
  --priority <Low|Medium|High> \
  --assignee <email-or-group> \
  --schema '<json>' \
  --output json

The CLI writes the node, adds the definition entry, and updates variables.nodes automatically. Wire the completed port after it returns.

After writing, validate:

uip maestro flow validate <file> --output json

Surface: Flow — Coded Action App (new inline)

Step 4c must be completed first — app name confirmed, solution directory located, SDK tarball identified, schema designed and confirmed.

Scaffold the project directory and all source files, add the project to the solution, write the solution resource files, then write the HITL node with inputs.type = "custom" and inputs.app referencing the new app (appSystemName: null since the app has not been deployed yet).

Full project template, UUID generation, solution CLI commands, resource file templates, node JSON, and post-creation build steps: How to scaffold a new Coded Action App

After writing, validate:

uip maestro flow validate <file> --output json

Surface: Flow — AppTask (deployed action app only)

Step 4b must be completed first — app resolved, configuration retrieved. Then:

Resolve the solution context (.uipx file), write solution resource files, register the app reference, merge debug_overwrites.json, then write the node JSON with inputs.type = "custom" and inputs.app populated from the Step 3b configuration.

App search/selection, retrieve-configuration, resource file writing, complete node JSON with appInputBindings: How to wire an existing deployed Action App

After writing, validate:

uip maestro flow validate <file> --output json

Surface: Low-Code Agent

The Low-Code Agent escalation CLI (uip agent escalation add) is currently in-flight. Until it ships, configure manually:

agent.json escalation entry:

{
  "escalations": [
    {
      "name": "<escalation-name>",
      "inputSchema":  { "inputs": [...], "inOuts": [...] },
      "outputSchema": { "outputs": [...], "outcomes": [...] }
    }
  ]
}

Agent source (Python):

from uipath.sdk import interrupt, CreateTask

response = interrupt(CreateTask(
    escalation_name="<escalation-name>",
    data={ "fieldName": value }
))
# response contains the human's outputs and chosen outcome

Surface: Maestro

The Maestro HITL CLI is not yet available. Guide the user to add the HITL node manually in the Maestro process designer using the schema from Step 5. In Maestro, field names in outputs/inOuts must exactly match declared process variable names and types.

Step 6 — Report to the User

After completing the wiring:

1. What was inserted — node ID, label, insertion point
2. Schema summary — what the human will see (input-direction fields), fill in (output/inOut-direction fields), and click (outcomes). For deployed action app show the actionSchema from the retrieve-configuration api response here.
3. Edges wired — which handles were connected and to which nodes; any handles left unwired
4. Runtime variables — $vars.<nodeId>.output (object) and $vars.<nodeId>.status (string) and how to reference them downstream
5. Validation result — pass or errors to fix
6. Production readiness note:
   • QuickForm: ready to deploy once the solution is packaged. No additional build steps.
   • New Coded Action App: the app must be built (npm run build inside the app source) and the solution packaged before the HITL task can be used in production. The app will appear with appSystemName: null until first deployment assigns it a system name.
   • Existing Deployed App: ready to deploy immediately — the app is already live.
7. Next step — pack and publish when ready via uipath-development skill

References

• How to write a QuickForm HITL node — Read this after the user confirms QuickForm in Step 3. Covers the complete node JSON, definition entry, edge wiring, variables.nodes regeneration algorithm, and four worked schema examples.
• How to wire an existing deployed Action App — Read this when the user selects an existing deployed app in Step 3. Covers app lookup via the Orchestrator API, inputs.app field mapping, appInputBindings, and solution resource files.
• How to scaffold a new Coded Action App — Read this when the user wants to build a new React app inside the solution. Covers full project template, UUID generation, solution CLI commands, and post-creation build steps.
• HITL business pattern recognition — Read this during Step 2 / Step 2b to identify whether a process needs a human checkpoint and which pattern applies. Includes proactive recommendation language and when NOT to recommend HITL.
• Action Center URL patterns (in uipath-tasks skill) — Read this before surfacing any Action Center task URL to the user. Covers the missing-tenant-slug anti-pattern and the API-host vs UI-host mapping.