Openclaw Optimizer

OpenClaw Optimizer

Aligned with: OpenClaw v2026.3.8 | Skill v1.19.0 | Updated: 2026-03-09 | CLI-first advisor

Optimize and troubleshoot OpenClaw workspaces: cost-aware routing, provider configuration, context discipline, lean automation, multi-agent architectures, and error resolution.

Reference files (load when needed):

• references/providers.md — all 40+ providers, custom provider schema, failover config
• references/troubleshooting.md — full error reference, 7 failure categories, GitHub issue workarounds
• references/cli-reference.md — complete CLI command reference
• references/identity-optimizer.md — agent identity/personality audit checklist, file roles, walkthrough workflow

Version Awareness

This skill tracks OpenClaw releases via two mechanisms:

1. GitHub Actions — daily workflow checks for new releases, opens an issue on drift, auto-closes when resolved
2. Runtime check — lightweight cached version comparison at session start

Runtime Check (once per session)

python3 ~/.claude/skills/openclaw-optimizer/scripts/version-check.py --status

• CURRENT → note the version and proceed.
• STALE → inform the user: "OpenClaw v<new> is available (skill is at v<current>). Run update-skill.sh to review what changed."
• UNCHECKED → note "Version check unavailable (offline)" and proceed.

Update Workflow (user-initiated, never automatic)

# Show drift report, changelog, and affected sections
bash ~/.claude/skills/openclaw-optimizer/scripts/update-skill.sh

# After updating content in SKILL.md and references/:
bash ~/.claude/skills/openclaw-optimizer/scripts/update-skill.sh --apply    # bump versions
bash ~/.claude/skills/openclaw-optimizer/scripts/update-skill.sh --commit   # bump + commit + push

Updates are deliberate — this skill never auto-modifies its own content or pushes to git without explicit user action.

Quick Start (copy/paste prompts)

Full audit (safe, no changes):

Audit my OpenClaw setup for cost, reliability, and context bloat. Prioritized plan with rollback. Do NOT apply changes.

Troubleshoot a specific problem:

[Describe your symptom or paste the error message]. Diagnose it and give me the exact fix.

Add or configure a provider:

Add [provider name] as a model provider. Walk me through the CLI steps and show me the exact config before applying.

Model routing optimization:

Propose a tiered routing plan: cheap for heartbeats/cron, mid for daily tasks, premium for coding/reasoning. Exact config + rollback. Do NOT apply.

Silent cron job:

Create a cron job that runs [task] every [interval]. Isolated session, NO_REPLY on nothing-to-do. Show me the command first.

Audit agent personality & identity:

Audit my agent's personality and identity files. Check for conflicts, bloat, and bad practices. Walk me through improvements.

Safety Contract (non-negotiable)

• This skill is advisory by default — not an autonomous control-plane.
• Never mutate config (config.apply, config.patch), cron jobs, or persistent settings without explicit user approval.
• Before any approved change: show (1) exact CLI command or config patch, (2) expected impact, (3) rollback command.
• If an optimization reduces monitoring coverage, present Options A/B/C and require the user to choose.

Backup Strategy

Four backup layers exist — don't stack manual backups on top unnecessarily:

Rule: For routine CLI changes (model swaps, cron edits, config sets), do NOT create manual backups. The CLI .bak + nightly GitHub backup are sufficient. Only create a manual backup when: (1) upgrading OpenClaw versions, (2) editing multiple config files simultaneously (identity audits), or (3) editing JSON directly without the CLI. For upgrades, prefer openclaw backup create over manual copies.

1. Model Providers

40+ providers supported. For full docs (auth commands, config schemas, all model names, custom provider setup): read references/providers.md

Quick lookup — slug, auth env, primary model format:

WARNING — Provider Bans (Mar 2026):

Google: Actively cracking down on Gemini CLI OAuth and AntiGravity access through third-party tools. Accounts are being banned or rate-limited without warning or refunds. Use API key auth (google provider) instead of OAuth (google-gemini-cli / google-antigravity). Production API keys: 150-300 RPM, no ban risk. See GitHub Issue #14203.

