From 7e4d5b9b218131f3726ed215ed4dd132477819c7 Mon Sep 17 00:00:00 2001 From: radu-mocanu Date: Mon, 23 Mar 2026 19:34:56 +0200 Subject: [PATCH] chore: add template agent --- template/.agent/CLI_REFERENCE.md | 619 +++ template/.agent/REQUIRED_STRUCTURE.md | 92 + template/.agent/SDK_REFERENCE.md | 779 ++++ template/AGENTS.md | 21 + template/CLAUDE.md | 1 + template/README.md | 119 + template/agent.mermaid | 23 + template/bindings.json | 4 + template/entry-points.json | 177 + .../eval-sets/evaluation-set-default.json | 26 + .../evaluators/evaluator-default.json | 15 + .../tool-call-order-1774285735846.json | 19 + template/input.json | 4 + template/langgraph.json | 5 + template/main.py | 118 + template/project.uiproj | 6 + template/pyproject.toml | 16 + template/uipath.json | 15 + template/uv.lock | 4070 +++++++++++++++++ 19 files changed, 6129 insertions(+) create mode 100644 template/.agent/CLI_REFERENCE.md create mode 100644 template/.agent/REQUIRED_STRUCTURE.md create mode 100644 template/.agent/SDK_REFERENCE.md create mode 100644 template/AGENTS.md create mode 100644 template/CLAUDE.md create mode 100644 template/README.md create mode 100644 template/agent.mermaid create mode 100644 template/bindings.json create mode 100644 template/entry-points.json create mode 100644 template/evaluations/eval-sets/evaluation-set-default.json create mode 100644 template/evaluations/evaluators/evaluator-default.json create mode 100644 template/evaluations/evaluators/tool-call-order-1774285735846.json create mode 100644 template/input.json create mode 100644 template/langgraph.json create mode 100644 template/main.py create mode 100644 template/project.uiproj create mode 100644 template/pyproject.toml create mode 100644 template/uipath.json create mode 100644 template/uv.lock diff --git a/template/.agent/CLI_REFERENCE.md b/template/.agent/CLI_REFERENCE.md new file mode 100644 index 000000000..9999f7d75 --- /dev/null +++ b/template/.agent/CLI_REFERENCE.md @@ -0,0 +1,619 @@ +## CLI Commands Reference + +The UiPath Python SDK provides a comprehensive CLI for managing coded agents and automation projects. All commands should be executed with `uv run uipath `. + +### Command Overview + +| Command | Purpose | When to Use | +|---------|---------|-------------| +| `init` | Initialize agent project | Creating a new agent or updating schema | +| `run` | Execute agent | Running agent locally or testing | +| `eval` | Evaluate agent | Testing agent performance with evaluation sets | + +--- + +### `uipath init` + +**Description:** Initialize the project. + +**Options:** + +| Option | Type | Default | Description | +|--------|------|---------|-------------| +| `--no-agents-md-override` | flag | false | Won't override existing .agent files and AGENTS.md file. | + +**Usage Examples:** + +```bash +# Initialize a new agent project +uv run uipath init + +# Initialize with specific entrypoint +uv run uipath init main.py + +# Initialize and infer bindings from code +uv run uipath init --infer-bindings +``` + +**When to use:** Run this command when you've modified the Input/Output models and need to regenerate the `uipath.json` schema file. + +--- + +### `uipath run` + +**Description:** Execute the project. + +**Arguments:** + +| Argument | Required | Description | +|----------|----------|-------------| +| `entrypoint` | No | N/A | +| `input` | No | N/A | + +**Options:** + +| Option | Type | Default | Description | +|--------|------|---------|-------------| +| `--resume` | flag | false | Resume execution from a previous state | +| `-f`, `--file` | value | `Sentinel.UNSET` | File path for the .json input | +| `--input-file` | value | `Sentinel.UNSET` | Alias for '-f/--file' arguments | +| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written | +| `--trace-file` | value | `Sentinel.UNSET` | File path where the trace spans will be written (JSON Lines format) | +| `--state-file` | value | `Sentinel.UNSET` | File path where the state file is stored for persisting execution state. If not provided, a temporary file will be used. | +| `--debug` | flag | false | Enable debugging with debugpy. The process will wait for a debugger to attach. | +| `--debug-port` | value | `5678` | Port for the debug server (default: 5678) | +| `--keep-state-file` | flag | false | Keep the temporary state file even when not resuming and no job id is provided | + +**Usage Examples:** + +```bash +# Run agent with inline JSON input +uv run uipath run main.py '{"query": "What is the weather?"}' + +# Run agent with input from file +uv run uipath run main.py --file input.json + +# Run agent and save output to file +uv run uipath run agent '{"task": "Process data"}' --output-file result.json + +# Run agent with debugging enabled +uv run uipath run main.py '{"input": "test"}' --debug --debug-port 5678 + +# Resume agent execution from previous state +uv run uipath run --resume +``` + +**When to use:** Run this command to execute your agent locally for development, testing, or debugging. Use `--debug` flag to attach a debugger for step-by-step debugging. + +--- + +### `uipath eval` + +**Description:** Run an evaluation set against the agent. + + Args: + entrypoint: Path to the agent script to evaluate (optional, will auto-discover if not specified) + eval_set: Path to the evaluation set JSON file (optional, will auto-discover if not specified) + eval_ids: Optional list of evaluation IDs + eval_set_run_id: Custom evaluation set run ID (optional, will generate UUID if not specified) + workers: Number of parallel workers for running evaluations + no_report: Do not report the evaluation results + enable_mocker_cache: Enable caching for LLM mocker responses + report_coverage: Report evaluation coverage + model_settings_id: Model settings ID to override agent settings + trace_file: File path where traces will be written in JSONL format + max_llm_concurrency: Maximum concurrent LLM requests + input_overrides: Input field overrides mapping (direct field override with deep merge) + resume: Resume execution from a previous suspended state + + +**Arguments:** + +| Argument | Required | Description | +|----------|----------|-------------| +| `entrypoint` | No | N/A | +| `eval_set` | No | N/A | + +**Options:** + +| Option | Type | Default | Description | +|--------|------|---------|-------------| +| `--eval-set-run-id` | value | `Sentinel.UNSET` | Custom evaluation set run ID (if not provided, a UUID will be generated) | +| `--no-report` | flag | false | Do not report the evaluation results | +| `--workers` | value | `1` | Number of parallel workers for running evaluations (default: 1) | +| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written | +| `--enable-mocker-cache` | flag | false | Enable caching for LLM mocker responses | +| `--report-coverage` | flag | false | Report evaluation coverage | +| `--model-settings-id` | value | `"default"` | Model settings ID from evaluation set to override agent settings (default: 'default') | +| `--trace-file` | value | `Sentinel.UNSET` | File path where traces will be written in JSONL format | +| `--max-llm-concurrency` | value | `20` | Maximum concurrent LLM requests (default: 20) | +| `--resume` | flag | false | Resume execution from a previous suspended state | +| `--verbose` | flag | false | Include agent execution output (trace, result) in the output file | + +**Usage Examples:** + +```bash +# Run evaluation with auto-discovered files +uv run uipath eval + +# Run evaluation with specific entrypoint and eval set +uv run uipath eval main.py eval_set.json + +# Run evaluation without reporting results +uv run uipath eval --no-report + +# Run evaluation with custom number of workers +uv run uipath eval --workers 4 + +# Save evaluation output to file +uv run uipath eval --output-file eval_results.json +``` + +**When to use:** Run this command to test your agent's performance against a predefined evaluation set. This helps validate agent behavior and measure quality metrics. + +--- + +### Common Workflows + +**1. Creating a New Agent:** +```bash +# Step 1: Initialize project +uv run uipath init + +# Step 2: Run agent to test +uv run uipath run main.py '{"input": "test"}' + +# Step 3: Evaluate agent performance +uv run uipath eval +``` + +**2. Development & Testing:** +```bash +# Run with debugging +uv run uipath run main.py '{"input": "test"}' --debug + +# Test with input file +uv run uipath run main.py --file test_input.json --output-file test_output.json +``` + +**3. Schema Updates:** +```bash +# After modifying Input/Output models, regenerate schema +uv run uipath init --infer-bindings +``` + +### Configuration File (uipath.json) + +The `uipath.json` file is automatically generated by `uipath init` and defines your agent's schema and bindings. + +**Structure:** + +```json +{ + "entryPoints": [ + { + "filePath": "agent", + "uniqueId": "uuid-here", + "type": "agent", + "input": { + "type": "object", + "properties": { ... }, + "description": "Input schema", + "required": [ ... ] + }, + "output": { + "type": "object", + "properties": { ... }, + "description": "Output schema", + "required": [ ... ] + } + } + ], + "bindings": { + "version": "2.0", + "resources": [] + } +} +``` + +**When to Update:** + +1. **After Modifying Input/Output Models**: Run `uv run uipath init --infer-bindings` to regenerate schemas +2. **Changing Entry Point**: Update `filePath` if you rename or move your main file +3. **Manual Schema Adjustments**: Edit `input.jsonSchema` or `output.jsonSchema` directly if needed +4. **Bindings Updates**: The `bindings` section maps the exported graph variable - update if you rename your graph + +**Important Notes:** + +- The `uniqueId` should remain constant for the same agent +- Always use `type: "agent"` for LangGraph agents +- The `jsonSchema` must match your Pydantic models exactly +- Re-run `uipath init --infer-bindings` instead of manual edits when possible + + +## Service Commands Reference + +The UiPath CLI provides commands for interacting with UiPath platform services. These commands allow you to manage buckets, assets, jobs, and other resources. + +### `uipath assets` + +Manage UiPath assets. + + Assets are key-value pairs that store configuration data, credentials, + and settings used by automation processes. + + \b + Examples: + # List all assets in a