diff --git a/.github/workflows/pypi-publish.yml b/.github/workflows/pypi-publish.yml
index c72fa82a..9978c821 100644
--- a/.github/workflows/pypi-publish.yml
+++ b/.github/workflows/pypi-publish.yml
@@ -101,4 +101,4 @@ jobs:
           path: dist/
 
       - name: Publish to PyPI
-        uses: pypa/gh-action-pypi-publish@release/v1
+        uses: pypa/gh-action-pypi-publish@cef221092ed1bacb1cc03d23a2d87d1d172e277b # v1.14.0
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 3490e7f7..03f26cee 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -15,7 +15,7 @@ jobs:
         uses: actions/checkout@v4
 
       - name: Install uv
-        uses: astral-sh/setup-uv@v7
+        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
         with:
           enable-cache: true
           python-version: "3.12"
diff --git a/skills/index.js b/skills/index.js
index 9b2869ac..760f9ec4 100644
--- a/skills/index.js
+++ b/skills/index.js
@@ -353,7 +353,7 @@ export const SKILLS_CATALOG = [
       "agent-sdk",
       "/sdk"
     ],
-    "content": "# OpenHands Software Agent SDK\n\nAll SDK documentation lives at <https://docs.openhands.dev/sdk>.\n\nFor the full topic index, fetch <https://docs.openhands.dev/llms.txt> and read\nthe \"OpenHands Software Agent SDK\" section.\n\n## Quick reference\n\nInstall: `pip install openhands-sdk openhands-tools`\n\n```python\nimport os\n\nfrom openhands.sdk import LLM, Agent, Conversation, Tool\nfrom openhands.tools.file_editor import FileEditorTool\nfrom openhands.tools.task_tracker import TaskTrackerTool\nfrom openhands.tools.terminal import TerminalTool\n\n\nllm = LLM(\n    model=os.getenv(\"LLM_MODEL\", \"gpt-5.5\"),\n    api_key=os.getenv(\"LLM_API_KEY\"),\n    base_url=os.getenv(\"LLM_BASE_URL\", None),\n)\n\nagent = Agent(\n    llm=llm,\n    tools=[\n        Tool(name=TerminalTool.name),\n        Tool(name=FileEditorTool.name),\n        Tool(name=TaskTrackerTool.name),\n    ],\n)\n\ncwd = os.getcwd()\nconversation = Conversation(agent=agent, workspace=cwd)\n\nconversation.send_message(\"Write 3 facts about the current project into FACTS.txt.\")\nconversation.run()\nprint(\"All done!\")\n```\n\n## Core classes (`openhands.sdk`)\n\n| Class | Purpose |\n|---|---|\n| [`Agent`](https://docs.openhands.dev/sdk/arch/agent.md) | Reasoning-action loop |\n| [`Condenser`](https://docs.openhands.dev/sdk/arch/condenser.md) | Conversation history compression system |\n| [`Conversation`](https://docs.openhands.dev/sdk/arch/conversation.md) | Conversation orchestration system |\n| [`Event`](https://docs.openhands.dev/sdk/arch/events.md) | Typed event framework |\n| [`LLM`](https://docs.openhands.dev/sdk/arch/llm.md) | Provider-agnostic language model interface |\n| [`SecurityAnalyzer`](https://docs.openhands.dev/sdk/arch/security.md) | Action security analysis and validation |\n| [`Skill`](https://docs.openhands.dev/sdk/arch/skill.md) | Reusable prompt system |\n| [`Tool / ToolDefinition`](https://docs.openhands.dev/sdk/arch/tool-system.md) | Action-observation tool framework |\n| [`Workspace`](https://docs.openhands.dev/sdk/arch/workspace.md) | Execution environment abstraction |\n\n## API reference\n\n[`openhands.sdk.agent`](https://docs.openhands.dev/sdk/api-reference/openhands.sdk.agent.md), [`openhands.sdk.conversation`](https://docs.openhands.dev/sdk/api-reference/openhands.sdk.conversation.md), [`openhands.sdk.event`](https://docs.openhands.dev/sdk/api-reference/openhands.sdk.event.md), [`openhands.sdk.llm`](https://docs.openhands.dev/sdk/api-reference/openhands.sdk.llm.md), [`openhands.sdk.security`](https://docs.openhands.dev/sdk/api-reference/openhands.sdk.security.md), [`openhands.sdk.tool`](https://docs.openhands.dev/sdk/api-reference/openhands.sdk.tool.md), [`openhands.sdk.utils`](https://docs.openhands.dev/sdk/api-reference/openhands.sdk.utils.md), [`openhands.sdk.workspace`](https://docs.openhands.dev/sdk/api-reference/openhands.sdk.workspace.md)\n\n## Guides\n\n- [ACP Agent](https://docs.openhands.dev/sdk/guides/agent-acp.md): Delegate to an ACP-compatible server (Claude Code, Gemini CLI, etc.) instead of calling an LLM directly.\n- [Agent Settings](https://docs.openhands.dev/sdk/guides/agent-settings.md): Configure, serialize, and recreate agents from structured settings.\n- [Agent Skills & Context](https://docs.openhands.dev/sdk/guides/skill.md): Skills add specialized behaviors, domain knowledge, and context-aware triggers to your agent through structured prompts.\n- [API-based Sandbox](https://docs.openhands.dev/sdk/guides/agent-server/api-sandbox.md): Connect to hosted API-based agent server for fully managed infrastructure.\n- [Apptainer Sandbox](https://docs.openhands.dev/sdk/guides/agent-server/apptainer-sandbox.md): Run agent server in rootless Apptainer containers for HPC and shared computing environments.\n- [Ask Agent Questions](https://docs.openhands.dev/sdk/guides/convo-ask-agent.md): Get sidebar replies from the agent during conversation execution without interrupting the main flow.\n- [Assign Reviews](https://docs.openhands.dev/sdk/guides/github-workflows/assign-reviews.md): Automate PR management with intelligent reviewer assignment and workflow notifications using OpenHands Agent\n- [Browser Session Recording](https://docs.openhands.dev/sdk/guides/browser-session-recording.md): Record and replay your agent's browser sessions using rrweb.\n- [Browser Use](https://docs.openhands.dev/sdk/guides/agent-browser-use.md): Enable web browsing and interaction capabilities for your agent.\n- [Context Condenser](https://docs.openhands.dev/sdk/guides/context-condenser.md): Manage agent memory by condensing conversation history to save tokens.\n- [Conversation Goals](https://docs.openhands.dev/sdk/guides/agent-server/conversation-goals.md): Add a resumable goal strategy to a normal agent-server conversation.\n- [Conversation with Async](https://docs.openhands.dev/sdk/guides/convo-async.md): Use async/await for concurrent agent operations and non-blocking execution.