Anthropic: Has banned users linking flat-rate Claude Code subscription tokens to OpenClaw. Using Claude Code OAuth tokens directly in OpenClaw may trigger account suspension. However, using Claude Code through the Agent SDK / ACP dispatch (where OpenClaw spawns Claude Code as a sub-agent via the ACP protocol) is the supported pattern and should not cause issues — this is how OpenClaw's built-in acp integration works.

General: Always prefer pay-per-token API keys over subscription OAuth for third-party tool integrations. Subscription-based OAuth through third-party tools violates most providers' ToS except OpenAI, which explicitly permits Codex OAuth in third-party tools.

| Mistral | mistral | MISTRAL_API_KEY | mistral/mistral-large-latest | | Groq | groq | GROQ_API_KEY | groq/<model-id> | | xAI | xai | XAI_API_KEY | xai/grok-code-fast-1 | | OpenRouter | openrouter | OPENROUTER_API_KEY | openrouter/anthropic/claude-sonnet-4-5 | | Bedrock | amazon-bedrock | AWS env chain | amazon-bedrock/us.anthropic.claude-opus-4-6-v1:0 | | Kilo Gateway | kilocode | KILOCODE_API_KEY | kilocode/anthropic/claude-opus-4.6 | | Moonshot/Kimi | moonshot | MOONSHOT_API_KEY | moonshot/kimi-k2.5 | | Kimi Coding | kimi-coding | KIMI_API_KEY | kimi-coding/k2p5 | | Z.AI / GLM | zai | ZAI_API_KEY | zai/glm-5 | | MiniMax | minimax | MINIMAX_API_KEY | minimax/MiniMax-M2.5-highspeed | | MiniMax VL-01 | minimax-portal | MINIMAX_API_KEY | minimax-portal/MiniMax-VL-01 | | Venice AI | venice | VENICE_API_KEY | venice/kimi-k2-5 | | Hugging Face | huggingface | HF_TOKEN | huggingface/deepseek-ai/DeepSeek-R1 | | Synthetic | synthetic | SYNTHETIC_API_KEY | synthetic/hf:MiniMaxAI/MiniMax-M2.1 | | Together AI | together | TOGETHER_API_KEY | together/moonshotai/Kimi-K2.5 | | Cerebras | cerebras | CEREBRAS_API_KEY | cerebras/zai-glm-4.7 | | Ollama (local) | ollama | OLLAMA_API_KEY (any) | ollama/llama3.3 | | vLLM (local) | vllm | VLLM_API_KEY (any) | vllm/<model-id> |

Add a provider (API key):

openclaw onboard --auth-choice <provider>-api-key
openclaw models auth login --provider <slug>
openclaw models set <provider/model>

Add a provider (OAuth / subscription):

openclaw onboard --auth-choice openai-codex    # ChatGPT subscription
openclaw models auth login --provider openai-codex
openclaw models set openai-codex/gpt-5.4

OAuth Providers (Subscription-Based Access)

Some providers offer OAuth authentication tied to a consumer subscription (e.g., ChatGPT Plus/Pro) instead of — or in addition to — a pay-per-token API key. OpenClaw supports these via device-flow OAuth.

Currently supported OAuth providers:

OpenAI Codex setup (full walkthrough):

# 1. Authenticate (opens browser for ChatGPT sign-in)
openclaw models auth login --provider openai-codex
# → Prints a URL. Open it in a browser, sign in to ChatGPT, paste redirect URL back.

# 3. Verify auth
openclaw models status --probe --probe-provider openai-codex

# 4. Set as primary OR add to fallback chain
openclaw models set openai-codex/gpt-5.4                # as primary
openclaw models fallbacks add openai-codex/gpt-5.4      # or as fallback

# 5. Restart gateway
launchctl kickstart -k gui/$(id -u)/ai.openclaw.gateway  # macOS LaunchAgent

Headless / SSH gateway: The OAuth flow prints a URL. Open it in any browser (doesn't need to be on the gateway machine), complete sign-in, then paste the redirect URL back into the SSH terminal. Alternatively, complete OAuth on a machine with a browser and copy ~/.openclaw/credentials/oauth.json to the gateway.

