Implement Firecrawl webhook event handling for async crawl and batch scrape jobs. Use when setting up webhook endpoints, handling crawl.page/crawl.completed events, or processing async job results in real-time. Trigger with phrases like "firecrawl webhook", "firecrawl events", "firecrawl webhook signature", "handle firecrawl events", "firecrawl notifications".

Upgrade Firecrawl SDK versions and migrate between API versions (v0 to v1/v2). Use when upgrading the SDK, handling breaking changes between versions, or migrating from the old API to the current v2 API. Trigger with phrases like "upgrade firecrawl", "firecrawl migration", "firecrawl v2", "update firecrawl SDK", "firecrawl breaking changes".

Implement Firecrawl scraping policy enforcement: domain blocklists, credit budgets, content filtering, and robots.txt compliance guardrails. Use when setting up scraping policies, enforcing crawl limits, or preventing accidental scraping of prohibited domains. Trigger with phrases like "firecrawl policy", "firecrawl guardrails", "firecrawl domain blocklist", "firecrawl scraping rules", "firecrawl compliance".

Monitor Firecrawl scraping pipelines with metrics, credit tracking, and quality alerts. Use when implementing monitoring for Firecrawl operations, setting up dashboards, or configuring alerting for scrape failures and credit consumption. Trigger with phrases like "firecrawl monitoring", "firecrawl metrics", "firecrawl observability", "monitor firecrawl", "firecrawl alerts".

Optimize Firecrawl costs through crawl limits, format selection, caching, and credit monitoring. Use when analyzing Firecrawl billing, reducing API costs, or implementing credit budget alerts. Trigger with phrases like "firecrawl cost", "firecrawl billing", "reduce firecrawl costs", "firecrawl pricing", "firecrawl credits", "firecrawl budget".

Execute Firecrawl primary workflow: scrape and crawl websites into LLM-ready markdown. Use when scraping single pages, crawling entire sites, or building content ingestion pipelines with Firecrawl's scrapeUrl and crawlUrl methods. Trigger with phrases like "firecrawl scrape", "firecrawl crawl site", "scrape page to markdown", "crawl documentation".

Debug hard-to-diagnose Firecrawl issues with systematic isolation and evidence collection. Use when standard troubleshooting fails, investigating why scrapes return empty content, crawl jobs hang, or webhooks don't fire. Trigger with phrases like "firecrawl hard bug", "firecrawl mystery error", "firecrawl impossible to debug", "firecrawl deep debug", "firecrawl not scraping".

Secure Exa API keys, implement content moderation, and manage domain restrictions. Use when securing API keys, auditing Exa security configuration, or implementing content safety filtering. Trigger with phrases like "exa security", "exa secrets", "secure exa", "exa API key security", "exa content moderation".

Manage Exa API key scoping, team access controls, and domain restrictions. Use when implementing multi-key access control, configuring per-team search limits, or setting up organization-level Exa governance. Trigger with phrases like "exa access control", "exa RBAC", "exa enterprise", "exa team keys", "exa permissions".

Builds Python-based Databricks applications using Dash, Streamlit, Gradio, Flask, FastAPI, or Reflex. Handles OAuth authorization (app and user auth), app resources, SQL warehouse and Lakebase connectivity, model serving integration, foundation model APIs, LLM integration, and deployment. Use when building Python web apps, dashboards, ML demos, or REST APIs for Databricks, or when the user mentions Streamlit, Dash, Gradio, Flask, FastAPI, Reflex, or Databricks app.

Build custom Python data sources for Apache Spark using the PySpark DataSource API — batch and streaming readers/writers for external systems. Use this skill whenever someone wants to connect Spark to an external system (database, API, message queue, custom protocol), build a Spark connector or plugin in Python, implement a DataSourceReader or DataSourceWriter, pull data from or push data to a system via Spark, or work with the PySpark DataSource API in any way. Even if they just say "read from X in Spark" or "write DataFrame to Y" and there's no native connector, this skill applies.

Create and configure Declarative Automation Bundles (formerly Asset Bundles) with best practices for multi-environment deployments (CICD). Use when working with: (1) Creating new DAB projects, (2) Adding resources (dashboards, pipelines, jobs, alerts), (3) Configuring multi-environment deployments, (4) Setting up permissions, (5) Deploying or running bundle resources

Diagnose and resolve common Documenso API errors and issues. Use when encountering Documenso errors, debugging integration issues, or troubleshooting failed operations. Trigger with phrases like "documenso error", "documenso 401", "documenso failed", "fix documenso", "documenso not working".

Plan and execute Deepgram SDK upgrades and model migrations. Use when upgrading SDK versions (v3 to v4 to v5), migrating models (Nova-2 to Nova-3), or planning API version transitions. Trigger: "upgrade deepgram", "deepgram migration", "update deepgram SDK", "deepgram version upgrade", "nova-3 migration".

Design and create AEM Workflow models on AEM as a Cloud Service. Use when creating workflow models via the Workflow Model Editor or content package XML, defining step types (PROCESS, PARTICIPANT, DYNAMIC_PARTICIPANT, OR_SPLIT, AND_SPLIT), configuring step properties, declaring workflow variables, and deploying models through the Cloud Manager pipeline.

Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in (single or multi-account), or reading/injecting/running secrets via op.

Delegate coding tasks to Codex, Claude Code, or Pi agents via background host sessions. Use when: (1) building or creating new features or apps, (2) reviewing PRs (spawn in temp dir), (3) refactoring large codebases, (4) iterative coding that needs file exploration. NOT for: simple one-liner fixes (just edit), reading code (use read tool), thread-bound ACP harness requests in chat (for example spawn or run Codex or Claude Code in a Discord thread; use sessions_spawn with runtime:"acp"), or any work in ~/clawd workspace (never spawn agents here). Requires OpenClaw host tools with exec_command plus write_stdin.

Upgrade Cursor versions, migrate from VS Code, and transfer settings between machines. Triggers on "upgrade cursor", "update cursor", "cursor migration", "cursor new version", "vs code to cursor", "cursor changelog".

Optimize Cursor IDE performance: reduce memory usage, speed up indexing, tune AI features, and manage extensions for large codebases. Triggers on "cursor performance", "cursor slow", "cursor optimization", "cursor memory", "speed up cursor", "cursor lag".

Troubleshoot Cursor codebase indexing: stuck indexing, empty search, @codebase failures, and performance issues. Triggers on "cursor indexing", "cursor index", "@codebase not working", "cursor search broken", "indexing stuck".