folder + uipath assets list --folder-path "Shared" + + # List with filter + uipath assets list --filter "ValueType eq 'Text'" + + # List with ordering + uipath assets list --orderby "Name asc" + + +**Subcommands:** + +**`uipath assets list`** + +List assets in a folder. + + \b + Examples: + uipath assets list + uipath assets list --folder-path "Shared" + uipath assets list --filter "ValueType eq 'Text'" + uipath assets list --filter "Name eq 'MyAsset'" + uipath assets list --orderby "Name asc" + uipath assets list --top 50 --skip 100 + + +Options: +- `--filter`: OData $filter expression (default: `Sentinel.UNSET`) +- `--orderby`: OData $orderby expression (default: `Sentinel.UNSET`) +- `--top`: Maximum number of items to return (default: 100, max: 1000) (default: `100`) +- `--skip`: Number of items to skip (default: `0`) +- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`) +- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`) +- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`) +- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`) + +--- + +### `uipath buckets` + +Manage UiPath storage buckets and files. + +Buckets are cloud storage containers for files used by automation processes. + + +Bucket Operations: + list - List all buckets + create - Create a new bucket + delete - Delete a bucket + retrieve - Get bucket details + exists - Check if bucket exists + + +File Operations (use 'buckets files' subcommand): + files list - List files in a bucket + files search - Search files using glob patterns + files upload - Upload a file to a bucket + files download - Download a file from a bucket + files delete - Delete a file from a bucket + files exists - Check if a file exists + + +Examples: +  + # Bucket operations with explicit folder + uipath buckets list --folder-path "Shared" + uipath buckets create my-bucket --description "Data storage" + uipath buckets exists my-bucket + uipath buckets delete my-bucket --confirm +  + # Using environment variable for folder context + export UIPATH_FOLDER_PATH="Shared" + uipath buckets list + uipath buckets create my-bucket --description "Data storage" +  + # File operations + uipath buckets files list my-bucket + uipath buckets files search my-bucket "*.pdf" + uipath buckets files upload my-bucket ./data.csv remote/data.csv + uipath buckets files download my-bucket data.csv ./local.csv + uipath buckets files delete my-bucket old-data.csv --confirm + uipath buckets files exists my-bucket data.csv + + +**Subcommands:** + +**`uipath buckets create`** + +Create a new Bucket. + +Examples: + uipath buckets create my-resource + uipath buckets create my-resource --folder-path Shared + + +Arguments: +- `name` (required): N/A + +Options: +- `--description`: Bucket description +- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`) +- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`) +- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`) +- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`) + +**`uipath buckets delete`** + +Delete a bucket. + +  + Examples: + uipath buckets delete my-bucket --confirm + uipath buckets delete my-bucket --dry-run + + +Arguments: +- `name` (required): N/A + +Options: +- `--confirm`: Skip confirmation prompt +- `--dry-run`: Show what would be deleted without deleting +- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`) +- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`) +- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`) +- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`) + +**`uipath buckets exists`** + +Check if a Bucket exists. + +Examples: + uipath buckets exists my-resource + uipath buckets exists my-resource --folder-path Shared + + +Arguments: +- `name` (required): N/A + +Options: +- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`) +- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`) +- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`) +- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`) + +#### `uipath buckets files` + +Manage files within buckets. + +  + Examples: +  + # List files in a bucket + uipath buckets files list my-bucket +  + # Search for files with glob pattern + uipath buckets files search my-bucket "*.pdf" +  + # Upload a file + uipath buckets files upload my-bucket ./data.csv remote/data.csv +  + # Download a file + uipath buckets files download my-bucket data.csv ./local.csv +  + # Delete a file + uipath buckets files delete my-bucket old-data.csv --confirm +  + # Check if file exists + uipath buckets files exists my-bucket data.csv + + +**`uipath buckets files delete`** + +Delete a file from a bucket. + +  + Arguments: + BUCKET_NAME: Name of the bucket + FILE_PATH: Path to file in bucket + +  + Examples: + uipath buckets files delete my-bucket old-data.csv --confirm + uipath buckets files delete reports archive/old.pdf --dry-run + + +Arguments: +- `bucket_name` (required): N/A +- `file_path` (required): N/A + +Options: +- `--confirm`: Skip confirmation prompt +- `--dry-run`: Show what would be deleted +- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`) +- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`) +- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`) +- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`) + +**`uipath buckets files download`** + +Download a file from a bucket. + +  + Arguments: + BUCKET_NAME: Name of the bucket + REMOTE_PATH: Path to file in bucket + LOCAL_PATH: Local destination path + +  + Examples: + uipath buckets files download my-bucket data.csv ./downloads/data.csv + uipath buckets files download reports monthly/report.pdf ./report.pdf + + +Arguments: +- `bucket_name` (required): N/A +- `remote_path` (required): N/A +- `local_path` (required): N/A + +Options: +- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`) +- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`) +- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`) +- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`) + +**`uipath buckets files exists`** + +Check if a file exists in a bucket. + +  + Arguments: + BUCKET_NAME: Name of the bucket + FILE_PATH: Path to file in bucket + +  + Examples: + uipath buckets files exists my-bucket data.csv + uipath buckets files exists reports monthly/report.pdf + + +Arguments: +- `bucket_name` (required): N/A +- `file_path` (required): N/A + +Options: +- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`) +- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`) +- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`) +- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`) + +**`uipath buckets files list`** + +List files in a bucket. + +  + Arguments: + BUCKET_NAME: Name of the bucket + +  + Examples: + uipath buckets files list my-bucket + uipath buckets files list my-bucket --prefix "data/" + uipath buckets files list reports --limit 10 --format json + uipath buckets files list my-bucket --all + + +Arguments: +- `bucket_name` (required): N/A + +Options: +- `--prefix`: Filter files by prefix (default: ``) +- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`) +- `--offset`: Number of files to skip (default: `0`) +- `--all`: Fetch all files (auto-paginate) +- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`) +- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`) +- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`) +- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`) + +**`uipath buckets files search`** + +Search for files using glob patterns. + + Uses the GetFiles API which supports glob patterns like *.pdf or data_*.csv. + +  + Arguments: + BUCKET_NAME: Name of the bucket + PATTERN: Glob pattern to match files (e.g., "*.pdf", "data_*.csv") + +  + Examples: + uipath buckets files search my-bucket "*.pdf" + uipath buckets files search reports "*.csv" --recursive + uipath buckets files search my-bucket "data_*.json" --prefix "archive/" + + +Arguments: +- `bucket_name` (required): N/A +- `pattern` (required): N/A + +Options: +- `--prefix`: Directory path to search in (default: ``) +- `--recursive`: Search subdirectories recursively +- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`) +- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`) +- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`) +- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`) +- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`) + +**`uipath buckets files upload`** + +Upload a file to a bucket. + +  + Arguments: + BUCKET_NAME: Name of the bucket + LOCAL_PATH: Local file to upload + REMOTE_PATH: Destination path in bucket + +  + Examples: + uipath buckets files upload my-bucket ./data.csv remote/data.csv + uipath buckets files upload reports ./report.pdf monthly/report.pdf + + +Arguments: +- `bucket_name` (required): N/A +- `local_path` (required): N/A +- `remote_path` (required): N/A + +Options: +- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`) +- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`) +- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`) +- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`) + +**`uipath buckets list`** + +List all Buckets. + +Examples: + uipath buckets list + uipath buckets list --folder-path Shared + + +Options: +- `--limit`: Maximum number of items to return (default: `Sentinel.UNSET`) +- `--offset`: Number of items to skip (default: `0`) +- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`) +- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`) +- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`) +- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`) + +**`uipath buckets retrieve`** + +Retrieve a bucket by name or key. + +  + Examples: + uipath buckets retrieve --name "my-bucket" + uipath buckets retrieve --key "abc-123-def-456" --format json + + +Options: +- `--name`: Bucket name (default: `Sentinel.UNSET`) +- `--key`: Bucket key (UUID) (default: `Sentinel.UNSET`) +- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`) +- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`) +- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`) +- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`) + +--- + diff --git a/template/.agent/REQUIRED_STRUCTURE.md b/template/.agent/REQUIRED_STRUCTURE.md new file mode 100644 index 000000000..a8d245123 --- /dev/null +++ b/template/.agent/REQUIRED_STRUCTURE.md @@ -0,0 +1,92 @@ +## Required Agent Structure + +**IMPORTANT**: All UiPath coded agents MUST follow this standard structure unless explicitly specified otherwise by the user. + +### Required Components + +Every agent implementation MUST include these three Pydantic models: + +```python +from pydantic import BaseModel + +class Input(BaseModel): + """Define input fields that the agent accepts""" + # Add your input fields here + pass + +class State(BaseModel): + """Define the agent's internal state that flows between nodes""" + # Add your state fields here + pass + +class Output(BaseModel): + """Define output fields that the agent returns""" + # Add your output fields here + pass +``` + +### Required LLM Initialization + +Unless the user explicitly requests a different LLM provider, always use `UiPathChat`: + +```python +from uipath_langchain.chat import UiPathChat + +llm = UiPathChat(model="gpt-4.1-mini-2025-04-14", temperature=0.7) +``` + +**Alternative LLMs** (only use if explicitly requested): +- `ChatOpenAI` from `langchain_openai` +- `ChatAnthropic` from `langchain_anthropic` +- Other LangChain-compatible LLMs + +### Standard Agent Template + +Every agent should follow this basic structure: + +```python +from langchain_core.messages import SystemMessage, HumanMessage +from langgraph.graph import START, StateGraph, END +from uipath_langchain.chat import UiPathChat +from pydantic import BaseModel + +# 1. Define Input, State, and Output models +class Input(BaseModel): + field: str + +class State(BaseModel): + field: str + result: str = "" + +class Output(BaseModel): + result: str + +# 2. Initialize UiPathChat LLM +llm = UiPathChat(model="gpt-4.1-mini-2025-04-14", temperature=0.7) + +# 3. Define agent nodes (async functions) +async def process_node(state: State) -> State: + response = await llm.ainvoke([HumanMessage(state.field)]) + return State(field=state.field, result=response.content) + +async def output_node(state: State) -> Output: + return Output(result=state.result) + +# 4. Build the graph +builder = StateGraph(State, input=Input, output=Output) +builder.add_node("process", process_node) +builder.add_node("output", output_node) +builder.add_edge(START, "process") +builder.add_edge("process", "output") +builder.add_edge("output", END) + +# 5. Compile the graph +graph = builder.compile() +``` + +**Key Rules**: +1. Always use async/await for all node functions +2. All nodes (except output) must accept and return `State` +3. The final output node must return `Output` +4. Use `StateGraph(State, input=Input, output=Output)` for initialization +5. Always compile with `graph = builder.compile()` diff --git a/template/.agent/SDK_REFERENCE.md b/template/.agent/SDK_REFERENCE.md new file mode 100644 index 000000000..ea2af43bd --- /dev/null +++ b/template/.agent/SDK_REFERENCE.md @@ -0,0 +1,779 @@ +## API Reference + +This section provides a comprehensive reference for all UiPath SDK services and methods. Each service is documented with complete method signatures, including parameter types and return types. + +### SDK Initialization + +Initialize the UiPath SDK client + +```python +from uipath.platform import UiPath + +# Initialize with environment variables +sdk = UiPath() + +# Or with explicit credentials +sdk = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token") +``` + +### Agenthub + +Agenthub service + +```python +# Fetch available models from LLM Gateway discovery endpoint. +sdk.agenthub.get_available_llm_models(headers: dict[str, Any] | None=None) -> list[uipath.platform.agenthub.agenthub.LlmModel] + +# Asynchronously fetch available models from LLM Gateway discovery endpoint. +sdk.agenthub.get_available_llm_models_async(headers: dict[str, Any] | None=None) -> list[uipath.platform.agenthub.agenthub.LlmModel] + +# Start a system agent job. +sdk.agenthub.invoke_system_agent(agent_name: str, entrypoint: str, input_arguments: dict[str, Any] | None=None, folder_key: str | None=None, folder_path: str | None=None, headers: dict[str, Any] | None=None) -> str + +# Asynchronously start a system agent and return the job. +sdk.agenthub.invoke_system_agent_async(agent_name: str, entrypoint: str, input_arguments: dict[str, Any] | None=None, folder_key: str | None=None, folder_path: str | None=None, headers: dict[str, Any] | None=None) -> str + +``` + +### Api Client + +Api Client service + +```python +# Access api_client service methods +service = sdk.api_client + +``` + +### Assets + +Assets service + +```python +# List assets using OData API with offset-based pagination. +sdk.assets.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, filter: Optional[str]=None, orderby: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.assets.Asset] + +# Asynchronously list assets using OData API with offset-based pagination. +sdk.assets.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, filter: Optional[str]=None, orderby: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.assets.Asset] + +# Retrieve an asset by its name. +sdk.assets.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset + +# Asynchronously retrieve an asset by its name. +sdk.assets.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset + +# Gets a specified Orchestrator credential. +sdk.assets.retrieve_credential(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str] + +# Asynchronously gets a specified Orchestrator credential. +sdk.assets.retrieve_credential_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str] + +# Update an asset's value. +sdk.assets.update(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response + +# Asynchronously update an asset's value. +sdk.assets.update_async(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response + +``` + +### Attachments + +Attachments service + +```python +# Delete an attachment. +sdk.attachments.delete(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> None + +# Delete an attachment asynchronously. +sdk.attachments.delete_async(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> None + +# Download an attachment. +sdk.attachments.download(key: uuid.UUID, destination_path: str, folder_key: str | None=None, folder_path: str | None=None) -> str + +# Download an attachment asynchronously. +sdk.attachments.download_async(key: uuid.UUID, destination_path: str, folder_key: str | None=None, folder_path: str | None=None) -> str + +# Get the BlobFileAccess information for an attachment. +sdk.attachments.get_blob_file_access_uri(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.attachments.attachments.BlobFileAccessInfo + +# Get the BlobFileAccess information for an attachment asynchronously. +sdk.attachments.get_blob_file_access_uri_async(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.attachments.attachments.BlobFileAccessInfo + +# Open an attachment. +sdk.attachments.open(attachment: uipath.platform.attachments.attachments.Attachment, mode: typing.Iterator[typing.Tuple[uipath.platform.attachments.attachments.Attachment, httpx.Response]] + +# Open an attachment asynchronously. +sdk.attachments.open_async(attachment: uipath.platform.attachments.attachments.Attachment, mode: typing.AsyncIterator[typing.Tuple[uipath.platform.attachments.attachments.Attachment, httpx.Response]] + +# Upload a file or content to UiPath as an attachment. +sdk.attachments.upload(name: str, content: str | bytes | None=None, source_path: str | None=None, folder_key: str | None=None, folder_path: str | None=None) -> uuid.UUID + +# Upload a file or content to UiPath as an attachment asynchronously. +sdk.attachments.upload_async(name: str, content: str | bytes | None=None, source_path: str | None=None, folder_key: str | None=None, folder_path: str | None=None) -> uuid.UUID + +``` + +### Automation Tracker + +Automation Tracker service + +```python +# End tracking an operation within a transaction. +sdk.automation_tracker.end_operation(transaction_id: str, operation_id: str, name: str, fingerprint: str, parent_operation: Optional[str]=None, status: None + +# End tracking an operation within a transaction (async). +sdk.automation_tracker.end_operation_async(transaction_id: str, operation_id: str, name: str, fingerprint: str, parent_operation: Optional[str]=None, status: None + +# End tracking a business transaction. +sdk.automation_tracker.end_transaction(transaction_id: str, name: str, reference: str, fingerprint: str, status: None + +# End tracking a business transaction (async). +sdk.automation_tracker.end_transaction_async(transaction_id: str, name: str, reference: str, fingerprint: str, status: None + +# Start tracking an operation within a transaction. +sdk.automation_tracker.start_operation(transaction_id: str, operation_id: str, name: str, fingerprint: str, parent_operation: Optional[str]=None, status: None + +# Start tracking an operation within a transaction (async). +sdk.automation_tracker.start_operation_async(transaction_id: str, operation_id: str, name: str, fingerprint: str, parent_operation: Optional[str]=None, status: None + +# Start tracking a business transaction. +sdk.automation_tracker.start_transaction(transaction_id: str, name: str, reference: str, fingerprint: str, status: None + +# Start tracking a business transaction (async). +sdk.automation_tracker.start_transaction_async(transaction_id: str, name: str, reference: str, fingerprint: str, status: None + +``` + +### Buckets + +Buckets service + +```python +# Create a new bucket. +sdk.buckets.create(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket + +# Async version of create(). +sdk.buckets.create_async(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket + +# Delete a bucket. +sdk.buckets.delete(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None + +# Async version of delete(). +sdk.buckets.delete_async(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None + +# Delete a file from a bucket. +sdk.buckets.delete_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None + +# Delete a file from a bucket asynchronously. +sdk.buckets.delete_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None + +# Download a file from a bucket. +sdk.buckets.download(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None + +# Download a file from a bucket asynchronously. +sdk.buckets.download_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None + +# Check if bucket exists. +sdk.buckets.exists(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool + +# Async version of exists(). +sdk.buckets.exists_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool + +# Check if a file exists in a bucket. +sdk.buckets.exists_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool + +# Async version of exists_file(). +sdk.buckets.exists_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool + +# Get files using OData GetFiles API with offset-based pagination. +sdk.buckets.get_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile] + +# Async version of get_files() with offset-based pagination. +sdk.buckets.get_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile] + +# List buckets using OData API with offset-based pagination. +sdk.buckets.