Available Codex models:

Usage limits (per 5-hour window):

• Plus ($20/mo): 30–150 messages
• Pro ($200/mo): 300–1,500 messages
• Extra credits purchasable when limits are hit

Gotchas:

• No embeddings. Codex OAuth does NOT grant access to OpenAI embeddings. You still need a separate OPENAI_API_KEY for text-embedding-3-small etc.
• Token refresh is automatic — active sessions continue without re-login. Credentials stored in ~/.openclaw/credentials/oauth.json.
• Don't use both Codex CLI and OpenClaw simultaneously — some providers invalidate older refresh tokens when a new one is issued. Logging in via one tool can log you out of the other.
• "Model not supported" errors — some users report this with gpt-5.3-codex on certain accounts. Fall back to gpt-5.2-codex if this happens.
• Dual-config registration required (Issue #13189): The built-in catalog uses wrong API type (openai-completions) for gpt-5.3-codex. Must register manually in both models.json (API type: openai-codex-responses) AND openclaw.json (API type: openai-responses — openai-codex-responses is only valid in models.json per schema). v2026.2.26 includes a schema fix — verify with openclaw models status --probe after upgrade.
• Community context (Feb 2026): After Anthropic and Google updated their ToS to block subscription-based OAuth in third-party tools, the OpenClaw community migrated heavily to openai-codex. OpenAI explicitly permits Codex OAuth in third-party tools, though fair-use limits still apply.

Provider Removal Checklist

Removing a provider requires cleaning 6 locations — config unset alone is not enough:

1. models.providers.<slug> in openclaw.json — openclaw config unset models.providers.<slug>
2. auth.profiles.<slug>:* in openclaw.json — must edit JSON directly (colons in keys break config unset)
3. profiles dict in ~/.openclaw/agents/main/agent/auth-profiles.json — edit with python3/jq
4. agents.defaults.models.<provider/model> aliases in openclaw.json — openclaw config unset each alias
5. plugins.entries.<slug>-auth in openclaw.json — openclaw config unset plugins.entries.<slug>-auth
6. lastGood.<slug> and usageStats.<slug>:* in auth-profiles.json — edit directly

For providers with LaunchAgent env vars (Ollama, etc.), also clean: 7. launchctl unsetenv <KEY> — session-level env persists independently of plist 8. PlistBuddy delete from ~/Library/LaunchAgents/ai.openclaw.gateway.plist 9. launchctl bootout + launchctl bootstrap to pick up the clean plist (kickstart alone doesn't reload env from plist)

Known CLI limitation: openclaw config unset cannot handle colons in config keys (e.g., auth.profiles.google-gemini-cli:email@gmail.com). The parser treats colons as path separators. Edit the JSON file directly for these entries.

Ollama for memory embeddings (v2026.3.2+):

openclaw config set memorySearch.provider ollama
openclaw config set memorySearch.fallback ollama

Runs memory search embeddings locally — no external API calls. Honors models.providers.ollama settings.

Custom OpenAI-compatible provider (LM Studio, LiteLLM, etc.): See references/providers.md

2. Model Routing Strategy

Tiered Routing (50–95% cost reduction)

Model preference by task:

Key rules:

• Never switch models mid-conversation — destroys Anthropic prompt cache
• Use anthropic direct (not through proxies) to preserve caching for Opus/Sonnet
• Switch only at session boundaries (/new)

Built-in Model Aliases (v2026.3.7+)

Thinking Levels (v2026.3.1+)

openclaw config set agents.defaults.thinkingDefault adaptive    # recommended for Claude 4.6
openclaw config set agents.defaults.thinkingDefault minimal     # cost-saver for routine workloads

