openclaw/docs/tools/thinking.md

---
summary: "Directive syntax for /think, /fast, /verbose, /trace, and reasoning visibility"
read_when:
  - Adjusting thinking, fast-mode, or verbose directive parsing or defaults
title: "Thinking levels"
---

## What it does

- Inline directive in any inbound body: `/t <level>`, `/think:<level>`, or `/thinking <level>`.
- Levels (aliases): `off | minimal | low | medium | high | xhigh | adaptive | max | ultra`, roughly mirroring Anthropic's classic "think" < "think hard" < "think harder" < "ultrathink" magic-word ladder:
  - minimal ~ "think"
  - low ~ "think hard"
  - medium ~ "think harder"
  - high ~ "ultrathink" (max budget)
  - xhigh ~ "ultrathink+" (GPT-5.2+ and Codex models, plus Anthropic Claude Opus 4.7+ effort)
  - adaptive → provider-managed adaptive thinking (supported for Claude 4.6 on Anthropic/Bedrock, Anthropic Claude Opus 4.7+, and Google Gemini dynamic thinking)
  - max → provider max reasoning (Anthropic Claude Opus 4.7+; Ollama maps this to its highest native `think` effort)
  - ultra → provider max reasoning plus proactive sub-agent orchestration when the selected model/runtime supports it
  - `x-high`, `x_high`, `extra-high`, `extra high`, and `extra_high` map to `xhigh`.
  - `highest` maps to `high`.
- Provider notes:
  - Thinking menus and pickers are provider-profile driven. Provider plugins declare the exact level set for the selected model, including labels such as binary `on`.
  - `adaptive`, `xhigh`, `max`, and `ultra` are only advertised for provider/model/runtime profiles that support them. Typed directives for unsupported levels are rejected with that model's valid options.
  - Existing stored unsupported levels are remapped by provider profile rank. `adaptive` falls back to `medium` on non-adaptive models, while `xhigh` and `max` fall back to the largest supported non-off level for the selected model.
  - Anthropic Claude 4.6 models default to `adaptive` when no explicit thinking level is set.
  - Anthropic Claude Opus 4.8 and Opus 4.7 keep thinking off unless you explicitly set a thinking level. Opus 4.8's provider-owned effort default is `high` after adaptive thinking is enabled.
  - Anthropic Claude Opus 4.7+ maps `/think xhigh` to adaptive thinking plus `output_config.effort: "xhigh"`, because `/think` is a thinking directive and `xhigh` is the Opus effort setting.
  - Anthropic Claude Opus 4.7+ also exposes `/think max`; it maps to the same provider-owned max effort path.
  - Direct DeepSeek V4 models expose `/think xhigh|max`; both map to DeepSeek `reasoning_effort: "max"` while lower non-off levels map to `high`.
  - OpenRouter-routed DeepSeek V4 models expose `/think xhigh` and send OpenRouter-supported `reasoning.effort` values instead of DeepSeek-native top-level `reasoning_effort`. Lower non-off levels map to `high`, and stored `max` overrides fall back to `xhigh`.
  - Ollama thinking-capable models expose `/think low|medium|high|max`. Verified full-effort Ollama Cloud families such as GLM 5.2 and DeepSeek V4 send each matching native `think` effort, including `max`; other models and local Ollama keep the compatible `high` mapping for `/think max`.
