OpenSpace

Delegate complex tasks to shell_agent when direct tool execution fails, leveraging autonomous error recovery and library selection

Leverage shell_agent for autonomous file creation and modification with automatic tool selection and error recovery

Delegate file generation to shell_agent when direct tools fail, with systematic file location and retrieval

Generate documents via shell commands and locate nested outputs using find.

Systematic workflow for diagnosing and resolving unknown errors from run_shell commands

Use run_shell with embedded Python heredoc as reliable fallback when code execution tools fail

Execute complex Python code via run_shell heredoc when execute_code_sandbox fails

Search reusable OpenSpace skills locally, and browse cloud packages step by step when a cloud skill may help. Reusing proven skills saves tokens, improves reliability, and extends your capabilities beyond built-in tools.

Create structured medical SOAP notes with all four components in a single comprehensive file write

Create structured medical SOAP notes by writing comprehensive content to a file in one iteration

Safely update Excel workbooks by first locating candidate files, verifying workbook structure before editing, and running post-write validation against required sheets, populated columns, and sample counts.

Create or edit Excel workbooks with openpyxl-specific pitfall handling, anchored preflight audit, and deterministic post-write proof that every criterion is satisfied

Use direct Python execution for reliable spreadsheet operations instead of shell_agent

Use a deterministic Python/openpyxl inspection pass to verify workbook structure, counts, marked rows, and output-file existence when delegated spreadsheet summaries seem inconsistent.

Edit Excel workbooks only after anchored preflight audit, then require deterministic Python/openpyxl post-write proof that every requested criterion is satisfied or explicitly reconciled before finalizing.

Execute Python scripts from files for reliable spreadsheet operations, avoiding heredoc issues with shell_agent

Execute Python scripts for spreadsheet operations with mandatory source data validation and fallback protocols

Create and modify Excel workbooks with mandatory deterministic Python verification of workbook structure, required sheets, populated columns, and sample counts before reporting completion.

Execute Python scripts for spreadsheets with prerequisite data validation and source accessibility checks

Systematic debugging workflow for SSL/proxy connectivity issues with government and institutional websites