In-chat: /think low · /think adaptive · /think off

Per-Agent Config

openclaw models set anthropic/claude-opus-4-6           # set global primary
openclaw config set agents.defaults.model.primary anthropic/claude-opus-4-6
openclaw models fallbacks add openrouter/anthropic/claude-sonnet-4-5

{
  agents: {
    list: [
      { id: "main", model: "anthropic/claude-opus-4-6", heartbeat: { every: "30m" } },
      { id: "ops",  model: { primary: "anthropic/claude-sonnet-4-5", fallbacks: ["zai/glm-5"] },
        tools: { profile: "minimal" } },
    ],
    defaults: {
      model: { primary: "anthropic/claude-opus-4-6", fallbacks: ["minimax/MiniMax-M2.5-highspeed"] },
      thinkingDefault: "adaptive",
      timeoutSeconds: 600,
      contextTokens: 200000,
      maxConcurrent: 3,
      params: { cacheRetention: "long" },
    },
  },
}

In-chat model switch (no restart): /model list → /model anthropic/claude-sonnet-4-5

Session Pruning (v2026.3.1+)

Automatically trims stale tool results from conversation history to preserve cache and reclaim context:

{
  agents: { defaults: { contextPruning: {
    mode: "cache-ttl",        // "off" (default) | "cache-ttl"
    ttl: "5m",
    keepLastAssistants: 3,
    softTrim: { maxChars: 4000, headChars: 1500, tailChars: 1500 },
    hardClear: { enabled: true },
  } } },
}

Anthropic smart defaults auto-enable cache-ttl pruning when using API key auth with heartbeat enabled.

3. Context Management

What burns tokens: System prompt (5–10K tokens/call) + bootstrap files + conversation history. Bootstrap files injected on every turn (source: docs.openclaw.ai/concepts/system-prompt): AGENTS.md, SOUL.md, TOOLS.md, IDENTITY.md, USER.md, HEARTBEAT.md, BOOTSTRAP.md (first-run only), plus MEMORY.md and/or memory.md when present. Daily memory/*.md files are NOT auto-injected (on-demand via memory tools). Bootstrap cap: 150K chars total, 20K per file (both configurable).

MEMORY.md warning (from docs): "Keep them concise — especially MEMORY.md, which can grow over time and lead to unexpectedly high context usage and more frequent compaction." MEMORY.md is the most common source of bootstrap bloat. Unlike AGENTS.md or SOUL.md which users actively edit, MEMORY.md tends to grow unchecked as the agent appends to it.

Check context: /status · /context list · /context detail · /usage tokens · /usage cost

Prompt Modes

Light Bootstrap (v2026.3.1+)

Skip all workspace bootstrap files for automated runs:

openclaw cron add --light-context --cron "*/30 * * * *" --message "Quick check"

{
  agents: { defaults: { heartbeat: {
    lightContext: true,     // only loads HEARTBEAT.md, skips all other bootstrap files
  } } },
}

Massive token savings for heartbeats and cron — eliminates 5-10K tokens/call of bootstrap overhead.

Bootstrap Truncation Warning (v2026.3.7+)

openclaw config set agents.defaults.bootstrapPromptTruncationWarning once   # off | once | always

When a bootstrap file exceeds bootstrapMaxChars (default 20K), the agent receives a warning. Set to always during identity audits to catch truncated files.

Compaction Config

# Manual: /compact [focus instructions]
# Auto: triggers near context limit — count visible in /status

openclaw config set agents.defaults.compaction.mode safeguard
openclaw config set agents.defaults.compaction.reserveTokensFloor 32000
openclaw config set agents.defaults.contextTokens 100000
openclaw config set agents.defaults.compaction.model google/gemini-3-flash-preview   # cheaper compaction (v2026.3.7+)
openclaw config set agents.defaults.compaction.recentTurnsPreserve 4                 # quality-guard (v2026.3.7+)