\n- [Creating Custom Agent](https://docs.openhands.dev/sdk/guides/agent-custom.md): Learn how to design specialized agents with custom tool sets\n- [Critic (Experimental)](https://docs.openhands.dev/sdk/guides/critic.md): Real-time evaluation of agent actions using an LLM-based critic model, with built-in iterative refinement.\n- [Custom Tools](https://docs.openhands.dev/sdk/guides/custom-tools.md): Tools define what agents can do. The SDK includes built-in tools for common operations and supports creating custom tools for specialized needs.\n- [Custom Tools with Remote Agent Server](https://docs.openhands.dev/sdk/guides/agent-server/custom-tools.md): Learn how to use custom tools with a remote agent server by building a custom base image that includes your tool implementations.\n- [Custom Visualizer](https://docs.openhands.dev/sdk/guides/convo-custom-visualizer.md): Customize conversation visualization by creating custom visualizers or configuring the default visualizer.\n- [Deferred Init (Warm-Pool)](https://docs.openhands.dev/sdk/guides/agent-server/deferred-init.md): Pre-warm agent-server pods before a user is matched, then activate them at runtime with POST /api/init.\n- [Docker Sandbox](https://docs.openhands.dev/sdk/guides/agent-server/docker-sandbox.md): Run agent server in isolated Docker containers for security and reproducibility.\n- [Exception Handling](https://docs.openhands.dev/sdk/guides/llm-error-handling.md): Provider‑agnostic exceptions raised by the SDK and recommended patterns for handling them.\n- [FAQ](https://docs.openhands.dev/sdk/faq.md): Frequently asked questions about the OpenHands SDK\n- [File-Based Agents](https://docs.openhands.dev/sdk/guides/agent-file-based.md): Define specialized sub-agents as simple Markdown files with YAML frontmatter — no Python code required.\n- [Fork a Conversation](https://docs.openhands.dev/sdk/guides/convo-fork.md): Branch off an existing conversation for follow-up exploration without contaminating the original.\n- [Getting Started](https://docs.openhands.dev/sdk/getting-started.md): Install the OpenHands SDK and build AI agents that write software.\n- [Goal Completion Loop](https://docs.openhands.dev/sdk/guides/convo-goal.md): Drive a conversation toward a verifiable objective with a judge-driven, self-continuing completion loop.\n- [GPT-5 Preset (ApplyPatchTool)](https://docs.openhands.dev/sdk/guides/llm-gpt5-preset.md): Use the GPT-5 preset to build an agent that swaps the standard FileEditorTool for ApplyPatchTool.\n- [Hello World](https://docs.openhands.dev/sdk/guides/hello-world.md): The simplest possible OpenHands agent - configure an LLM, create an agent, and complete a task.\n- [Hooks](https://docs.openhands.dev/sdk/guides/hooks.md): Use lifecycle hooks to observe, log, and customize agent execution.\n- [Image Input](https://docs.openhands.dev/sdk/guides/llm-image-input.md): Send images to multimodal agents for vision-based tasks and analysis.\n- [Interactive Terminal](https://docs.openhands.dev/sdk/guides/agent-interactive-terminal.md): Enable agents to interact with terminal applications like ipython, python REPL, and other interactive CLI tools.\n- [Iterative Refinement](https://docs.openhands.dev/sdk/guides/iterative-refinement.md): Implement iterative refinement workflows where agents refine their work based on critique feedback until quality thresholds are met.\n- [LLM Fallback Strategy](https://docs.openhands.dev/sdk/guides/llm-fallback.md): Automatically try alternate LLMs when the primary model fails with a transient error.\n- [LLM Profile Store](https://docs.openhands.dev/sdk/guides/llm-profile-store.md): Save, load, and manage reusable LLM configurations so you never repeat setup code again.\n- [LLM Registry](https://docs.openhands.dev/sdk/guides/llm-registry.md): Dynamically select and configure language models using the LLM registry.\n- [LLM Streaming](https://docs.openhands.dev/sdk/guides/llm-streaming.md): Stream LLM responses token-by-token for real-time display and interactive user experiences.\n- [LLM Subscriptions](https://docs.openhands.dev/sdk/guides/llm-subscriptions.md): Use your ChatGPT Plus/Pro subscription to access Codex models without consuming API credits.\n- [Local Agent Server](https://docs.openhands.dev/sdk/guides/agent-server/local-server.md): Install and run an OpenHands Agent Server on your machine, then connect to it from the SDK.\n- [Metrics Tracking](https://docs.openhands.dev/sdk/guides/metrics.md): Track token usage, costs, and latency metrics for your agents.\n- [Model Context Protocol](https://docs.openhands.dev/sdk/guides/mcp.md): Model Context Protocol (MCP) enables dynamic tool integration from external servers. Agents can discover and use MCP-provided tools automatically.\n- [Model Routing](https://docs.openhands.dev/sdk/guides/llm-routing.md): Route agent's LLM requests to different models.\n- [Observability & Tracing](https://docs.openhands.dev/sdk/guides/observability.md): Enable OpenTelemetry tracing to monitor and debug your agent's execution with tools like Laminar, MLflow, Honeycomb, or any OTLP-compatible backend.\n- [OpenAI-Compatible Endpoint](https://docs.openhands.dev/sdk/guides/agent-server/openai-gateway.md): Call an OpenHands agent-server through the OpenAI Chat Completions protocol.\n- [OpenHands Cloud Workspace](https://docs.openhands.dev/sdk/guides/agent-server/cloud-workspace.md): Connect to OpenHands Cloud for fully managed sandbox environments with optional SaaS credential inheritance.\n- [Overview](https://docs.openhands.dev/sdk/guides/agent-server/overview.md): Run agents on remote servers with isolated workspaces for production deployments.\n- [Parallel Tool Execution](https://docs.openhands.dev/sdk/guides/parallel-tool-execution.md): Execute multiple tools concurrently within a single LLM response to improve throughput for independent operations.\n- [Pause and Resume](https://docs.openhands.dev/sdk/guides/convo-pause-and-resume.md): Pause agent execution, perform operations, and resume without losing state.\n- [Persistence](https://docs.openhands.dev/sdk/guides/convo-persistence.md): Save and restore conversation state for multi-session workflows.