Insights from the Trenches

Move OpenClaw API keys out of openclaw.json with SecretRefs (env, file, exec), run secrets audit, configure and apply, and check the three places a clean audit still leaves keys exposed.

Learn how to build, test, and deploy custom Model Context Protocol servers. From stdio transport to production deployment patterns.

Everything you need to know about creating AgentSkills-compatible skills, from SKILL.md format to ClawHub publishing.

The ClawHub skill ecosystem for OpenClaw. This topic page is in progress; meanwhile it links to our guides on skills, plugins, and prompt engineering.

Google Workspace integration for OpenClaw. This topic page is in progress; meanwhile it links to our guides on agent capabilities, CRM, and data-backed agents.

Six event-driven hook patterns for OpenClaw: session memory, command auditing, bootstrap injection, startup automation, and quality validation.

Learn to build custom hooks for OpenClaw. From context injection to output validation and multi-channel synchronization.

Explore the MCP protocol for OpenClaw development. This developer's guide covers implementation, troubleshooting, and best practices.

The Model Context Protocol lets OpenClaw talk to any service. Here is how MCP works, how to set a server up, and why it matters for agent capability.

Multi-channel messaging with OpenClaw. This topic page is in progress; meanwhile it links to our guides on agent capabilities, CRM, and webhook integration.

Learn how to add observability to OpenClaw agents with traces, metrics, and runbooks so you can debug faster and operate with confidence.

How marketing and content teams use OpenClaw to automate research, publishing workflows, and SEO tracking — without writing code.

How solopreneurs use OpenClaw to automate inbox triage, content production, research, and client communication without a team.

A practical guide to OpenClaw TaskFlow for building durable, multi-step agent workflows with automatic recovery, subagent delegation, and flow state management.

Measure, analyze, and optimize agent performance. Tool latency, token usage, caching strategies, and bottleneck identification.

Deploy OpenClaw in production with confidence. Multi-agent orchestration, zero-downtime updates, monitoring, and disaster recovery patterns.

Secure your OpenClaw deployment. Authentication, authorization, secrets management, audit logging, and compliance patterns for production agents.

YouTube production pipelines with OpenClaw. This topic page is in progress; meanwhile it links to our guides on cron patterns and YouTube automation.

After running OpenClaw 24/7 for months, here are the 15 skills that actually earn their place in my toolkit, what they do well, and what falls short.

Browser automation with OpenClaw. This topic page is in progress; meanwhile it links to our published guides on agent capabilities, CRM, and YouTube work.

Create your own OpenClaw MCP server with this complete guide. Learn how to build a custom server and tailor the OpenClaw experience to your needs.

Build custom OpenClaw Minecraft (MCP) servers. This advanced guide walks you through the process. Start building your own MCP server today.

Build custom OpenClaw MCP servers on macOS. This guide helps you create your own server, step-by-step, for maximum control and performance.

Learn how to package, license, and distribute your OpenClaw agents. A practical guide to pricing, delivery, and the business of selling autonomy.

Stop using Opus for everything. Learn to build a routing engine that picks the best model (Sonnet, Flash, Mini) for every task.

2000+ lines of production config from a working OpenClaw agent: channel setup, multi-agent routing, hooks, skills, and the tradeoffs behind each choice.

Set up an OpenClaw MCP server on your macOS machine with this step-by-step guide. Learn how to configure your OpenClaw server quickly and easily.

Understand when to use memory, hooks, and skills in OpenClaw so your agents stay reliable, fast, and easier to maintain.

How OpenClaw session reset works (none, daily, idle, resetByType, resetByChannel), why guides disagree on the default, how dmScope isolates DMs, and the config to set explicitly.

How OpenClaw Docker sandboxing works (mode, scope, workspaceAccess), why setupCommand cannot run under the default network and read-only root, and how to bake an image and canary-test it instead.

How OpenClaw exec approvals combine security, ask and askFallback, why the gateway default runs commands with no prompt, and how to prune the allowlist that allow-always quietly grows.

How to configure primary and fallback models in openclaw.json, why a same-provider fallback fails with the primary, and a five-minute fire drill that proves the chain works.

How to write per-agent tool allow and deny lists in openclaw.json from the tools each agent actually called, and the canary test that proves the policy loaded.