{
  agents: { defaults: { compaction: {
    mode: "safeguard",
    model: "google/gemini-3-flash-preview",    // route compaction through a cheaper model
    reserveTokensFloor: 32000,
    recentTurnsPreserve: 4,                    // keep last N turns intact during compaction
    postCompactionSections: ["Session Startup", "Red Lines"],  // AGENTS.md sections re-injected after compaction
    memoryFlush: {
      enabled: true,
      prompt: "Write lasting notes to memory/YYYY-MM-DD.md; reply NO_REPLY if nothing to store.",
    },
  }, contextTokens: 100000 } },
}

Known bug — memory flush threshold gap (Issue #25880): Set reserveTokensFloor equal to reserveTokens (both 62500) to fix compaction firing before flush completes.

Known bug — compaction timeout (Issue #38233): Both /compact and auto compaction can timeout at ~300s with openai-codex/gpt-5.3-codex, freezing the session. Fix: override compaction model to google/gemini-3-flash-preview with thinking: "off". Tune: maxHistoryShare: 0.6, reserveTokensFloor: 40000, maxAttempts: 3.

Context Engine Plugin (v2026.3.7+)

Replace the built-in context assembly pipeline with a custom plugin:

{
  plugins: { slots: { contextEngine: "lossless-claw" } },   // default: "legacy" (built-in)
}

Context Engine plugins get full lifecycle hooks: bootstrap, ingest, assemble, compact, afterTurn, prepareSubagentSpawn, onSubagentEnded. This enables alternative context management strategies (lossless context, semantic chunking, etc.) without modifying OpenClaw core.

Bootstrap File Size Targets (optimization recommendations)

These are optimization targets for keeping context lean, not hard limits. All files are subject to bootstrapMaxChars (default 20K) and bootstrapTotalMaxChars (default 150K).

Critical: MEMORY.md is auto-injected on every turn in main sessions, NOT loaded on-demand. It burns tokens continuously. Keep it as small as possible with only curated facts. Operational protocols belong in AGENTS.md. Tool notes belong in TOOLS.md.

Bootstrap Content Placement (What Goes Where)

Users commonly dump all content into SOUL.md because it feels like "who the agent is." This bloats the file (burns tokens every turn) and confuses lighter models that can't prioritize across a noisy instruction set. Place content in the correct file:

Cross-file duplication burns tokens silently. If the same protocol appears in both SOUL.md and AGENTS.md, it's injected twice on every turn. Deduplicate aggressively — pick one canonical location.

Stale model references are silent saboteurs. When you change models via CLI (openclaw models set), update any AGENTS.md sections that reference specific model names (e.g., Model Selection, Sub-Agent defaults). The agent follows bootstrap instructions and may try to use models that are no longer configured.

Persistence stack: SOUL.md → AGENTS.md → TOOLS.md → IDENTITY.md → USER.md → MEMORY.md (all auto-injected in main sessions) → memory/YYYY-MM-DD.md (on-demand via memory tools) → conversation-state.md → ACTIVE-TASK.md

Session Maintenance

openclaw config set session.maintenance.mode enforce
openclaw config set session.maintenance.maxDiskBytes 500mb
openclaw sessions cleanup --dry-run      # preview
openclaw sessions cleanup --enforce     # apply
openclaw sessions cleanup --fix-missing # prune store entries whose transcript files are missing (v2026.2.26+)

4. Cron & Automation

Cron Job Schema (key fields)

{
  "jobId": "daily-brief", "name": "Morning Briefing", "enabled": true,
  "agentId": "main",
  "schedule": { "kind": "cron", "expr": "0 8 * * *", "tz": "America/New_York" },
  "sessionTarget": "isolated",
  "payload": { "kind": "agentTurn", "message": "Morning briefing.", "model": "anthropic/claude-sonnet-4-5", "timeoutSeconds": 300 },
  "delivery": { "mode": "announce", "channel": "telegram", "to": "<user-id>" },
  "lightContext": true
}

sessionTarget: "isolated" (recommended — fresh session) | "main" (injects as systemEvent) payload.kind: "agentTurn" (isolated) | "systemEvent" (main session) delivery.mode: "announce" | "webhook" | "none" lightContext: true skips all workspace bootstrap files — massive token savings for automated runs (v2026.3.1+)