\n- [Plugins](https://docs.openhands.dev/sdk/guides/plugins.md): Plugins bundle skills, hooks, MCP servers, agents, and commands into reusable packages that extend agent capabilities.\n- [PR Review](https://docs.openhands.dev/sdk/guides/github-workflows/pr-review.md): Use OpenHands Agent to generate meaningful pull request review\n- [Reasoning](https://docs.openhands.dev/sdk/guides/llm-reasoning.md): Access model reasoning traces from Anthropic extended thinking and OpenAI responses API.\n- [Secret Registry](https://docs.openhands.dev/sdk/guides/secrets.md): Provide environment variables and secrets to agent workspace securely.\n- [Security & Action Confirmation](https://docs.openhands.dev/sdk/guides/security.md): Control agent action execution through confirmation policy and security analyzer.\n- [Send Message While Running](https://docs.openhands.dev/sdk/guides/convo-send-message-while-running.md): Interrupt running agents to provide additional context or corrections.\n- [Software Agent SDK](https://docs.openhands.dev/sdk.md): Build AI agents that write software. A clean, modular SDK with production-ready tools.\n- [Stuck Detector](https://docs.openhands.dev/sdk/guides/agent-stuck-detector.md): Detect and handle stuck agents automatically with timeout mechanisms.\n- [Sub-Agent Delegation](https://docs.openhands.dev/sdk/guides/agent-delegation.md): Enable parallel task execution by delegating work to multiple sub-agents that run independently and return consolidated results.\n- [Task Tool Set](https://docs.openhands.dev/sdk/guides/task-tool-set.md): Delegate complex work to specialized sub-agents that run synchronously and return results to the parent agent.\n- [Theory of Mind (TOM) Agent](https://docs.openhands.dev/sdk/guides/agent-tom-agent.md): Enable your agent to understand user intent and preferences through Theory of Mind capabilities, providing personalized guidance based on user modeling.\n- [TODO Management](https://docs.openhands.dev/sdk/guides/github-workflows/todo-management.md): Implement TODOs using OpenHands Agent\n\n## Examples\n\nSource: [`examples/`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples)\n\n### [`01_standalone_sdk/`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/01_standalone_sdk)\n\n- [`01_hello_world.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/01_hello_world.py)\n- [`02_custom_tools.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/02_custom_tools.py)\n- [`03_activate_skill.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/03_activate_skill.py)\n- [`04_confirmation_mode_example.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/04_confirmation_mode_example.py)\n- [`05_use_llm_registry.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/05_use_llm_registry.py)\n- [`06_interactive_terminal_w_reasoning.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/06_interactive_terminal_w_reasoning.py)\n- [`07_mcp_integration.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/07_mcp_integration.py)\n- [`08_mcp_with_oauth.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/08_mcp_with_oauth.py)\n- [`09_pause_example.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/09_pause_example.py)\n- [`10_persistence.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/10_persistence.py)\n- [`11_async.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/11_async.py)\n- [`12_custom_secrets.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/12_custom_secrets.py)\n- [`13_get_llm_metrics.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/13_get_llm_metrics.py)\n- [`14_context_condenser.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/14_context_condenser.py)\n- [`15_browser_use.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/15_browser_use.py)\n- [`16_llm_security_analyzer.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/16_llm_security_analyzer.py)\n- [`17_image_input.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/17_image_input.py)\n- [`18_send_message_while_processing.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/18_send_message_while_processing.py)\n- [`19_llm_routing.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/19_llm_routing.py)\n- [`20_stuck_detector.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/20_stuck_detector.py)\n- [`21_generate_extraneous_conversation_costs.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/21_generate_extraneous_conversation_costs.py)\n- [`22_anthropic_thinking.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/22_anthropic_thinking.py)\n- [`23_responses_reasoning.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/23_responses_reasoning.py)\n- [`24_planning_agent_workflow.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/24_planning_agent_workflow.py)\n- [`25_agent_delegation.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/25_agent_delegation.py)\n- [`26_custom_visualizer.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/26_custom_visualizer.py)\n- [`27_observability_laminar.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/27_observability_laminar.py)\n- [`28_ask_agent_example.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/28_ask_agent_example.py)\n- [`29_llm_streaming.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/29_llm_streaming.py)\n- [`30_tom_agent.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/30_tom_agent.py)\n- [`31_iterative_refinement.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/31_iterative_refinement.py)\n- [`32_configurable_security_policy.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/32_configurable_security_policy.py)\n- [`33_hooks`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/01_standalone_sdk/33_hooks)\n- [`34_critic_example.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/34_critic_example.py)\n- [`35_subscription_login.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/35_subscription_login.py)\n- [`36_event_json_to_openai_messages.