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket] + +# Async version of list() with offset-based pagination. +sdk.buckets.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket] + +# List files in a bucket using cursor-based pagination. +sdk.buckets.list_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile] + +# Async version of list_files() with cursor-based pagination. +sdk.buckets.list_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile] + +# Retrieve bucket information by its name. +sdk.buckets.retrieve(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket + +# Asynchronously retrieve bucket information by its name. +sdk.buckets.retrieve_async(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket + +# Upload a file to a bucket. +sdk.buckets.upload(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None + +# Upload a file to a bucket asynchronously. +sdk.buckets.upload_async(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None + +``` + +### Connections + +Connections service + +```python +# Invoke an activity synchronously. +sdk.connections.invoke_activity(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any + +# Invoke an activity asynchronously. +sdk.connections.invoke_activity_async(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any + +# Lists all connections with optional filtering. +sdk.connections.list(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection] + +# Asynchronously lists all connections with optional filtering. +sdk.connections.list_async(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection] + +# Synchronously retrieve connection API metadata. +sdk.connections.metadata(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata + +# Asynchronously retrieve connection API metadata. +sdk.connections.metadata_async(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata + +# Retrieve connection details by its key. +sdk.connections.retrieve(key: str) -> uipath.platform.connections.connections.Connection + +# Asynchronously retrieve connection details by its key. +sdk.connections.retrieve_async(key: str) -> uipath.platform.connections.connections.Connection + +# Retrieve event payload from UiPath Integration Service. +sdk.connections.retrieve_event_payload(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any] + +# Retrieve event payload from UiPath Integration Service. +sdk.connections.retrieve_event_payload_async(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any] + +# Retrieve an authentication token for a connection. +sdk.connections.retrieve_token(key: str, token_type: uipath.platform.connections.connections.ConnectionToken + +# Asynchronously retrieve an authentication token for a connection. +sdk.connections.retrieve_token_async(key: str, token_type: uipath.platform.connections.connections.ConnectionToken + +``` + +### Context Grounding + +Context Grounding service + +```python +# Add content to the index. +sdk.context_grounding.add_to_index(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None + +# Asynchronously add content to the index. +sdk.context_grounding.add_to_index_async(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None + +# Create a new ephemeral context grounding index. +sdk.context_grounding.create_ephemeral_index(usage: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex + +# Create a new ephemeral context grounding index. +sdk.context_grounding.create_ephemeral_index_async(usage: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex + +# Create a new context grounding index. +sdk.context_grounding.create_index(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, extraction_strategy: Optional[str]=None, embeddings_enabled: Optional[bool]=None, is_encrypted: Optional[bool]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex + +# Create a new context grounding index. +sdk.context_grounding.create_index_async(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, extraction_strategy: Optional[str]=None, embeddings_enabled: Optional[bool]=None, is_encrypted: Optional[bool]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex + +# Delete a context grounding index. +sdk.context_grounding.delete_index(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None + +# Asynchronously delete a context grounding index. +sdk.context_grounding.delete_index_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None + +# Downloads the Batch Transform result file to the specified path. +sdk.context_grounding.download_batch_transform_result(id: str, destination_path: str, validate_status: bool=True, index_name: str | None=None) -> None + +# Asynchronously downloads the Batch Transform result file to the specified path. +sdk.context_grounding.download_batch_transform_result_async(id: str, destination_path: str, validate_status: bool=True, index_name: str | None=None) -> None + +# Ingest data into the context grounding index. +sdk.context_grounding.ingest_data(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None + +# Asynchronously ingest data into the context grounding index. +sdk.context_grounding.ingest_data_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None + +# Retrieve context grounding index information by its name. +sdk.context_grounding.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex + +# Retrieve all context grounding indexes across all folders. +sdk.context_grounding.retrieve_across_folders(name: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex] + +# Asynchronously retrieve all context grounding indexes across all folders. +sdk.context_grounding.retrieve_across_folders_async(name: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex] + +# Asynchronously retrieve context grounding index information by its name. +sdk.context_grounding.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex + +# Retrieves a Batch Transform task status. +sdk.context_grounding.retrieve_batch_transform(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformResponse + +# Asynchronously retrieves a Batch Transform task status. +sdk.context_grounding.retrieve_batch_transform_async(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformResponse + +# Retrieve context grounding index information by its ID. +sdk.context_grounding.retrieve_by_id(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any + +# Retrieve asynchronously context grounding index information by its ID. +sdk.context_grounding.retrieve_by_id_async(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any + +# Retrieves a Deep RAG task. +sdk.context_grounding.retrieve_deep_rag(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.DeepRagResponse + +# Asynchronously retrieves a Deep RAG task. +sdk.context_grounding.retrieve_deep_rag_async(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.DeepRagResponse + +# Search for contextual information within a specific index. +sdk.context_grounding.search(name: str, query: str, number_of_results: int=10, threshold: Optional[float]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse] + +# Search asynchronously for contextual information within a specific index. +sdk.context_grounding.search_async(name: str, query: str, number_of_results: int=10, threshold: Optional[float]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse] + +# Starts a Batch Transform, task on the targeted index. +sdk.context_grounding.start_batch_transform(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], output_columns: list[uipath.platform.context_grounding.context_grounding.BatchTransformOutputColumn], storage_bucket_folder_path_prefix: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, target_file_name: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, enable_web_search_grounding: bool=False, index_name: str | None=None, index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformCreationResponse + +# Asynchronously starts a Batch Transform, task on the targeted index. +sdk.context_grounding.start_batch_transform_async(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], output_columns: list[uipath.platform.context_grounding.context_grounding.BatchTransformOutputColumn], storage_bucket_folder_path_prefix: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, target_file_name: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, enable_web_search_grounding: bool=False, index_name: str | None=None, index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformCreationResponse + +# Asynchronously starts a Batch Transform, task on the targeted index. +sdk.context_grounding.start_batch_transform_ephemeral(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], output_columns: list[uipath.platform.context_grounding.context_grounding.BatchTransformOutputColumn], storage_bucket_folder_path_prefix: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, enable_web_search_grounding: bool=False, index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformCreationResponse + +# Asynchronously starts a Batch Transform, task on the targeted index. +sdk.context_grounding.start_batch_transform_ephemeral_async(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], output_columns: list[uipath.platform.context_grounding.context_grounding.BatchTransformOutputColumn], storage_bucket_folder_path_prefix: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, enable_web_search_grounding: bool=False, index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformCreationResponse + +# Starts a Deep RAG task