What SOUL.md, AGENTS.md, TOOLS.md, USER.md and MEMORY.md are for, a routing test for every new rule, and how to catch files that contradict each other.

How the OpenClaw heartbeat works, what belongs in HEARTBEAT.md, how to set the interval and active hours, and the line-by-line audit that moves checks to cron.

What to back up in ~/.openclaw, what to leave out, how to snapshot it nightly, and the restore order that moves an OpenClaw agent to a new machine intact.

A diagnostic order for when OpenClaw stops answering: gateway status, openclaw doctor, log tailing, channel probes, config drift, and what doctor --fix changes.

Measure and trim what OpenClaw loads before your first message: bootstrap files, MCP tool schemas, skill lists, memory recall, and compaction.

Upgrade OpenClaw without breaking a running agent: pin versions, snapshot config, canary the new release on one agent, and roll back in under a minute.

Build OpenClaw workflows that survive outages, rate limits, and bad model output: retry budgets, idempotency keys, dead-letter queues, circuit breakers.

Test OpenClaw skills before they break in production: fixture-based cases, golden transcripts, tool-call assertions, and a one-minute CI harness.

How to design, spawn, and coordinate multi-agent workflows in OpenClaw: subagents, session context, delegation patterns, and failure recovery.

Practical strategies to reduce OpenClaw AI costs: model tiering, budget caps, local Ollama fallbacks, prompt caching, and session hygiene.

Step-by-step guide to building multi-agent pipelines in OpenClaw: spawn subagents, coordinate work, pass state, and ship parallel workflows.

Use OpenClaw to automate async standups, status reports, timezone-aware scheduling, and team coordination workflows for remote and distributed teams.

Build an OpenClaw API integration skill with a tested client, skill contract, retries, audit logs, and troubleshooting.

Automated research assistant that searches, fetches, and synthesizes findings into structured briefs

A practical OpenClaw tool integrations workflow for skills, MCP servers, scripts, observability, and troubleshooting.

How to connect OpenClaw to Slack, Discord, and Telegram. Step-by-step setup for chat-based AI agent control with bot tokens, pairing, and allowlists.

Build safe OpenClaw CLI automation with repo-local scripts, verification gates, dry runs, logs, and publish-ready workflows.

Build reliable OpenClaw cron automation with setup, logs, locks, state files, retries, and safe publish gates.

A practical OpenClaw skill troubleshooting guide for routing, config, permissions, cron, and deterministic helper scripts.

Step-by-step guide to building an OpenClaw skill that automates web research and competitive intelligence gathering using MCP servers, hooks, and scheduling.

A practical guide to automating terminal commands, chaining CLI tools, and building shell-based workflows with OpenClaw agent skills and MCP servers.

Complete guide to connecting OpenClaw agents over Tailscale. Secure mesh networking for your AI fleet across Mac Mini, VPS, and mobile devices.

Learn how to design a Slack MCP server for OpenClaw, from tools and auth to safety, testing, and production workflow patterns.

Learn how to configure and use the GitHub MCP server with OpenClaw for issue triage, PR reviews, code search, and safer repo workflows.

Automate customer support with OpenClaw AI agents: ticket triage, FAQ responses, escalation routing, and CSAT tracking—without a help desk subscription.

A practical guide to the best MCP servers for OpenClaw, from GitHub and Filesystem to Postgres, Playwright, Slack, and search.

Learn how to use OpenClaw's browser tooling safely and effectively for navigation, snapshots, automation, logged-in sessions, and debugging.

Learn when to use the GitHub skill in OpenClaw, how it works, and how to structure reliable GitHub issue and PR workflows.

Learn how to build a custom OpenClaw skill to automate your morning routine, from news aggregation to calendar prep and weather checks.

Learn what OpenClaw skills are, how to install them with ClawHub, and how to create your own SKILL.md-driven capability modules.

A practical step-by-step guide to OpenClaw custom skills development, including SKILL.md structure, instructions, installation, and examples.

Learn how the OpenClaw memory system works, when to use each layer, and how to design durable agent context without bloating prompts.

Learn how to build a custom OpenClaw skill to automate Reddit research, monitor subreddits, and extract actionable community insights.