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/36_event_json_to_openai_messages.py)\n- [`37_llm_profile_store`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/01_standalone_sdk/37_llm_profile_store)\n- [`38_browser_session_recording.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/38_browser_session_recording.py)\n- [`39_llm_fallback.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/39_llm_fallback.py)\n- [`40_acp_agent_example.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/40_acp_agent_example.py)\n- [`41_task_tool_set.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/41_task_tool_set.py)\n- [`42_file_based_subagents.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/42_file_based_subagents.py)\n- [`44_model_switching_in_convo.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/44_model_switching_in_convo.py)\n- [`45_parallel_tool_execution.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/45_parallel_tool_execution.py)\n- [`46_agent_settings.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/46_agent_settings.py)\n- [`47_defense_in_depth_security.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/47_defense_in_depth_security.py)\n- [`48_conversation_fork.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/48_conversation_fork.py)\n- [`49_switch_llm_tool.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/49_switch_llm_tool.py)\n- [`50_async_cancellation.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/50_async_cancellation.py)\n- [`51_agent_hooks`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/01_standalone_sdk/51_agent_hooks)\n- [`52_dynamic_workflow.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/52_dynamic_workflow.py)\n- [`53_client_defined_tools.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/53_client_defined_tools.py)\n- [`54_goal_completion_loop.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/54_goal_completion_loop.py)\n\n### [`02_remote_agent_server/`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/02_remote_agent_server)\n\n- [`01_convo_with_local_agent_server.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/01_convo_with_local_agent_server.py)\n- [`02_convo_with_docker_sandboxed_server.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/02_convo_with_docker_sandboxed_server.py)\n- [`03_browser_use_with_docker_sandboxed_server.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/03_browser_use_with_docker_sandboxed_server.py)\n- [`04_convo_with_api_sandboxed_server.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/04_convo_with_api_sandboxed_server.py)\n- [`05_vscode_with_docker_sandboxed_server.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/05_vscode_with_docker_sandboxed_server.py)\n- [`06_custom_tool`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/02_remote_agent_server/06_custom_tool)\n- [`07_convo_with_cloud_workspace.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/07_convo_with_cloud_workspace.py)\n- [`08_convo_with_apptainer_sandboxed_server.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/08_convo_with_apptainer_sandboxed_server.py)\n- [`09_acp_agent_with_remote_runtime.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/09_acp_agent_with_remote_runtime.py)\n- [`10_cloud_workspace_share_credentials.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/10_cloud_workspace_share_credentials.py)\n- [`11_conversation_fork.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/11_conversation_fork.py)\n- [`12_settings_and_secrets_api.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/12_settings_and_secrets_api.py)\n- [`13_workspace_get_llm.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/13_workspace_get_llm.py)\n- [`14_client_defined_tools.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/14_client_defined_tools.py)\n- [`15_openai_compatible_gateway.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/15_openai_compatible_gateway.py)\n- [`16_deferred_init.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/16_deferred_init.py)\n- [`hook_scripts`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/02_remote_agent_server/hook_scripts)\n- [`scripts`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/02_remote_agent_server/scripts)\n\n### [`03_github_workflows/`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/03_github_workflows)\n\n- [`01_basic_action`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/03_github_workflows/01_basic_action)\n- [`02_pr_review`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/03_github_workflows/02_pr_review)\n- [`03_todo_management`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/03_github_workflows/03_todo_management)\n- [`04_datadog_debugging`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/03_github_workflows/04_datadog_debugging)\n- [`05_posthog_debugging`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/03_github_workflows/05_posthog_debugging)\n\n### [`04_llm_specific_tools/`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/04_llm_specific_tools)\n\n- [`01_gpt5_apply_patch_preset.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/04_llm_specific_tools/01_gpt5_apply_patch_preset.py)\n- [`02_gemini_file_tools.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/04_llm_specific_tools/02_gemini_file_tools.py)\n\n### [`05_skills_and_plugins/`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/05_skills_and_plugins)\n\n- [`01_loading_agentskills`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/05_skills_and_plugins/01_loading_agentskills)\n- [`02_loading_plugins`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/05_skills_and_plugins/02_loading_plugins)\n- [`03_managing_installed_skills`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/05_skills_and_plugins/03_managing_installed_skills)\n- [`04_mixed_marketplace_skills`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/05_skills_and_plugins/04_mixed_marketplace_skills)"
