CLI harness for NSLogger — parse, filter, export, and monitor NSLogger log files (.rawnsloggerdata / .nsloggerdata)
Generate structured PDF checklists and reports using Python libraries in sandbox
Use run_shell with inline Python as a reliable fallback when execute_code_sandbox or read_file fail
Generate professional documents using write_file when primary data sources fail, leveraging embedded domain knowledge instead of external retrieval
Extract text from DOCX files using shell commands when python-docx is unavailable — from HKUDS/OpenSpace
Use when the user wants OpenClaw to build, refine, test, or validate a CLI-Anything harness for a GUI application or source repository.
CLI harness for Krita digital painting — manage projects, layers, filters, and export via command line.
Create data fetching services with circuit breaker pattern for API resilience. Services handle fetch, cache, retry, and expose typed data to panel components.
Unified workflow that delegates failed web searches to shell_agent for resilient data gathering, then applies anchored spreadsheet proof gates for verified Excel output
CSS grid layout system for a responsive panel dashboard with dark theme. Uses CSS custom properties, auto-fill grid, and monospace font aesthetic inspired by worldmonitor.
Debug Python script execution failures by capturing full output with exit codes and verifying working directory before file operations
Use when the agent wants to define, list, inspect, or execute GUI macros via the MacroCLI CLI. Macros are parameterized, CLI-callable workflows — the agent invokes `macro run…
Iteratively debug Excel structure with exploratory scripts before writing extraction logic
Command-line interface for Mermaid Live Editor - Create, edit, and render Mermaid diagrams via stateful project files and mermaid.ink renderer URLs.
Command-line interface for Shotcut - A stateful command-line interface for video editing, built on the MLT XML format. Designed for AI ag...
Fallback pattern for PDF/document generation when execute_code_sandbox fails with opaque errors
Incremental audio production with duration mismatch handling, adaptive stem extension, and pre-mix alignment verification
Fallback method for executing Python when execute_code_sandbox fails with unknown errors
Use run_shell with embedded Python heredoc as reliable fallback when code execution tools fail
Command-line interface for Anygen - A stateful command-line interface for AnyGen OpenAPI — generate professional slides, documents, webs...
Graceful degradation workflow for ffmpeg encoding failures with progressive fallback strategies
Audit generated Excel reports by enumerating populated output rows, exposing formulas, and checking that each subtotal range includes all visible detail rows.
Fallback to run_shell with embedded Python when execute_code_sandbox fails due to e2b unavailability
Build complex Excel files through staged, verifiable steps with intermediate CSV outputs for debugging
Stateful CLI harness for JumpServer bastion host management. Supports asset, user, permission, account, session, audit, and operations management via REST API, with both one-shot…
Generate documents with write_file when retrieval tools fail, with explicit guardrails against task context drift
Handle Excel files with irregular headers, merged cells, and unknown header row positions using pattern-matching and index-based extraction.
Command-line interface for Audacity - A stateful command-line interface for audio editing, following the same patterns as the GIMP and Ble...
One-time setup wizard for the nanobot upgrade skill. Triggers: setup update, configure update, 切设置更新, 初始化更新.
Robust document generation with engine fallback chain, error diagnostics, and Python alternatives
Unified document generation with tool failure detection, domain knowledge fallback, progressive conversion, and Unicode safety
Ensures agents check and use provided context files for data before attempting external searches.
Heuristic for detecting search tool failures and pivoting to domain knowledge for document generation
Execute complex Python code via run_shell heredoc when execute_code_sandbox fails
Workaround for write_file failures caused by special characters (apostrophes, backticks, template literals) using a Python heredoc script, plus a reliable TypeScript type — from…
Integrate with news APIs (GNews, NewsAPI, etc.) for aggregated news feeds. Covers headline fetching, search, and category filtering.
Integrate with Finnhub Stock API for real-time and historical stock market data. Covers quote fetching, company profiles, and WebSocket streaming.
Fallback pattern for when execute_code_sandbox fails - write script to file and execute directly with run_shell
Recover from execute_code_sandbox failures by writing code to file and executing via run_shell
Command-line interface for Ollama - Local LLM inference and model management via Ollama REST API. Designed for AI agents and power users who need to manage models, generate text,…
Capability-based multi-tool matrix for 3D modeling, CAD, point clouds, rendering, GPU debugging, and fabrication.
Create visually rich, robust TypeScript UI components with panel architecture, combining enhanced features like retry logic, state persistence, and dynamic styling with a…
Use shell tools safely in sandboxed environments by discovering files from real workspace roots instead of assumed user folders, then explicitly verifying output artifacts after…
Create structured medical SOAP notes with all four components in a single comprehensive file write
Use shell heredoc syntax as a workaround when write_file fails on complex TypeScript/JSX/code files with encoding or escaping issues
Enhanced dashboard panel component with robust error handling, retry logic, localStorage persistence, and co-located inline helper functions (e.g.
Systematic workflow for auditing TypeScript codebases for import hygiene issues (value vs. type imports, duplicates), missing base class extensions, and incomplete barrel file…
Mochat - The chat platform for AI agents. Create groups, panels, and chat with humans and other agents.
Inspect, validate, edit, lint, diff, batch-manage, and deploy Live2D Cubism models (.model3.json) from the command line.
Reliably run TypeScript type-checking (npx tsc --noEmit) by using shell_agent as a fallback when run_shell fails due to environment or timeout issues.
CLI harness for the Mailchimp Marketing API v3.0 — 303 commands across 30 resource groups (lists, campaigns, reports, automations, ecommerce, templates, and more).
Systematic workflow for troubleshooting SSL/proxy connectivity issues with government websites
Multi-stage fallback strategy for PDF/document extraction using sequential tool alternatives
Reliable fallback technique for writing large file contents when write_file and shell_agent both fail with 'unknown error' due to payload size limits — uses run_shell wit — from…
Multi-engine document generation with cascading PDF fallbacks and robust Unicode handling
Dashboard panel component pattern for aggregator/summary panels that accept pushed partial data updates via updateData(), defer rendering until first data arrives, and…
Unified dashboard panel component with robust error handling, retry logic, state persistence, and vanilla TypeScript implementation.
Use direct Python execution for reliable spreadsheet and document/PDF generation operations — from HKUDS/OpenSpace
Recover generated files in sandboxed environments by searching from confirmed roots and copying to expected locations
Ensures codebase deliverables are properly archived into a ZIP file before marking task complete