on the targeted index. +sdk.context_grounding.start_deep_rag(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], glob_pattern: Annotated[str, FieldInfo(annotation=NoneType, required=False, default='*', metadata=[MaxLen(max_length=512)])]="**", citation_mode: uipath.platform.context_grounding.context_grounding.DeepRagCreationResponse + +# Asynchronously starts a Deep RAG task on the targeted index. +sdk.context_grounding.start_deep_rag_async(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], glob_pattern: Annotated[str, FieldInfo(annotation=NoneType, required=False, default='*', metadata=[MaxLen(max_length=512)])]="**", citation_mode: uipath.platform.context_grounding.context_grounding.DeepRagCreationResponse + +# Asynchronously starts a Deep RAG task on the targeted index. +sdk.context_grounding.start_deep_rag_ephemeral(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], glob_pattern: Annotated[str, FieldInfo(annotation=NoneType, required=False, default='*', metadata=[MaxLen(max_length=512)])]="**", citation_mode: uipath.platform.context_grounding.context_grounding.DeepRagCreationResponse + +# Asynchronously starts a Deep RAG task on the targeted index. +sdk.context_grounding.start_deep_rag_ephemeral_async(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], glob_pattern: Annotated[str, FieldInfo(annotation=NoneType, required=False, default='*', metadata=[MaxLen(max_length=512)])]="**", citation_mode: uipath.platform.context_grounding.context_grounding.DeepRagCreationResponse + +# Perform a unified search on a context grounding index. +sdk.context_grounding.unified_search(name: str, query: str, search_mode: uipath.platform.context_grounding.context_grounding.UnifiedQueryResult + +# Asynchronously perform a unified search on a context grounding index. +sdk.context_grounding.unified_search_async(name: str, query: str, search_mode: uipath.platform.context_grounding.context_grounding.UnifiedQueryResult + +``` + +### Conversational + +Conversational service + +```python +# Access conversational service methods +service = sdk.conversational + +``` + +### Documents + +Documents service + +```python +# Classify a document using a DU Modern project. +sdk.documents.classify(project_type: typing.List[uipath.platform.documents.documents.ClassificationResult] + +# Asynchronously version of the [`classify`][uipath.platform.documents._documents_service.DocumentsService.classify] method. +sdk.documents.classify_async(project_type: typing.List[uipath.platform.documents.documents.ClassificationResult] + +# Create a validate classification action for a document based on the classification results. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-classifications). +sdk.documents.create_validate_classification_action(classification_results: List[uipath.platform.documents.documents.ClassificationResult], action_title: str, action_priority: Optional[uipath.platform.documents.documents.ActionPriority]=None, action_catalog: Optional[str]=None, action_folder: Optional[str]=None, storage_bucket_name: Optional[str]=None, storage_bucket_directory_path: Optional[str]=None) -> uipath.platform.documents.documents.ValidateClassificationAction + +# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_classification_action] method. +sdk.documents.create_validate_classification_action_async(classification_results: List[uipath.platform.documents.documents.ClassificationResult], action_title: str, action_priority: Optional[uipath.platform.documents.documents.ActionPriority]=None, action_catalog: Optional[str]=None, action_folder: Optional[str]=None, storage_bucket_name: Optional[str]=None, storage_bucket_directory_path: Optional[str]=None) -> uipath.platform.documents.documents.ValidateClassificationAction + +# Create a validate extraction action for a document based on the extraction response. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-extractions). +sdk.documents.create_validate_extraction_action(extraction_response: uipath.platform.documents.documents.ExtractionResponse, action_title: str, action_priority: Optional[uipath.platform.documents.documents.ActionPriority]=None, action_catalog: Optional[str]=None, action_folder: Optional[str]=None, storage_bucket_name: Optional[str]=None, storage_bucket_directory_path: Optional[str]=None) -> uipath.platform.documents.documents.ValidateExtractionAction + +# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_extraction_action] method. +sdk.documents.create_validate_extraction_action_async(extraction_response: uipath.platform.documents.documents.ExtractionResponse, action_title: str, action_priority: Optional[uipath.platform.documents.documents.ActionPriority]=None, action_catalog: Optional[str]=None, action_folder: Optional[str]=None, storage_bucket_name: Optional[str]=None, storage_bucket_directory_path: Optional[str]=None) -> uipath.platform.documents.documents.ValidateExtractionAction + +# Extract predicted data from a document using an DU Modern/IXP project. +sdk.documents.extract(tag: Optional[str]=None, version: Optional[int]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP] + +# Asynchronously version of the [`extract`][uipath.platform.documents._documents_service.DocumentsService.extract] method. +sdk.documents.extract_async(tag: Optional[str]=None, version: Optional[int]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP] + +# Get the result of a validate classification action. +sdk.documents.get_validate_classification_result(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult] + +# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_classification_result] method. +sdk.documents.get_validate_classification_result_async(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult] + +# Get the result of a validate extraction action. +sdk.documents.get_validate_extraction_result(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP] + +# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_extraction_result] method. +sdk.documents.get_validate_extraction_result_async(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP] + +# Retrieve the result of an IXP extraction operation (single-shot, non-blocking). +sdk.documents.retrieve_ixp_extraction_result(project_id: str, tag: str, operation_id: str) -> uipath.platform.documents.documents.ExtractionResponseIXP + +# Asynchronous version of the [`retrieve_ixp_extraction_result`][uipath.platform.documents._documents_service.DocumentsService.retrieve_ixp_extraction_result] method. +sdk.documents.retrieve_ixp_extraction_result_async(project_id: str, tag: str, operation_id: str) -> uipath.platform.documents.documents.ExtractionResponseIXP + +# Retrieve the result of an IXP create validate extraction action operation (single-shot, non-blocking). +sdk.documents.retrieve_ixp_extraction_validation_result(project_id: str, tag: str, operation_id: str) -> uipath.platform.documents.documents.ValidateExtractionAction + +# Asynchronous version of the [`retrieve_ixp_extraction_validation_result`][uipath.platform.documents._documents_service.DocumentsService.retrieve_ixp_extraction_validation_result] method. +sdk.documents.retrieve_ixp_extraction_validation_result_async(project_id: str, tag: str, operation_id: str) -> uipath.platform.documents.documents.ValidateExtractionAction + +# Start an IXP extraction process without waiting for results (non-blocking). +sdk.documents.start_ixp_extraction(project_name: str, tag: str, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> uipath.platform.documents.documents.StartExtractionResponse + +# Asynchronous version of the [`start_ixp_extraction`][uipath.platform.documents._documents_service.DocumentsService.start_ixp_extraction] method. +sdk.documents.start_ixp_extraction_async(project_name: str, tag: str, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> uipath.platform.documents.documents.StartExtractionResponse + +# Start an IXP extraction validation action without waiting for results (non-blocking). +sdk.documents.start_ixp_extraction_validation(extraction_response: uipath.platform.documents.documents.ExtractionResponseIXP, action_title: str, action_catalog: Optional[str]=None, action_priority: Optional[uipath.platform.documents.documents.ActionPriority]=None, action_folder: Optional[str]=None, storage_bucket_name: Optional[str]=None, storage_bucket_directory_path: Optional[str]=None) -> uipath.platform.documents.documents.StartExtractionValidationResponse + +# Asynchronous version of the [`start_ixp_extraction_validation`][uipath.platform.documents._documents_service.DocumentsService.start_ixp_extraction_validation] method. +sdk.documents.start_ixp_extraction_validation_async(extraction_response: uipath.platform.documents.documents.ExtractionResponseIXP, action_title: str, action_catalog: Optional[str]=None, action_priority: Optional[uipath.platform.documents.documents.ActionPriority]=None, action_folder: Optional[str]=None, storage_bucket_name: Optional[str]=None, storage_bucket_directory_path: Optional[str]=None) -> uipath.platform.documents.documents.StartExtractionValidationResponse + +``` + +### Entities + +Entities service + +```python +# Delete multiple records from an entity in a single batch operation. +sdk.entities.delete_records(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse + +# Asynchronously delete multiple records from an entity in a single batch operation. +sdk.entities.delete_records_async(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse + +# Insert multiple records into an entity in a single batch operation. +sdk.entities.insert_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse + +# Asynchronously insert multiple records into an entity in a single batch operation. +sdk.entities.insert_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse + +# List all entities in Data Service. +sdk.entities.list_entities() -> typing.List[uipath.platform.entities.entities.Entity] + +# Asynchronously list all entities in the Data Service. +sdk.entities.list_entities_async() -> typing.List[uipath.platform.entities.entities.Entity] + +# List records from an entity with optional pagination and schema validation. +sdk.entities.list_records(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord] + +# Asynchronously list records from an entity with optional pagination and schema