CLI

openclaw cron add --cron "0 9 * * *" --message "Daily report" --agent main --announce --channel slack --to "channel:CXXX"
openclaw cron add --cron "0 9 * * *" --message "Quick check" --light-context   # skip bootstrap files
openclaw cron add --at "2026-03-01T08:00:00" --message "One-time task" --keep-after-run
openclaw cron add --cron "0 9 * * *" --exact                                   # no stagger jitter
openclaw cron run <job-id>          # test immediately (--force bypasses not-due)
openclaw cron list / status / runs
openclaw cron edit <job-id> [flags] # patch fields: --cron, --message, --model, --name, --tz, etc.
openclaw cron enable/disable <job-id>
openclaw cron rm <job-id>
openclaw config set cron.sessionRetention 24h
openclaw config set cron.maxConcurrentRuns 1   # circuit breaker

Cron Defer-While-Active (v2026.3.7+)

Skip main-session cron jobs when the user is actively chatting:

openclaw config set cron.deferWhileActive.quietMs 300000   # defer if user active within last 5 minutes

Prevents cron jobs from interrupting active conversations. Only affects sessionTarget: "main" jobs; isolated jobs always run.

Cron Restart Staggering (v2026.3.8+)

On gateway startup, missed cron jobs are staggered to prevent gateway starvation. Top-of-hour cron expressions get up to 5 minutes of deterministic stagger. Use --exact or schedule.staggerMs: 0 to disable.

Silent Patterns

NO_REPLY — agent outputs this literal string when nothing to report; system suppresses delivery entirely. HEARTBEAT_OK — heartbeat token; reply ≤300 chars after stripping it → silently dropped.

{
  agents: { defaults: { heartbeat: {
    every: "30m",
    target: "last",
    ackMaxChars: 300,
    directPolicy: "allow",
    lightContext: false,        // set true to skip bootstrap files (v2026.3.1+)
    activeHours: { start: "08:00", end: "22:00", timezone: "America/New_York" },
  } } },
}

v2026.2.25 BREAKING: The heartbeat DM toggle was replaced with directPolicy. Default is now allow. If you had DMs blocked in v2026.2.24, explicitly set agents.defaults.heartbeat.directPolicy: "block" (or per-agent via agents.list[].heartbeat.directPolicy).

Cost trap: 5-minute heartbeat loading full MEMORY.md = ~2.9M tokens/day. Keep heartbeat context minimal — use lightContext: true or extend intervals.

Redundant cron jobs: The built-in openclaw memory indexes sessions natively. Custom session archiver cron jobs that convert .jsonl to markdown for a separate RAG database are likely redundant. Check whether any cron job feeds a custom system that duplicates built-in functionality before assuming it's needed.

Known bugs: Cron current-day skip (Issue #25902) — restart the gateway with launchctl kickstart -k gui/$(id -u)/ai.openclaw.gateway to recompute (do NOT use openclaw gateway restart — it causes duplicate processes; see Section 10). Cron announce → Telegram failure (Issue #25906) — switch to directMessage mode.

v2026.2.25 fixes: Cron model override failures now auto-recover — if an isolated job's payload.model is no longer allowlisted, it gracefully falls back to the default model instead of failing the job. Cron announce duplicate sends are also fixed (duplicate guard tracks attempted vs confirmed delivery). Multi-account cron routing now properly honors delivery.accountId.

5. Skills & Plugins

metadata.openclaw.requires — gates skill visibility:

metadata:
  openclaw:
    requires:
      bins: ["ffmpeg"]          # ALL must exist on PATH
      anyBins: ["gh", "hub"]    # AT LEAST ONE must exist
      env: ["GITHUB_TOKEN"]     # env vars that must be set
      config: ["browser.enabled"]
    os: ["darwin", "linux"]

disable-model-invocation: true — removes skill from model's tool list; user can still invoke manually. Use for high-impact or security-sensitive skills.