Learn how to automate sitemap generation and indexing for OpenClaw-powered sites using AI agents and the Gateway API.

Learn how to automate your meeting notes and follow-ups with a custom OpenClaw skill using Google Workspace and Slack integrations.

A comprehensive guide to securing your OpenClaw deployment, from SSH hardening and firewall configuration to API key management and safe tool execution.

Learn the core automation patterns for building production-grade OpenClaw agents: hooks, observers, and state-aware loops.

Learn how to build a production-grade trading intelligence skill using OpenClaw and the Finnhub MCP server for real-time market data.

Learn how to connect local LLMs like Llama 3 and DeepSeek to OpenClaw using Ollama, LM Studio, and custom MCP servers.

Learn how to connect any API to OpenClaw using MCP servers. Step-by-step guide for developers to extend agent capabilities rapidly.

Automate manufacturing with OpenClaw AI agents: production scheduling, quality control, supply chain, predictive maintenance, and inventory management.

Automate healthcare workflows with OpenClaw AI agents: patient scheduling, medical records, compliance, telehealth, and clinical decision support.

Automate GitHub workflows with OpenClaw: CI/CD pipelines, issue triage, PR reviews, release management, and team coordination using AI agents.

Automate legal document review, compliance monitoring, contract analysis, and regulatory reporting with OpenClaw. Real-world examples and working code.

Automate email list building, segmentation, newsletter creation, and email sequences with OpenClaw. Guide with real-world examples and working code.

Automate course creation, student tracking, quiz generation, and learning paths with OpenClaw. Real examples and working code for educators and edtech.

Automate task tracking, team coordination, and progress reporting with OpenClaw. Working code for Linear, GitHub Issues, Jira, and more project tools.

Automate personal finance tracking, investment research, expense categorization, and tax preparation with OpenClaw. Real-world examples and working code.

Automate inventory management, order processing, customer support, and analytics for your e-commerce store with OpenClaw. Real-world examples and working code.

Automate social media posting, scheduling, engagement, and analytics with OpenClaw. Complete guide with real-world examples and working code.

Upgrade monitoring with OpenClaw: custom health checks, intelligent alerting, and automated remediation for servers, services, and infrastructure.

Transform your daily workflow with OpenClaw—learn how to automate email triage, calendar management, task tracking, research, and more using AI agents.

Everything included in the OpenClaw Kit: skills, MCP servers, tools, and workflows for AI agent automation. Setup guide and real-world examples.

Automate market research, competitor tracking, and industry analysis with OpenClaw skills and MCP servers. Build a full competitive intelligence pipeline.

Automate lead generation, CRM updates, email sequences, social media, and analytics with OpenClaw. Build custom sales & marketing AI agents in hours.

Transform your DevOps workflow with OpenClaw. Automate server management, monitoring, backups, CI/CD, and infrastructure as code with AI agents.

Use OpenClaw for automated data analysis, visualization, and reporting. Build custom skills for SQL queries, API data collection, and real-time dashboards.

Learn how to use OpenClaw to automate content research, writing, editing, and publishing across blogs, social media, and newsletters.

Learn how to use OpenClaw for robotics automation—from ROS integration and sensor data processing to autonomous task execution and real-time control.

Learn how to build and connect custom MCP servers to OpenClaw. A practical guide to extending your AI agent's reach to any API or database.

Master OpenClaw hooks to build sophisticated event-driven agent workflows. Learn setup, configuration, and advanced automation patterns.

Learn how to build and integrate custom skills and MCP servers for a production-ready OpenClaw AI agent toolkit.

Learn how to build and orchestrate autonomous agents with the OpenClaw AI Agent Toolkit, MCP servers, and custom skills.

Learn how to supercharge your OpenClaw AI agent framework with Model Context Protocol (MCP) servers for real-time tool access.

Learn how to connect any MCP server to OpenClaw. This guide covers installation, configuration, and advanced tool usage for developers.

Learn how to build and connect custom Model Context Protocol (MCP) servers to OpenClaw to extend your agent's capabilities with any API.

Write, test, and deploy custom OpenClaw skills. TypeScript setup, tool registration, parameter validation, error handling, and production patterns.