+    "content": "# OpenHands Software Agent SDK\n\nAll SDK documentation lives at <https://docs.openhands.dev/sdk>.\n\nFor the full topic index, fetch <https://docs.openhands.dev/llms.txt> and read\nthe \"OpenHands Software Agent SDK\" section.\n\n## Quick reference\n\nInstall: `pip install openhands-sdk openhands-tools`\n\n```python\nimport os\n\nfrom openhands.sdk import LLM, Agent, Conversation, Tool\nfrom openhands.tools.file_editor import FileEditorTool\nfrom openhands.tools.task_tracker import TaskTrackerTool\nfrom openhands.tools.terminal import TerminalTool\n\n\nllm = LLM(\n    model=os.getenv(\"LLM_MODEL\", \"gpt-5.5\"),\n    api_key=os.getenv(\"LLM_API_KEY\"),\n    base_url=os.getenv(\"LLM_BASE_URL\", None),\n)\n\nagent = Agent(\n    llm=llm,\n    tools=[\n        Tool(name=TerminalTool.name),\n        Tool(name=FileEditorTool.name),\n        Tool(name=TaskTrackerTool.name),\n    ],\n)\n\ncwd = os.getcwd()\nconversation = Conversation(agent=agent, workspace=cwd)\n\nconversation.send_message(\"Write 3 facts about the current project into FACTS.txt.\")\nconversation.run()\nprint(\"All done!\")\n```\n\n## Core classes (`openhands.sdk`)\n\n| Class | Purpose |\n|---|---|\n| [`Agent`](https://docs.openhands.dev/sdk/arch/agent.md) | Reasoning-action loop |\n| [`Condenser`](https://docs.openhands.dev/sdk/arch/condenser.md) | Conversation history compression system |\n| [`Conversation`](https://docs.openhands.dev/sdk/arch/conversation.md) | Conversation orchestration system |\n| [`Event`](https://docs.openhands.dev/sdk/arch/events.md) | Typed event framework |\n| [`LLM`](https://docs.openhands.dev/sdk/arch/llm.md) | Provider-agnostic language model interface |\n| [`SecurityAnalyzer`](https://docs.openhands.dev/sdk/arch/security.md) | Action security analysis and validation |\n| [`Skill`](https://docs.openhands.dev/sdk/arch/skill.md) | Reusable prompt system |\n| [`Tool / ToolDefinition`](https://docs.openhands.dev/sdk/arch/tool-system.md) | Action-observation tool framework |\n| [`Workspace`](https://docs.openhands.dev/sdk/arch/workspace.md) | Execution environment abstraction |\n\n## API reference\n\n[`openhands.sdk.agent`](https://docs.openhands.dev/sdk/api-reference/openhands.sdk.agent.md), [`openhands.sdk.conversation`](https://docs.openhands.dev/sdk/api-reference/openhands.sdk.conversation.md), [`openhands.sdk.event`](https://docs.openhands.dev/sdk/api-reference/openhands.sdk.event.md), [`openhands.sdk.llm`](https://docs.openhands.dev/sdk/api-reference/openhands.sdk.llm.md), [`openhands.sdk.security`](https://docs.openhands.dev/sdk/api-reference/openhands.sdk.security.md), [`openhands.sdk.tool`](https://docs.openhands.dev/sdk/api-reference/openhands.sdk.tool.md), [`openhands.sdk.utils`](https://docs.openhands.dev/sdk/api-reference/openhands.sdk.utils.md), [`openhands.sdk.workspace`](https://docs.openhands.dev/sdk/api-reference/openhands.sdk.workspace.md)\n\n## Guides\n\n- [ACP Agent](https://docs.openhands.dev/sdk/guides/agent-acp.md): Delegate to an ACP-compatible server (Claude Code, Gemini CLI, etc.) instead of calling an LLM directly.\n- [Agent Settings](https://docs.openhands.dev/sdk/guides/agent-settings.md): Configure, serialize, and recreate agents from structured settings.\n- [Agent Skills & Context](https://docs.openhands.dev/sdk/guides/skill.md): Skills add specialized behaviors, domain knowledge, and context-aware triggers to your agent through structured prompts.\n- [API-based Sandbox](https://docs.openhands.dev/sdk/guides/agent-server/api-sandbox.md): Connect to hosted API-based agent server for fully managed infrastructure.\n- [Apptainer Sandbox](https://docs.openhands.dev/sdk/guides/agent-server/apptainer-sandbox.md): Run agent server in rootless Apptainer containers for HPC and shared computing environments.\n- [Ask Agent Questions](https://docs.openhands.dev/sdk/guides/convo-ask-agent.md): Get sidebar replies from the agent during conversation execution without interrupting the main flow.\n- [Assign Reviews](https://docs.openhands.dev/sdk/guides/github-workflows/assign-reviews.md): Automate PR management with intelligent reviewer assignment and workflow notifications using OpenHands Agent\n- [Browser Session Recording](https://docs.openhands.dev/sdk/guides/browser-session-recording.md): Record and replay your agent's browser sessions using rrweb.\n- [Browser Use](https://docs.openhands.dev/sdk/guides/agent-browser-use.md): Enable web browsing and interaction capabilities for your agent.\n- [Context Condenser](https://docs.openhands.dev/sdk/guides/context-condenser.md): Manage agent memory by condensing conversation history to save tokens.\n- [Conversation Goals](https://docs.openhands.dev/sdk/guides/agent-server/conversation-goals.md): Add a resumable goal strategy to a normal agent-server conversation.\n- [Conversation with Async](https://docs.openhands.dev/sdk/guides/convo-async.md): Use async/await for concurrent agent operations and non-blocking execution.\n- [Creating Custom Agent](https://docs.openhands.dev/sdk/guides/agent-custom.md): Learn how to design specialized agents with custom tool sets\n- [Critic (Experimental)](https://docs.openhands.dev/sdk/guides/critic.md): Real-time evaluation of agent actions using an LLM-based critic model, with built-in iterative refinement.\n- [Custom Tools](https://docs.openhands.dev/sdk/guides/custom-tools.md): Tools define what agents can do. The SDK includes built-in tools for common operations and supports creating custom tools for specialized needs.\n- [Custom Tools with Remote Agent Server](https://docs.openhands.dev/sdk/guides/agent-server/custom-tools.md): Learn how to use custom tools with a remote agent server by building a custom base image that includes your tool implementations.\n- [Custom Visualizer](https://docs.openhands.dev/sdk/guides/convo-custom-visualizer.md): Customize conversation visualization by creating custom visualizers or configuring the default visualizer.\n- [Deferred Init (Warm-Pool)](https://docs.openhands.dev/sdk/guides/agent-server/deferred-init.md): Pre-warm agent-server pods before a user is matched, then activate them at runtime with POST /api/init.