  - OpenAI GPT models map `/think` through model-specific Responses API effort support. `/think off` sends `reasoning.effort: "none"` only when the target model supports it; otherwise OpenClaw omits the disabled reasoning payload instead of sending an unsupported value.
  - GPT-5.6 Sol and Terra expose native `/think ultra` through the Codex runtime. GPT-5.6 Luna exposes levels through `max` because its Codex catalog does not advertise Ultra.
  - The embedded OpenClaw runtime exposes logical `/think ultra` for GPT-5.6 Sol, Terra, and Luna. It sends provider max effort and adds run-scoped proactive sub-agent orchestration guidance.
  - Custom OpenAI-compatible catalog entries can opt into `/think xhigh` by setting `models.providers.<provider>.models[].compat.supportedReasoningEfforts` to include `"xhigh"`. This uses the same compat metadata that maps outbound OpenAI reasoning effort payloads, so menus, session validation, agent CLI, and `llm-task` agree with transport behavior.
  - Stale configured OpenRouter Hunter Alpha refs skip proxy reasoning injection because that retired route could return final answer text through reasoning fields.
  - Google Gemini maps `/think adaptive` to Gemini's provider-owned dynamic thinking. Gemini 3 requests omit a fixed `thinkingLevel`, while Gemini 2.5 requests send `thinkingBudget: -1`; fixed levels still map to the closest Gemini `thinkingLevel` or budget for that model family.
  - MiniMax M2.x (`minimax/MiniMax-M2*`) on the Anthropic-compatible streaming path defaults to `thinking: { type: "disabled" }` unless you explicitly set thinking in model params or request params. This avoids leaked `reasoning_content` deltas from M2.x's non-native Anthropic stream format. MiniMax-M3 (and M3.x) is exempt: M3 emits proper Anthropic thinking blocks and returns empty content when thinking is disabled, so OpenClaw keeps M3 on the provider's omitted/adaptive thinking path.
  - Z.AI (`zai/*`) is binary (`on`/`off`) for most GLM models. GLM-5.2 is the exception: it exposes `/think off|low|high|max`, maps `low` and `high` to Z.AI `reasoning_effort: "high"`, and maps `max` to `reasoning_effort: "max"`.
  - Moonshot API Kimi K3 (`moonshot/kimi-k3`) always thinks at `max`, sends `reasoning_effort: "max"`, omits the K2 `thinking` field and fixed sampling overrides, and preserves K3-supported tool choices. Kimi Code K3 (`kimi/k3` and `kimi/k3-256k`) exposes the full `/think` ladder with a `high` default: `off` sends `thinking.type: "disabled"`, `minimal`/`low` map to low effort, `medium`/`high`/`adaptive` to high effort, and `xhigh`/`max` to max effort. Current Kimi Code refs also include `kimi/kimi-for-coding` and `kimi/kimi-for-coding-highspeed`. Kimi K2.7 Code (`moonshot/kimi-k2.7-code` and `moonshot/kimi-k2.7-code-highspeed`) always thinks, exposes only `on`, and omits both outbound `thinking` and `reasoning_effort`. Other `moonshot/*` models map `/think off` to `thinking: { type: "disabled" }` and any non-`off` level to `thinking: { type: "enabled" }`. When K2 thinking is enabled, Moonshot only accepts `tool_choice` `auto|none`; OpenClaw normalizes incompatible values to `auto`.