validation. +sdk.entities.list_records_async(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord] + +# Query entity records using a validated SQL query. +sdk.entities.query_entity_records(sql_query: str) -> typing.List[typing.Dict[str, typing.Any]] + +# Asynchronously query entity records using a validated SQL query. +sdk.entities.query_entity_records_async(sql_query: str) -> typing.List[typing.Dict[str, typing.Any]] + +# Retrieve an entity by its key. +sdk.entities.retrieve(entity_key: str) -> uipath.platform.entities.entities.Entity + +# Asynchronously retrieve an entity by its key. +sdk.entities.retrieve_async(entity_key: str) -> uipath.platform.entities.entities.Entity + +# Update multiple records in an entity in a single batch operation. +sdk.entities.update_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse + +# Asynchronously update multiple records in an entity in a single batch operation. +sdk.entities.update_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse + +``` + +### Folders + +Folders service + +```python +# Retrieve the personal workspace folder for the current user. +sdk.folders.get_personal_workspace() -> uipath.platform.orchestrator.folder.PersonalWorkspace + +# Asynchronously retrieve the personal workspace folder for the current user. +sdk.folders.get_personal_workspace_async() -> uipath.platform.orchestrator.folder.PersonalWorkspace + +# Resolve a folder path to its corresponding folder key. +sdk.folders.retrieve_folder_key(folder_path: str | None) -> str | None + +# Asynchronously resolve a folder path to its corresponding folder key. +sdk.folders.retrieve_folder_key_async(folder_path: str | None) -> str | None + +# Retrieve the folder key by folder path with pagination support. +sdk.folders.retrieve_key(folder_path: str) -> typing.Optional[str] + +# Retrieve the folder key by folder path with pagination support. +sdk.folders.retrieve_key_async(folder_path: str) -> typing.Optional[str] + +``` + +### Guardrails + +Guardrails service + +```python +# Validate input text using the provided guardrail. +sdk.guardrails.evaluate_guardrail(input_data: str | dict[str, Any], guardrail: uipath.platform.guardrails.guardrails.BuiltInValidatorGuardrail) -> uipath.core.guardrails.guardrails.GuardrailValidationResult + +``` + +### Jobs + +Jobs service + +```python +# Create and upload an attachment, optionally linking it to a job. +sdk.jobs.create_attachment(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID + +# Create and upload an attachment asynchronously, optionally linking it to a job. +sdk.jobs.create_attachment_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID + +# Check if job exists. +sdk.jobs.exists(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool + +# Async version of exists(). +sdk.jobs.exists_async(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool + +# Get the actual output data, downloading from attachment if necessary. +sdk.jobs.extract_output(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str] + +# Asynchronously fetch the actual output data, downloading from attachment if necessary. +sdk.jobs.extract_output_async(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str] + +# Link an attachment to a job. +sdk.jobs.link_attachment(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) + +# Link an attachment to a job asynchronously. +sdk.jobs.link_attachment_async(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) + +# List jobs using OData API with offset-based pagination. +sdk.jobs.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, filter: Optional[str]=None, orderby: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.job.Job] + +# Async version of list() with offset-based pagination. +sdk.jobs.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, filter: Optional[str]=None, orderby: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.job.Job] + +# List attachments associated with a specific job. +sdk.jobs.list_attachments(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str] + +# List attachments associated with a specific job asynchronously. +sdk.jobs.list_attachments_async(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str] + +# Restart a completed or failed job. +sdk.jobs.restart(job_key: str, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.job.Job + +# Async version of restart(). +sdk.jobs.restart_async(job_key: str, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.job.Job + +# Sends a payload to resume a paused job waiting for input, identified by its inbox ID. +sdk.jobs.resume(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None + +# Asynchronously sends a payload to resume a paused job waiting for input, identified by its inbox ID. +sdk.jobs.resume_async(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None + +# Retrieve a job identified by its key. +sdk.jobs.retrieve(job_key: str, folder_key: str | None=None, folder_path: str | None=None, process_name: str | None=None) -> uipath.platform.orchestrator.job.Job + +# Fetch payload data for API triggers. +sdk.jobs.retrieve_api_payload(inbox_id: str) -> typing.Any + +# Asynchronously fetch payload data for API triggers. +sdk.jobs.retrieve_api_payload_async(inbox_id: str) -> typing.Any + +# Asynchronously retrieve a job identified by its key. +sdk.jobs.retrieve_async(job_key: str, folder_key: str | None=None, folder_path: str | None=None, process_name: str | None=None) -> uipath.platform.orchestrator.job.Job + +# Stop one or more jobs with specified strategy. +sdk.jobs.stop(job_keys: List[str], strategy: str="SoftStop", folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None + +# Async version of stop(). +sdk.jobs.stop_async(job_keys: List[str], strategy: str="SoftStop", folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None + +``` + +### Llm + +Llm service + +```python +# Generate chat completions using UiPath's normalized LLM Gateway API. +sdk.llm.chat_completions(messages: list[dict[str, str]] | list[tuple[str, str]], model: str="gpt-4.1-mini-2025-04-14", max_tokens: int=4096, temperature: float=0, n: int=1, frequency_penalty: float=0, presence_penalty: float=0, top_p: float | None=1, top_k: int | None=None, tools: list[uipath.platform.chat.llm_gateway.ToolDefinition] | None=None, tool_choice: Union[uipath.platform.chat.llm_gateway.AutoToolChoice, uipath.platform.chat.llm_gateway.RequiredToolChoice, uipath.platform.chat.llm_gateway.SpecificToolChoice, Literal['auto', 'none'], NoneType]=None, response_format: dict[str, Any] | type[pydantic.main.BaseModel] | None=None, api_version: str="2024-08-01-preview") + +``` + +### Llm Openai + +Llm Openai service + +```python +# Generate chat completions using UiPath's LLM Gateway service. +sdk.llm_openai.chat_completions(messages: list[dict[str, str]], model: str="gpt-4.1-mini-2025-04-14", max_tokens: int=4096, temperature: float=0, response_format: dict[str, Any] | type[pydantic.main.BaseModel] | None=None, api_version: str="2024-10-21") + +# Generate text embeddings using UiPath's LLM Gateway service. +sdk.llm_openai.embeddings(input: str, embedding_model: str="text-embedding-ada-002", openai_api_version: str="2024-10-21") + +``` + +### Mcp + +Mcp service + +```python +# List all MCP servers. +sdk.mcp.list(folder_path: str | None=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer] + +# Asynchronously list all MCP servers. +sdk.mcp.list_async(folder_path: str | None=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer] + +# Retrieve a specific MCP server by its slug. +sdk.mcp.retrieve(slug: str, folder_path: str | None=None) -> uipath.platform.orchestrator.mcp.McpServer + +# Asynchronously retrieve a specific MCP server by its slug. +sdk.mcp.retrieve_async(slug: str, folder_path: str | None=None) -> uipath.platform.orchestrator.mcp.McpServer + +``` + +### Orchestrator Setup + +Orchestrator Setup service + +```python +# Fire-and-forget POST requests to enable first run for StudioWeb. +sdk.orchestrator_setup.enable_first_run() -> None + +# Fire-and-forget POST requests to enable first run for StudioWeb. +sdk.orchestrator_setup.enable_first_run_async() -> None + +``` + +### Processes + +Processes service + +```python +# Start execution of a process by its name. +sdk.processes.invoke(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, attachments: Optional[list[uipath.platform.attachments.attachments.Attachment]]=None, parent_operation_id: Optional[str]=None, **kwargs) -> uipath.platform.orchestrator.job.Job + +# Asynchronously start execution of a process by its name. +sdk.processes.invoke_async(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, attachments: Optional[list[uipath.platform.attachments.attachments.Attachment]]=None, parent_operation_id: Optional[str]=None, **kwargs) -> uipath.platform.orchestrator.job.Job + +``` + +### Queues + +Queues service + +```python +# Completes a transaction item with the specified result. +sdk.queues.complete_transaction_item(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response + +# Asynchronously completes a transaction item with the specified result. +sdk.queues.complete_transaction_item_async(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response + +# Creates a new queue item in the Orchestrator. +sdk.queues.create_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response + +# Asynchronously creates a new queue item in the Orchestrator. +sdk.queues.create_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response + +# Creates multiple queue items in bulk. +sdk.queues.create_items(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: httpx.Response + +# Asynchronously creates multiple queue items in bulk. +sdk.queues.create_items_async(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: httpx.Response + +# Creates a new transaction item in a queue. +sdk.queues.create_transaction_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response + +# Asynchronously creates a new transaction item in a queue. +sdk.queues.create_transaction_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response + +# Retrieves a list of queue items from the Orchestrator. +sdk.queues.list_items() -> httpx.Response + +# Asynchronously retrieves a list of queue items from the Orchestrator. +sdk.queues.list_items_async() -> httpx.Response + +# Updates the