\n- [Docker Sandbox](https://docs.openhands.dev/sdk/guides/agent-server/docker-sandbox.md): Run agent server in isolated Docker containers for security and reproducibility.\n- [Exception Handling](https://docs.openhands.dev/sdk/guides/llm-error-handling.md): Provider‑agnostic exceptions raised by the SDK and recommended patterns for handling them.\n- [FAQ](https://docs.openhands.dev/sdk/faq.md): Frequently asked questions about the OpenHands SDK\n- [File-Based Agents](https://docs.openhands.dev/sdk/guides/agent-file-based.md): Define specialized sub-agents as simple Markdown files with YAML frontmatter — no Python code required.\n- [Fork a Conversation](https://docs.openhands.dev/sdk/guides/convo-fork.md): Branch off an existing conversation for follow-up exploration without contaminating the original.\n- [Getting Started](https://docs.openhands.dev/sdk/getting-started.md): Install the OpenHands SDK and build AI agents that write software.\n- [Goal Completion Loop](https://docs.openhands.dev/sdk/guides/convo-goal.md): Drive a conversation toward a verifiable objective with a judge-driven, self-continuing completion loop.\n- [GPT-5 Preset (ApplyPatchTool)](https://docs.openhands.dev/sdk/guides/llm-gpt5-preset.md): Use the GPT-5 preset to build an agent that swaps the standard FileEditorTool for ApplyPatchTool.\n- [Hello World](https://docs.openhands.dev/sdk/guides/hello-world.md): The simplest possible OpenHands agent - configure an LLM, create an agent, and complete a task.\n- [Hooks](https://docs.openhands.dev/sdk/guides/hooks.md): Use lifecycle hooks to observe, log, and customize agent execution.\n- [Image Input](https://docs.openhands.dev/sdk/guides/llm-image-input.md): Send images to multimodal agents for vision-based tasks and analysis.\n- [Interactive Terminal](https://docs.openhands.dev/sdk/guides/agent-interactive-terminal.md): Enable agents to interact with terminal applications like ipython, python REPL, and other interactive CLI tools.\n- [Iterative Refinement](https://docs.openhands.dev/sdk/guides/iterative-refinement.md): Implement iterative refinement workflows where agents refine their work based on critique feedback until quality thresholds are met.\n- [LLM Fallback Strategy](https://docs.openhands.dev/sdk/guides/llm-fallback.md): Automatically try alternate LLMs when the primary model fails with a transient error.\n- [LLM Profile Store](https://docs.openhands.dev/sdk/guides/llm-profile-store.md): Save, load, and manage reusable LLM configurations so you never repeat setup code again.\n- [LLM Registry](https://docs.openhands.dev/sdk/guides/llm-registry.md): Dynamically select and configure language models using the LLM registry.\n- [LLM Streaming](https://docs.openhands.dev/sdk/guides/llm-streaming.md): Stream LLM responses token-by-token for real-time display and interactive user experiences.\n- [LLM Subscriptions](https://docs.openhands.dev/sdk/guides/llm-subscriptions.md): Use your ChatGPT Plus/Pro subscription to access Codex models without consuming API credits.\n- [Local Agent Server](https://docs.openhands.dev/sdk/guides/agent-server/local-server.md): Install and run an OpenHands Agent Server on your machine, then connect to it from the SDK.\n- [Metrics Tracking](https://docs.openhands.dev/sdk/guides/metrics.md): Track token usage, costs, and latency metrics for your agents.\n- [Model Context Protocol](https://docs.openhands.dev/sdk/guides/mcp.md): Model Context Protocol (MCP) enables dynamic tool integration from external servers. Agents can discover and use MCP-provided tools automatically.\n- [Model Routing](https://docs.openhands.dev/sdk/guides/llm-routing.md): Route agent's LLM requests to different models.\n- [Observability & Tracing](https://docs.openhands.dev/sdk/guides/observability.md): Enable OpenTelemetry tracing to monitor and debug your agent's execution with tools like Laminar, MLflow, Honeycomb, or any OTLP-compatible backend.\n- [OpenAI-Compatible Endpoint](https://docs.openhands.dev/sdk/guides/agent-server/openai-gateway.md): Call an OpenHands agent-server through the OpenAI Chat Completions protocol.\n- [OpenHands Cloud Workspace](https://docs.openhands.dev/sdk/guides/agent-server/cloud-workspace.md): Connect to OpenHands Cloud for fully managed sandbox environments with optional SaaS credential inheritance.\n- [Overview](https://docs.openhands.dev/sdk/guides/agent-server/overview.md): Run agents on remote servers with isolated workspaces for production deployments.\n- [Parallel Tool Execution](https://docs.openhands.dev/sdk/guides/parallel-tool-execution.md): Execute multiple tools concurrently within a single LLM response to improve throughput for independent operations.\n- [Pause and Resume](https://docs.openhands.dev/sdk/guides/convo-pause-and-resume.md): Pause agent execution, perform operations, and resume without losing state.\n- [Persistence](https://docs.openhands.dev/sdk/guides/convo-persistence.md): Save and restore conversation state for multi-session workflows.\n- [Plugins](https://docs.openhands.dev/sdk/guides/plugins.md): Plugins bundle skills, hooks, MCP servers, agents, and commands into reusable packages that extend agent capabilities.\n- [PR Review](https://docs.openhands.dev/sdk/guides/github-workflows/pr-review.md): Use OpenHands Agent to generate meaningful pull request review\n- [Reasoning](https://docs.openhands.dev/sdk/guides/llm-reasoning.md): Access model reasoning traces from Anthropic extended thinking and OpenAI responses API.\n- [Secret Registry](https://docs.openhands.dev/sdk/guides/secrets.md): Provide environment variables and secrets to agent workspace securely.\n- [Security & Action Confirmation](https://docs.openhands.dev/sdk/guides/security.md): Control agent action execution through confirmation policy and security analyzer.\n- [Send Message While Running](https://docs.openhands.dev/sdk/guides/convo-send-message-while-running.md): Interrupt running agents to provide additional context or corrections.\n- [Software Agent SDK](https://docs.openhands.dev/sdk.md): Build AI agents that write software. A clean, modular SDK with production-ready tools.