Skills directory: ~/.openclaw/workspace/skills/ — this is the filesystem path where all skills are stored. Each skill lives in its own subdirectory (e.g., ~/.openclaw/workspace/skills/my-skill/SKILL.md). When manually installing or copying skills, always use this path — not ~/.openclaw/skills/.

ClawHub:

npx clawhub install <slug>       # install
clawhub update --all             # update all
openclaw skills list --eligible  # what's loaded
openclaw skills check            # validate requirements

Security: Before installing any skill, read its SKILL.md manually. Community scans found 341+ malicious skills (reverse shells, credential exfiltration, Atomic Stealer, crypto miners). New accounts with popular skills = red flag. The #1 most-downloaded ClawHub skill was confirmed malware.

Session watcher: Skills snapshot at session start. If skills.load.watch is disabled, start a new session after installing.

Plugin Slots (v2026.3.7+)

{
  plugins: {
    slots: {
      contextEngine: "legacy",       // or custom plugin id (e.g., "lossless-claw")
      memory: "memory-core",         // or "none" to disable memory entirely
    },
    entries: {
      "<plugin-id>": {
        enabled: true,
        hooks: { allowPromptInjection: false },   // block plugin from mutating system prompt
      },
    },
  },
}

6. Multi-Agent & Sub-Agent Architecture

/subagents spawn ops "Audit logs from last 24h"   # via chat

// sessions_spawn tool (programmatic)
{ "task": "Audit logs", "agentId": "ops", "model": "anthropic/claude-sonnet-4-5",
  "thinking": "low", "runTimeoutSeconds": 300, "mode": "minimal",
  "attachments": ["/path/to/file.md"] }   // inline file attachments (v2026.3.2+)

// Nesting config
{ agents: { defaults: { subagents: {
  maxSpawnDepth: 2,    // 0=off; 1=spawn; 2=orchestrator
  maxConcurrency: 8,
  maxChildrenPerAgent: 5,
  model: "anthropic/claude-sonnet-4-5",   // default model for spawned sub-agents
  runTimeoutSeconds: 900,
} } } }

Community pattern: Orchestrator (opus-4-6) → Code sub-agent (sonnet-4-5) → Research sub-agent (kimi-k2.5) → Cron/monitoring (zai/glm-5, isolated)

Community insight — single agent with skills beats multiple agents for most use cases. Multiple agent instances multiply context costs (each agent loads its own bootstrap). Use one agent with good skills instead, and only split into multiple agents when you need genuinely different identity/personality/permissions (e.g., a public-facing agent vs an ops agent).

Sandbox isolation:

{ agents: { list: [{ id: "untrusted", sandbox: { mode: "docker" },
  tools: { profile: "minimal", deny: ["exec", "browser"] } }] } }

ACP Dispatch (v2026.3.2+)

Agent Client Protocol enables OpenClaw to spawn external coding harnesses (Claude Code, Codex CLI, Gemini CLI, OpenCode) as sub-agents:

{
  acp: {
    enabled: true,
    dispatch: { enabled: true },     // default true since v2026.3.2
    defaultAgent: "codex",
    allowedAgents: ["claude", "codex", "opencode", "gemini", "kimi"],
    maxConcurrentSessions: 8,
  },
}

In-chat: /acp spawn · /acp status · /acp steer <message> · /acp close

7. High-ROI Optimization Levers

8. CLI Reference

Best practice (v2026.2.25+): Before editing config or asking config-field questions, have the agent call the config.schema tool in-chat. This returns the current schema with valid keys, types, and defaults — avoids guessing or using stale field names. Note: this is an agent in-chat tool, NOT a CLI command.

