Auditable compliance bundle: deep-research with citations → signable .docx report → read-only PDF archive → memory note of audit findings.

Convert multi-search-engine JSON to a minimal BibTeX file (@misc{} entries). Demo-only.

OpenSquilla-compatible audio generation adapter for webpage audio requests. Prefer OpenRouter config/API key in OpenSquilla; preserve the upstream CellCog workflow only as optional ClawHub provenance.

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.

Use shell commands or Python libraries to extract PDF text when read_file PDF handler fails

Fallback workflow for extracting text from PDFs when read_file returns binary data

Generate spreadsheet, diagram, and PDF report as a cohesive deliverable set with iteration budgeting per component

Handle LaTeX Unicode errors in pandoc PDF generation by normalizing special characters to ASCII

Fallback from execute_code_sandbox to run_shell when e2b sandbox is unavailable

Handle docx files using shell-based XML extraction and python-docx via run_shell when standard tools fail

Identify and handle pre-execution agent failures occurring before any iterations or tool usage

当面对 2 个以上可以独立进行、无共享状态或顺序依赖的任务时使用

Use when an OpenShell sandbox returns policy_denied, mentions policy.local, or needs a narrow network policy proposal.

Production deployment principles and decision-making. Safe deployment workflows, rollback strategies, and verification. Teaches thinking, not scripts.

Architectural decision-making framework. Requirements analysis, trade-off evaluation, ADR documentation. Use when making architecture decisions or analyzing system design.

API — Headless CMS — 124 abstractions. Entry, model, and group event handlers and use cases.

YouTube operations through gog.

Read-only weekly digest across Google Calendar, Gmail, and Tasks with gog.

Use the Crabbox wrapper for OpenClaw remote validation across Linux, macOS, Windows, and WSL2, including delegated Blacksmith Testbox proof. Report the actual provider and id.

通过自媒体平台按搜集策略探索潜在客户——策略 A 分析帖子发布者画像，策略 B 从评论区挖掘潜客。