\n- [Stuck Detector](https://docs.openhands.dev/sdk/guides/agent-stuck-detector.md): Detect and handle stuck agents automatically with timeout mechanisms.\n- [Task Tool Set](https://docs.openhands.dev/sdk/guides/task-tool-set.md): Delegate complex work to specialized sub-agents that run synchronously and return results to the parent agent.\n- [Theory of Mind (TOM) Agent](https://docs.openhands.dev/sdk/guides/agent-tom-agent.md): Enable your agent to understand user intent and preferences through Theory of Mind capabilities, providing personalized guidance based on user modeling.\n- [TODO Management](https://docs.openhands.dev/sdk/guides/github-workflows/todo-management.md): Implement TODOs using OpenHands Agent\n\n## Examples\n\nSource: [`examples/`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples)\n\n### [`01_standalone_sdk/`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/01_standalone_sdk)\n\n- [`01_hello_world.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/01_hello_world.py)\n- [`02_custom_tools.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/02_custom_tools.py)\n- [`03_activate_skill.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/03_activate_skill.py)\n- [`04_confirmation_mode_example.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/04_confirmation_mode_example.py)\n- [`05_use_llm_registry.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/05_use_llm_registry.py)\n- [`06_interactive_terminal_w_reasoning.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/06_interactive_terminal_w_reasoning.py)\n- [`07_mcp_integration.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/07_mcp_integration.py)\n- [`08_mcp_with_oauth.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/08_mcp_with_oauth.py)\n- [`09_pause_example.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/09_pause_example.py)\n- [`10_persistence.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/10_persistence.py)\n- [`11_async.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/11_async.py)\n- [`12_custom_secrets.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/12_custom_secrets.py)\n- [`13_get_llm_metrics.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/13_get_llm_metrics.py)\n- [`14_context_condenser.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/14_context_condenser.py)\n- [`15_browser_use.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/15_browser_use.py)\n- [`16_llm_security_analyzer.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/16_llm_security_analyzer.py)\n- [`17_image_input.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/17_image_input.py)\n- [`18_send_message_while_processing.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/18_send_message_while_processing.py)\n- [`19_llm_routing.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/19_llm_routing.py)\n- [`20_stuck_detector.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/20_stuck_detector.py)\n- [`21_generate_extraneous_conversation_costs.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/21_generate_extraneous_conversation_costs.py)\n- [`22_anthropic_thinking.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/22_anthropic_thinking.py)\n- [`23_responses_reasoning.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/23_responses_reasoning.py)\n- [`24_planning_agent_workflow.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/24_planning_agent_workflow.py)\n- [`25_agent_delegation.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/25_agent_delegation.py)\n- [`26_custom_visualizer.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/26_custom_visualizer.py)\n- [`27_observability_laminar.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/27_observability_laminar.py)\n- [`28_ask_agent_example.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/28_ask_agent_example.py)\n- [`29_llm_streaming.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/29_llm_streaming.py)\n- [`30_tom_agent.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/30_tom_agent.py)\n- [`31_iterative_refinement.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/31_iterative_refinement.py)\n- [`32_configurable_security_policy.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/32_configurable_security_policy.py)\n- [`33_hooks`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/01_standalone_sdk/33_hooks)\n- [`34_critic_example.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/34_critic_example.py)\n- [`35_subscription_login.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/35_subscription_login.py)\n- [`36_event_json_to_openai_messages.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/36_event_json_to_openai_messages.py)\n- [`37_llm_profile_store`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/01_standalone_sdk/37_llm_profile_store)\n- [`38_browser_session_recording.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/38_browser_session_recording.py)\n- [`39_llm_fallback.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/39_llm_fallback.py)\n- [`40_acp_agent_example.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/40_acp_agent_example.py)\n- [`41_task_tool_set.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/41_task_tool_set.py)\n- [`42_file_based_subagents.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/42_file_based_subagents.py)\n- [`44_model_switching_in_convo.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/44_model_switching_in_convo.py)\n- [`45_parallel_tool_execution.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/45_parallel_tool_execution.py)\n- [`46_agent_settings.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/46_agent_settings.py)\n- [`47_defense_in_depth_security.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/47_defense_in_depth_security.py)\n- [`48_conversation_fork.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/48_conversation_fork.py)\n- [`49_switch_llm_tool.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/49_switch_llm_tool.py)\n- [`50_async_cancellation.