Most common commands:

openclaw doctor --fix               # auto-fix config issues
openclaw gateway status             # check runtime + RPC probe
openclaw models set <provider/model>
openclaw models status --probe
openclaw cron run <job-id>          # test a cron job immediately
openclaw sessions cleanup --dry-run
openclaw sessions cleanup --fix-missing  # prune entries with missing transcripts (v2026.2.26+)
openclaw config validate [--json]        # validate config against schema (v2026.3.2+)
openclaw config file                     # print active config file path (v2026.3.1+)
openclaw backup create [--only-config]   # local state archive (v2026.3.8+)
openclaw backup verify                   # validate backup integrity (v2026.3.8+)
openclaw update
openclaw security audit             # post-upgrade check
openclaw secrets audit              # scan bootstrap files for hardcoded secrets (v2026.2.26+)
openclaw secrets configure          # configure external secrets (v2026.2.26+)
openclaw secrets apply              # apply secrets with strict target-path validation (v2026.2.26+)
openclaw agents bindings            # list account-scoped agent route bindings (v2026.2.26+)
openclaw agents bind                # bind agent to channel account (v2026.2.26+)
openclaw agents unbind              # unbind agent from channel account (v2026.2.26+)

openclaw onboard --reset scope change (v2026.2.26): Default reset scope is now config+creds+sessions. Workspace deletion (bootstrap files, skills, memory) now requires --reset-scope full. Do NOT run openclaw onboard --reset without specifying --reset-scope explicitly — the default no longer wipes the workspace.

In-Chat Commands (v2026.3.x)

/session idle <duration>          manage thread inactivity auto-unfocus
/session max-age <duration>       manage hard max-age for thread bindings
/usage cost                       local cost summary from session logs
/usage tokens                     show per-reply token usage
/export-session [path]            export current session to HTML (/export alias)
/steer <message>                  steer a running sub-agent immediately (/tell alias)
/kill <subagent|all>              abort one or all running sub-agents
/think <level>                    off | minimal | low | medium | high | xhigh | adaptive
/model <provider/model>           switch model without restart
/compact [instructions]           manual compaction with optional focus
/context detail                   per-file, per-tool, per-skill token breakdown
/acp spawn|status|steer|close     ACP session control
/check-updates                    quick update summary

Environment Variables (v2026.3.x)

OPENCLAW_LOG_LEVEL=<level>         # override log level: silent|fatal|error|warn|info|debug|trace
OPENCLAW_DIAGNOSTICS=<pattern>     # targeted debug logs (e.g., "telegram.*" or "*" for all)
OPENCLAW_SHELL=<runtime>           # set across shell-like runtimes (exec, acp, tui-local)
OPENCLAW_THEME=light|dark          # TUI theme override (v2026.3.8+)

Gateway restart (macOS LaunchAgent):

# SAFE restart — single atomic operation, no duplicate processes
launchctl kickstart -k gui/$(id -u)/ai.openclaw.gateway

# DO NOT use `openclaw gateway restart` — it races with KeepAlive and spawns
# duplicate processes that loop "Port already in use" every ~10s at 100%+ CPU.

# Recovery if duplicates already exist:
launchctl bootout gui/$(id -u)/ai.openclaw.gateway    # stop launchd service + kill managed process
kill <any-remaining-pids>                              # kill orphans
launchctl bootstrap gui/$(id -u) ~/Library/LaunchAgents/ai.openclaw.gateway.plist  # re-register + start clean

Full CLI reference (all commands, flags, in-chat commands): Read references/cli-reference.md

9. Ops Hygiene Checklist

Daily:

• openclaw health --json via cron (→ HEARTBEAT_OK if clean)
• clawhub whoami to verify ClawHub auth
• Token budget check (cost-sensitive providers)

Weekly:

• openclaw update --dry-run → review → openclaw update
• clawhub update --all --dry-run → review → clawhub update --all
• Curate MEMORY.md — archive old daily logs, promote key insights
• openclaw sessions cleanup --dry-run → openclaw sessions cleanup
• openclaw cron status — check for errors
• Clean stale backup files: `find ~/.openclaw

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