## Resolution order

1. Inline directive on the message (applies only to that message).
2. Session override (set by sending a directive-only message).
3. Per-agent default (`agents.entries.*.thinkingDefault` in config).
4. Global default (`agents.defaults.thinkingDefault` in config).
5. Fallback: provider-declared default when available; otherwise reasoning-capable models resolve to `medium` or the nearest supported non-`off` level for that model, and non-reasoning models stay `off`.

## Setting a session default

- Send a message that is **only** the directive (whitespace allowed), e.g. `/think:medium` or `/t high`.
- That sticks for the current session (per-sender by default). Use `/think default` to clear the session override and inherit the configured/provider default; aliases include `inherit`, `clear`, `reset`, and `unpin`.
- `/think off` stores an explicit off override. It disables thinking until you change or clear the session override.
- Confirmation reply is sent (`Thinking level set to high.` / `Thinking disabled.`). If the level is invalid (e.g. `/thinking big`), the command is rejected with a hint and the session state is left unchanged.
- Send `/think` (or `/think:`) with no argument to see the current thinking level.

## Application by agent

- **Embedded OpenClaw**: the resolved level is passed to the in-process OpenClaw agent runtime.
- **Claude CLI backend**: concrete non-off levels are passed to Claude Code as `--effort` when using `claude-cli`; `adaptive` removes configured effort flags and delegates effective effort to Claude Code's environment, settings, and model defaults. See [CLI backends](/gateway/cli-backends).

## Fast mode (/fast)

- Levels: `auto|on|off|default`.
- Directive-only message toggles a session fast-mode override and replies `Fast mode set to auto.`, `Fast mode enabled.`, or `Fast mode disabled.`. Use `/fast default` to clear the session override and inherit the configured default; aliases include `inherit`, `clear`, `reset`, and `unpin`.
- Send `/fast` (or `/fast status`) with no mode to see the current effective fast-mode state.
- OpenClaw resolves fast mode in this order:
  1. Inline `/fast auto|on|off` override on the current message
  2. Stored session override from a directive-only message (`/fast default` clears this layer)
  3. Per-agent default (`agents.entries.*.fastModeDefault`)
  4. Global default (`agents.defaults.fastModeDefault`)
  5. Per-model config (`agents.defaults.models["<provider>/<model>"].params.fastMode`)
  6. Fallback: `off`
- Valid model-scoped `params.fastMode` / `params.fast_mode` values and valid cutoff keys are typed agent-runtime controls. They do not count as authored provider request params and do not select OpenClaw or Codex by themselves. Pin `agentRuntime.id: "openclaw"` or `agentRuntime.id: "codex"` when a recipe depends on one runtime.
- `auto` keeps the session/config mode as auto but resolves each new model call independently. Calls that start before the auto cutoff have fast mode enabled; later retry, fallback, tool-result, or continuation calls start with fast mode disabled. The cutoff defaults to 60 seconds; set `agents.defaults.models["<provider>/<model>"].params.fastAutoOnSeconds` on the active model to change it.
- For `openai/*`, fast mode maps to OpenAI API Fast mode (formerly Priority processing). OpenClaw currently sends `service_tier=priority` on supported Responses requests.
- On Codex harness turns, the shared runtime control supersedes a configured native app-server tier: Fast on sends `priority`, Fast off sends `null` to clear the OpenClaw-owned tier, and auto decides for each model call. A configured Codex tier is used only when no shared Fast-mode run control is supplied. See [Codex harness](/plugins/codex-harness#shared-fast-mode-and-codex-fast-mode).
- For direct public `anthropic/*` requests, including OAuth-authenticated traffic sent to `api.anthropic.com`, fast mode maps to Anthropic service tiers: `/fast on` sets `service_tier=auto`, `/fast off` sets `service_tier=standard_only`.
- For `minimax/*` on the Anthropic-compatible path, `/fast on` (or `params.fastMode: true`) rewrites `MiniMax-M2.7` to `MiniMax-M2.7-highspeed`.
- Explicit Anthropic `serviceTier` / `service_tier` model params override the fast-mode default when both are set. OpenClaw still skips Anthropic service-tier injection for non-Anthropic proxy base URLs.
- `/status` reports the resolved OpenClaw policy (`on`, `off`, or `auto`) and the selected runtime. It does not report the upstream service tier actually honored or returned for a completed request. See [OpenAI Fast mode](/providers/openai#advanced-configuration) for provider details.