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/50_async_cancellation.py)\n- [`51_agent_hooks`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/01_standalone_sdk/51_agent_hooks)\n- [`52_dynamic_workflow.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/52_dynamic_workflow.py)\n- [`53_client_defined_tools.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/53_client_defined_tools.py)\n- [`54_goal_completion_loop.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/01_standalone_sdk/54_goal_completion_loop.py)\n\n### [`02_remote_agent_server/`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/02_remote_agent_server)\n\n- [`01_convo_with_local_agent_server.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/01_convo_with_local_agent_server.py)\n- [`02_convo_with_docker_sandboxed_server.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/02_convo_with_docker_sandboxed_server.py)\n- [`03_browser_use_with_docker_sandboxed_server.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/03_browser_use_with_docker_sandboxed_server.py)\n- [`04_convo_with_api_sandboxed_server.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/04_convo_with_api_sandboxed_server.py)\n- [`05_vscode_with_docker_sandboxed_server.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/05_vscode_with_docker_sandboxed_server.py)\n- [`06_custom_tool`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/02_remote_agent_server/06_custom_tool)\n- [`07_convo_with_cloud_workspace.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/07_convo_with_cloud_workspace.py)\n- [`08_convo_with_apptainer_sandboxed_server.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/08_convo_with_apptainer_sandboxed_server.py)\n- [`09_acp_agent_with_remote_runtime.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/09_acp_agent_with_remote_runtime.py)\n- [`10_cloud_workspace_share_credentials.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/10_cloud_workspace_share_credentials.py)\n- [`11_conversation_fork.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/11_conversation_fork.py)\n- [`12_settings_and_secrets_api.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/12_settings_and_secrets_api.py)\n- [`13_workspace_get_llm.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/13_workspace_get_llm.py)\n- [`14_client_defined_tools.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/14_client_defined_tools.py)\n- [`15_openai_compatible_gateway.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/15_openai_compatible_gateway.py)\n- [`16_deferred_init.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/02_remote_agent_server/16_deferred_init.py)\n- [`hook_scripts`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/02_remote_agent_server/hook_scripts)\n- [`scripts`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/02_remote_agent_server/scripts)\n\n### [`03_github_workflows/`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/03_github_workflows)\n\n- [`01_basic_action`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/03_github_workflows/01_basic_action)\n- [`02_pr_review`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/03_github_workflows/02_pr_review)\n- [`03_todo_management`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/03_github_workflows/03_todo_management)\n- [`04_datadog_debugging`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/03_github_workflows/04_datadog_debugging)\n- [`05_posthog_debugging`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/03_github_workflows/05_posthog_debugging)\n\n### [`04_llm_specific_tools/`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/04_llm_specific_tools)\n\n- [`01_gpt5_apply_patch_preset.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/04_llm_specific_tools/01_gpt5_apply_patch_preset.py)\n- [`02_gemini_file_tools.py`](https://github.com/OpenHands/software-agent-sdk/blob/main/examples/04_llm_specific_tools/02_gemini_file_tools.py)\n\n### [`05_skills_and_plugins/`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/05_skills_and_plugins)\n\n- [`01_loading_agentskills`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/05_skills_and_plugins/01_loading_agentskills)\n- [`02_loading_plugins`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/05_skills_and_plugins/02_loading_plugins)\n- [`03_managing_installed_skills`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/05_skills_and_plugins/03_managing_installed_skills)\n- [`04_mixed_marketplace_skills`](https://github.com/OpenHands/software-agent-sdk/tree/main/examples/05_skills_and_plugins/04_mixed_marketplace_skills)"
   },
   {
     "name": "pdflatex",
diff --git a/skills/openhands-sdk/SKILL.md b/skills/openhands-sdk/SKILL.md
index e92ac93b..51f52a29 100644
--- a/skills/openhands-sdk/SKILL.md
+++ b/skills/openhands-sdk/SKILL.md
@@ -131,7 +131,6 @@ print("All done!")
 - [Send Message While Running](https://docs.openhands.dev/sdk/guides/convo-send-message-while-running.md): Interrupt running agents to provide additional context or corrections.
 - [Software Agent SDK](https://docs.openhands.dev/sdk.md): Build AI agents that write software. A clean, modular SDK with production-ready tools.
 - [Stuck Detector](https://docs.openhands.dev/sdk/guides/agent-stuck-detector.md): Detect and handle stuck agents automatically with timeout mechanisms.
-- [Sub-Agent Delegation](https://docs.openhands.dev/sdk/guides/agent-delegation.md): Enable parallel task execution by delegating work to multiple sub-agents that run independently and return consolidated results.
 - [Task Tool Set](https://docs.openhands.dev/sdk/guides/task-tool-set.md): Delegate complex work to specialized sub-agents that run synchronously and return results to the parent agent.
 - [Theory of Mind (TOM) Agent](https://docs.openhands.dev/sdk/guides/agent-tom-agent.md): Enable your agent to understand user intent and preferences through Theory of Mind capabilities, providing personalized guidance based on user modeling.
 - [TODO Management](https://docs.openhands.dev/sdk/guides/github-workflows/todo-management.md): Implement TODOs using OpenHands Agent