progress of a transaction item. +sdk.queues.update_progress_of_transaction_item(transaction_key: str, progress: str) -> httpx.Response + +# Asynchronously updates the progress of a transaction item. +sdk.queues.update_progress_of_transaction_item_async(transaction_key: str, progress: str) -> httpx.Response + +``` + +### Remote A2A + +Remote A2A service + +```python +# List Remote A2A agents. +sdk.remote_a2a.list(top: int | None=None, skip: int | None=None, search: str | None=None, folder_path: str | None=None) -> typing.List[uipath.platform.agenthub.remote_a2a.RemoteA2aAgent] + +# Asynchronously list Remote A2A agents. +sdk.remote_a2a.list_async(top: int | None=None, skip: int | None=None, search: str | None=None, folder_path: str | None=None) -> typing.List[uipath.platform.agenthub.remote_a2a.RemoteA2aAgent] + +# Retrieve a specific Remote A2A agent by slug. +sdk.remote_a2a.retrieve(slug: str, folder_path: str | None=None) -> uipath.platform.agenthub.remote_a2a.RemoteA2aAgent + +# Asynchronously retrieve a specific Remote A2A agent by slug. +sdk.remote_a2a.retrieve_async(slug: str, folder_path: str | None=None) -> uipath.platform.agenthub.remote_a2a.RemoteA2aAgent + +``` + +### Resource Catalog + +Resource Catalog service + +```python +# Get tenant scoped resources and folder scoped resources (accessible to the user). +sdk.resource_catalog.list(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource] + +# Asynchronously get tenant scoped resources and folder scoped resources (accessible to the user). +sdk.resource_catalog.list_async(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource] + +# Get resources of a specific type (tenant scoped or folder scoped). +sdk.resource_catalog.list_by_type(resource_type: typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource] + +# Asynchronously get resources of a specific type (tenant scoped or folder scoped). +sdk.resource_catalog.list_by_type_async(resource_type: typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource] + +# Search for tenant scoped resources and folder scoped resources (accessible to the user). +sdk.resource_catalog.search(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource] + +# Asynchronously search for tenant scoped resources and folder scoped resources (accessible to the user). +sdk.resource_catalog.search_async(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource] + +``` + +### Tasks + +Tasks service + +```python +# Creates a new task synchronously. +sdk.tasks.create(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None, recipient: Optional[uipath.platform.action_center.tasks.TaskRecipient]=None, priority: Optional[str]=None, labels: Optional[List[str]]=None, is_actionable_message_enabled: Optional[bool]=None, actionable_message_metadata: Optional[Dict[str, Any]]=None, source_name: str="Agent") -> uipath.platform.action_center.tasks.Task + +# Creates a new action asynchronously. +sdk.tasks.create_async(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None, recipient: Optional[uipath.platform.action_center.tasks.TaskRecipient]=None, priority: Optional[str]=None, labels: Optional[List[str]]=None, is_actionable_message_enabled: Optional[bool]=None, actionable_message_metadata: Optional[Dict[str, Any]]=None, source_name: str="Agent") -> uipath.platform.action_center.tasks.Task + +# Retrieves a task by its key synchronously. +sdk.tasks.retrieve(action_key: str, app_folder_path: str="", app_folder_key: str="", app_name: str | None=None) -> uipath.platform.action_center.tasks.Task + +# Retrieves a task by its key asynchronously. +sdk.tasks.retrieve_async(action_key: str, app_folder_path: str="", app_folder_key: str="", app_name: str | None=None) -> uipath.platform.action_center.tasks.Task + +``` + diff --git a/template/AGENTS.md b/template/AGENTS.md new file mode 100644 index 000000000..c1f02680a --- /dev/null +++ b/template/AGENTS.md @@ -0,0 +1,21 @@ +# Agent Code Patterns Reference + +This document provides practical code patterns for building UiPath coded agents using LangGraph and the UiPath Python SDK. + +--- + +## Documentation Structure + +This documentation is split into multiple files for efficient context loading. Load only the files you need: + +1. **@.agent/REQUIRED_STRUCTURE.md** - Agent structure patterns and templates + - **When to load:** Creating a new agent or understanding required patterns + - **Contains:** Required Pydantic models (Input, State, Output), LLM initialization patterns, standard agent template + +2. **@.agent/SDK_REFERENCE.md** - Complete SDK API reference + - **When to load:** Calling UiPath SDK methods, working with services (actions, assets, jobs, etc.) + - **Contains:** All SDK services and methods with full signatures and type annotations + +3. **@.agent/CLI_REFERENCE.md** - CLI commands documentation + - **When to load:** Working with `uipath init`, `uipath run`, or `uipath eval` commands + - **Contains:** Command syntax, options, usage examples, and workflows diff --git a/template/CLAUDE.md b/template/CLAUDE.md new file mode 100644 index 000000000..eef4bd20c --- /dev/null +++ b/template/CLAUDE.md @@ -0,0 +1 @@ +@AGENTS.md \ No newline at end of file diff --git a/template/README.md b/template/README.md new file mode 100644 index 000000000..e6f4a39c7 --- /dev/null +++ b/template/README.md @@ -0,0 +1,119 @@ +# UiPath LangGraph Template Agent + +A quickstart UiPath LangGraph agent. It answers user queries using live tools and optionally runs a second LLM pass to refine its own response. + +> **Docs:** [uipath-langchain quick start](https://uipath.github.io/uipath-python/langchain/quick_start/) — **Samples:** [uipath-langchain-python/samples](https://github.com/UiPath/uipath-langchain-python/tree/main/samples) + +## What it does + +1. **Prepares** the conversation — injects a system prompt and the user query into state +2. **Runs a ReAct agent node** (OpenAI `gpt-4.1-mini`) that autonomously decides which tools to call and in what order +3. **Refines the response** — if `refine=true`, a second LLM (Gemini `gemini-2.5-flash`) acts as a quality reviewer, suggests one concrete improvement, and routes back to the ReAct node for a final pass + +### Tools + +| Tool | Description | +| ------------------ | ------------------------------------------------ | +| `get_current_time` | Returns the current UTC date and time (ISO 8601) | +| `web_search` | Searches the web via DuckDuckGo | + +## Graph + +```mermaid +flowchart TD + START --> prepare + prepare --> react_agent + react_agent --> refine + refine -->|"refine=true, first pass"| react_agent + refine -->|done| END +``` + +## Input / Output + +```json +// Input +{ + "query": "What is the current UTC time and what are the latest news headlines about agentic AI today?", + "refine": true +} + +// Output +{ + "result": "..." +} +``` + +Set `refine: false` (default) to skip the refinement pass. + +## Running locally + +```bash +# Run +uv run uipath run agent --file input.json + +# Debug with dynamic node breakpoints +uv run uipath debug agent --file input.json +``` + +## Evaluation + +The agent ships with a tool call order evaluator that verifies the ReAct node calls `get_current_time` **before** `web_search` when given a time-dependent query. + +```bash +uv run uipath eval +``` + +## Actionable improvements + +### Add UiPath-native tools + +- **Read from an Orchestrator Asset** — use `sdk.assets.retrieve_async(name, folder_path="MyFolder")` to inject dynamic configuration (API keys, base URLs, feature flags) without redeploying +- **Invoke a process** — use `sdk.processes.invoke_async(name, input_arguments, folder_path="MyFolder")` to trigger downstream RPA workflows from the agent's decision + +### Add Human-in-the-Loop + +Use the durable interrupt pattern with `CreateTask` to pause the graph mid-execution until a human completes the action in UiPath Action Center: + +```python +from langgraph.types import interrupt +from uipath.platform.common import CreateTask + +task_output = interrupt(CreateTask( + app_name="AppName", + app_folder_path="MyFolderPath", + title="Escalate Issue", + data={"key": "value"}, + assignee="user@example.com", +)) +``` + +The graph suspends at the `interrupt` call and resumes automatically with `task_output` once the assignee completes the task. + +### Ground answers in your own documents + +Use Deep RAG to search a Context Grounding index with semantic + generative retrieval instead of the public web: + +```python +from langgraph.types import interrupt +from uipath.platform.common import CreateDeepRag + +result = interrupt(CreateDeepRag( + index_name="my-index", + prompt="What is the refund policy for enterprise customers?", + index_folder_path="MyFolderPath", +)) +``` + +The graph suspends, runs the Deep RAG task on UiPath, and resumes with the grounded answer. + +### Add guardrails + +Wrap the graph with input/output guardrails from `uipath_langchain.guardrails` to filter harmful prompts and validate responses before they reach the user. + +### Swap the web search tool + +Replace `DuckDuckGoSearchRun` with a UiPath Integration Service connection (e.g. Bing, Google Search API) via `sdk.connections.invoke_activity_async(...)` for more reliable, rate-limit-controlled search. + +### Add memory + +Persist conversation history across runs by storing messages in an Orchestrator bucket or Data Service entity, then loading them in the `prepare` node. diff --git a/template/agent.mermaid b/template/agent.mermaid new file mode 100644 index 000000000..3435f7c4a --- /dev/null +++ b/template/agent.mermaid @@ -0,0 +1,23 @@ +flowchart TB + __start__(__start__) + prepare(prepare) + refine(refine) + __end__(__end__) + __start__ --> prepare + prepare --> react_agent + react_agent --> refine + refine --> __end__ + refine --> react_agent + subgraph react_agent [react_agent] + direction LR + __start__(__start__) + model(model) + tools(tools) + __end__(__end__) + __start__ --> model + model --> __end__ + model --> model + model --> tools + tools --> __end__ + tools --> model + end diff --git a/template/bindings.json b/template/bindings.json new file mode 100644 index 000000000..5dd5a0fd8 --- /dev/null +++ b/template/bindings.json @@ -0,0 +1,4 @@ +{ + "version": "2.0", + "resources": [] +} \ No newline at end of file diff --git a/template/entry-points.json b/template/entry-points.json new file mode 100644 index 000000000..18667c9c8 --- /dev/null +++ b/template/entry-points.json @@ -0,0 +1,177 @@ +{ + "$schema": "https://cloud.uipath.com/draft/2024-12/entry-point", + "$id": "entry-points.json", + "entryPoints": [ + { + "filePath": "agent", + "uniqueId": "942647d9-add9-4f50-aad3-562058d1bfba", + "type": "agent", + "input": { + "type": "object", + "properties": { + "query": { + "title": "Query", + "type": "string" + }, + "refine": { + "default": false, + "title": "Refine", + "type": "boolean" + } + }, + "required": [ + "query" + ] + }, + "output": { + "type": "object", + "properties": { + "result": { + "title": "Result", + "type": "string" + } + }, + "required": [ + "result" + ] + }, + "graph": { + "nodes": [ + { + "id": "__start__", + "name": "__start__", + "type": "__start__", + "subgraph": null, + "metadata": {} + }, + { + "id": "prepare", + "name": "prepare", + "type": "node", + "subgraph": null, + "metadata": {} + }, + { + "id": "react_agent", + "name": "react_agent", + "type": "node", + "subgraph": { + "nodes": [ + { + "id": "__start__", + "name": "__start__", + "type": "__start__", + "subgraph": null, + "metadata": {} + }, + { + "id": "model", + "name": "model", + "type": "model", + "subgraph": null, + "metadata": { + "model_name": "gpt-4.1-mini-2025-04-14" + } + }, + { + "id": "tools", + "name": "tools", + "type": "tool", + "subgraph": null, + "metadata": { + "tool_names": [ + "get_current_time", + "web_search" + ], + "tool_count": 2 + } + }, + { + "id": "__end__", + "name": "__end__", + "type": "__end__", + "subgraph": null, + "metadata": {} + } + ], + "edges": [ + { + "source": "__start__", + "target": "model", + "label": null + }, + { + "source": "model", + "target": "__end__", + "label": null + }, + { + "source": "model", + "target": "model", + "label": null + }, + { + "source": "model", + "target": "tools", + "label": null + }, + { + "source": "tools", + "target": "__end__", + "label": null + }, + { + "source": "tools", + "target": "model", + "label": null + } + ] + }, + "metadata": {} + }, + { + "id": "refine", + "name": "refine", + "type": "node", + "subgraph": null, + "metadata": {} + }, + { + "id": "__end__", + "name": "__end__", + "type": "__end__", + "subgraph": null, + "metadata": {} + } + ], + "edges": [ + { + "source": "__start__", + "target": "prepare", + "label": null + }, + { + "source": "prepare", + "target": "react_agent", + "label": null + }, + { + "source": "react_agent", + "target": "refine", + "label": null + }, + { + "source": "refine", + "target": "__end__", + "label": null + }, + { + "source": "refine", + "target": "react_agent", + "label": null + } + ] + } + } + ] +} \ No newline at end of file diff --git a/template/evaluations/eval-sets/evaluation-set-default.json b/template/evaluations/eval-sets/evaluation-set-default.json new file mode 100644 index 000000000..f4b6f8f4a --- /dev/null +++ b/template/evaluations/eval-sets/evaluation-set-default.json @@ -0,0 +1,26 @@ +{ + "version": "1.0", + "id": "DefaultEvaluationSet", + "name": "Default Evaluation Set", + "evaluatorRefs": [ + "evaluator-tool-call-order-1774285735846" + ], + "evaluations": [ + { + "id": "ada5a2c1-976c-470b-964f-eb70a5e61eb4", + "name": "Current time tool should be called before web search", + "inputs": { + "query": "search the web using current time as input", + "refine": false + }, + "evaluationCriterias": { + "evaluator-tool-call-order-1774285735846": null + }, + "createdAt": "2026-03-23T17:10:17.394Z", + "updatedAt": "2026-03-23T17:10:40.659Z" + } + ], + "fileName": "evaluation-set-default.json", + "updatedAt": "2026-03-23T17:10:40.659Z", + "selectedEntrypoint": "agent" +} \ No newline at end of file diff --git a/template/evaluations/evaluators/evaluator-default.json b/template/evaluations/evaluators/evaluator-default.json new file mode 100644 index 000000000..67dec2ead --- /dev/null +++ b/template/evaluations/evaluators/evaluator-default.json @@ -0,0 +1,15 @@ +{ + "version": "1.0", + "id": "DefaultContainsEvaluator", + "description": "Checks if the output contains expected text", + "evaluatorTypeId": "uipath-contains", + "evaluatorConfig": { + "name": "Default Contains Evaluator", + "targetOutputKey": "output", + "negated": false, + "ignoreCase": false, + "defaultEvaluationCriteria": { + "searchText": "expected text" + } + } +} \ No newline at end of file diff --git a/template/evaluations/evaluators/tool-call-order-1774285735846.json b/template/evaluations/evaluators/tool-call-order-1774285735846.json new file mode 100644 index 000000000..de8b5f401 --- /dev/null +++ b/template/evaluations/evaluators/tool-call-order-1774285735846.json @@ -0,0 +1,19 @@ +{ + "version": "1.0", + "fileName": "tool-call-order-1774285735846.json", + "id": "evaluator-tool-call-order-1774285735846", + "description": "Verify tool calls occur in expected order", + "evaluatorTypeId": "uipath-tool-call-order", + "evaluatorConfig": { + "strict": true, + "name": "Tool Call Order", + "defaultEvaluationCriteria": { + "toolCallsOrder": [ + "get_current_time", + "web_search" + ] + } + }, + "createdAt": "2026-03-23T17:08:55.847Z", + "updatedAt": "2026-03-23T17:09:12.666Z" +} \ No newline at end of file diff --git a/template/input.json b/template/input.json new file mode 100644 index 000000000..2bf97c0fb --- /dev/null +++ b/template/input.json @@ -0,0 +1,4 @@ +{ + "query": "What is the current UTC time and what are the latest news headlines about agentic AI today?", + "refine": true +} \ No newline at end of file diff --git a/template/langgraph.json b/template/langgraph.json new file mode 100644 index 000000000..408405763 --- /dev/null +++ b/template/langgraph.json @@ -0,0 +1,5 @@ +{ + "graphs": { + "agent": "./main.py:graph" + } +} diff --git a/template/main.py b/template/main.py new file mode 100644 index 000000000..960b559e6 --- /dev/null +++ b/template/main.py @@ -0,0 +1,118 @@ +from datetime import datetime, timezone +from typing import Annotated, Literal, TypedDict + +from langchain.agents import create_agent +from langchain_community.tools import DuckDuckGoSearchRun +from langchain_community.utilities import DuckDuckGoSearchAPIWrapper +from langchain_core.messages import HumanMessage, SystemMessage +from langchain_core.tools import tool +from langgraph.graph import END, START, StateGraph +from langgraph.graph.message import add_messages +from pydantic import BaseModel, Field +from uipath.tracing import traced + +from uipath_langchain.chat import GeminiModels, OpenAIModels, UiPathChatOpenAI +from uipath_langchain.chat.vertex import UiPathChatVertex +SYSTEM_PROMPT = ( + "You are a helpful assistant. " + "Answer the user's query using the available tools when needed." + "Be concise and informative." +) + + +class InputModel(BaseModel): + query: str + refine: bool = False + + +class AgentResponse(TypedDict): + response: str + + +class RefinementSuggestion(BaseModel): + suggestion: str = Field(description="A specific suggestion to improve the agent's response") + + +class StateModel(BaseModel): + messages: Annotated[list, add_messages] = [] + structured_response: AgentResponse | None = None + refine: bool = False + was_refined: bool = False + result: str = "" + + +class OutputModel(BaseModel): + result: str + + +@tool +@traced +def get_current_time() -> str: + """Get the current UTC date and time.""" + return datetime.now(timezone.utc).isoformat() + + +web_search = DuckDuckGoSearchRun( + name="web_search", + description="Search the web for information.", + api_wrapper=DuckDuckGoSearchAPIWrapper(backend="duckduckgo"), +) + + +async def prepare(input: InputModel) -> dict: + return { + "messages": [ + SystemMessage(SYSTEM_PROMPT), + HumanMessage(input.query), + ], + "refine": input.refine, + } + + +react_agent = create_agent( + model=UiPathChatOpenAI(model_name=OpenAIModels.gpt_4_1_mini_2025_04_14), + tools=[get_current_time, web_search], + response_format=AgentResponse, +) + + +async def refine(state: StateModel) -> dict: + """Optionally refine the agent response using a quality reviewer.""" + if state.refine and not state.was_refined: + suggestion = await UiPathChatVertex(model_name=GeminiModels.gemini_2_5_flash).with_structured_output(RefinementSuggestion).ainvoke( + [ + SystemMessage( + "You are a quality reviewer. Based on the topic and the current response, " + "suggest one specific improvement to make the answer more accurate or complete." + ), + HumanMessage( + f"Topic: {state.messages[1].content}\n" + f"Current response: {state.structured_response['response']}" + ), + ] + ) + return { + "messages": [HumanMessage(f"Refinement suggestion: {suggestion.suggestion}")], + "was_refined": True, + } + return {"result": state.structured_response["response"]} + + +def route(state: StateModel) -> Literal["react_agent", END]: + if state.refine and state.was_refined and not state.result: + return "react_agent" + return END + + +builder = StateGraph(StateModel, input=InputModel, output=OutputModel) + +builder.add_node("prepare", prepare) +builder.add_node("react_agent", react_agent) +builder.add_node("refine", refine) + +builder.add_edge(START, "prepare") +builder.add_edge("prepare", "react_agent") +builder.add_edge("react_agent", "refine") +builder.add_conditional_edges("refine", route) + +graph = builder.compile() diff --git a/template/project.uiproj b/template/project.uiproj new file mode 100644 index 000000000..6b61c92b1 --- /dev/null +++ b/template/project.uiproj @@ -0,0 +1,6 @@ +{ + "ProjectType": "Agent", + "Name": "uipath-langchain-template-agent", + "Description": "uipath-langchain-template-agent", + "MainFile": null +} \ No newline at end of file diff --git a/template/pyproject.toml b/template/pyproject.toml new file mode 100644 index 000000000..022d2d790 --- /dev/null +++ b/template/pyproject.toml @@ -0,0 +1,16 @@ +[project] +name = "uipath-langchain-template-agent" +version = "0.0.1" +description = "uipath-langchain-template-agent" +authors = [{ name = "John Doe", email = "john.doe@myemail.com" }] +dependencies = [ + "ddgs>=9.11.4", + "langchain-community>=0.4.1", + "uipath-langchain[vertex]>=0.9.0, <0.10.0", +] +requires-python = ">=3.11" + +[dependency-groups] +dev = [ + "uipath-dev>=0.0.74", +] diff --git a/template/uipath.json b/template/uipath.json new file mode 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