## Verbose directives (/verbose or /v)

- Levels: `on` (minimal) | `full` | `off` (default).
- Directive-only message toggles session verbose and replies `Verbose logging enabled.` / `Verbose logging disabled.`; invalid levels return a hint without changing state.
- `/verbose off` stores an explicit session override; clear it via the Sessions UI by choosing `inherit`.
- Authorized external channel senders may persist the session verbose override. Internal gateway/webchat clients need `operator.admin` to persist it.
- Inline directive affects only that message; session/global defaults apply otherwise.
- Send `/verbose` (or `/verbose:`) with no argument to see the current verbose level.
- When verbose is on, agents that emit structured tool results send each tool call back as its own safe metadata-only message. Shell tools show their label without command text. These tool summaries are sent as soon as each tool starts (separate bubbles), not as streaming deltas.
- Tool failure summaries remain visible in normal mode, but raw error detail suffixes are hidden unless verbose is `full`.
- When verbose is `full`, tool outputs are also forwarded after completion (separate bubble, truncated to a safe length). If you toggle `/verbose on|full|off` while a run is in-flight, subsequent tool bubbles honor the new setting.
- `agents.defaults.toolProgressDetail` controls the shape of `/verbose` tool summaries and progress-draft tool lines. Use `"explain"` (default) for compact human labels and `"raw"` for unabridged non-shell detail. Standalone shell summaries require `/verbose full` for command text; progress drafts require the channel's explicit `streaming.*.commandText: "raw"` opt-in. Per-agent `agents.entries.*.toolProgressDetail` overrides the default.
  - `/verbose on`: `🛠️ Exec`
  - `/verbose full` + `explain`: `🛠️ Exec: check JS syntax for /tmp/app.js`
  - `/verbose full` + `raw`: `🛠️ Exec: check JS syntax for /tmp/app.js, node --check /tmp/app.js`

## Plugin trace directives (/trace)

- Levels: `on` | `off` (default).
- Directive-only message toggles session plugin trace output and replies `Plugin trace enabled.` / `Plugin trace disabled.`.
- Inline directive affects only that message; session/global defaults apply otherwise.
- Send `/trace` (or `/trace:`) with no argument to see the current trace level.
- `/trace` is narrower than `/verbose`: it only exposes plugin-owned trace/debug lines such as Active Memory debug summaries.
- Trace lines can appear in `/status` and as a follow-up diagnostic message after the normal assistant reply.

## Reasoning visibility (/reasoning)

- Levels: `on|off|stream`.
- Directive-only message toggles whether thinking blocks are shown in replies.
- When enabled, reasoning is sent as a **separate message** prefixed with `Thinking`.
- `stream`: streams reasoning while the reply is generating when the active channel supports reasoning previews, then sends the final answer without reasoning.
- Alias: `/reason`.
- Send `/reasoning` (or `/reasoning:`) with no argument to see the current reasoning level.
- Resolution order: inline directive, then session override, then per-agent default (`agents.entries.*.reasoningDefault`), then global default (`agents.defaults.reasoningDefault`), then fallback (`off`).

Malformed local-model reasoning tags are handled conservatively. Closed `<think>...</think>` blocks stay hidden on normal replies, and unclosed reasoning after already visible text is also hidden. If a reply is fully wrapped in a single unclosed opening tag and would otherwise deliver as empty text, OpenClaw removes the malformed opening tag and delivers the remaining text.

## Related

- Elevated mode docs live in [Elevated mode](/tools/elevated).

## Heartbeats

- Heartbeat probe body is the configured heartbeat prompt (default: `Follow the heartbeat monitor scratch context when provided. Recurring tasks are automations; create or change their schedules with the automations tool, not heartbeat scratch. Do not infer or repeat old tasks from prior chats. If nothing needs attention, reply HEARTBEAT_OK.`). Inline directives in a heartbeat message apply as usual (but avoid changing session defaults from heartbeats).
- Heartbeat delivery uses the last outbound-capable non-reasoning payload. Separate reasoning or `Thinking` payloads remain internal, and a reasoning-only heartbeat result produces no alert.

## Web chat UI

- The web chat thinking selector mirrors the session's stored level from the inbound session store/config when the page loads.
- Picking another level writes the session override immediately via `sessions.patch`; it does not wait for the next send and it is not a one-shot `thinkingOnce` override.
- Sending while model, reasoning, or speed picker changes are still being applied waits for every pending picker patch; if a change fails, the message stays unsent for review.
- The first option is always the clear-override choice. It shows `Inherited: <resolved level>`, including `Inherited: Off` when inherited thinking is disabled.
- Explicit picker choices use their direct level labels while preserving provider labels when present (for example `Maximum` for a provider-labeled `max` option).
- The picker uses `thinkingLevels` returned by the gateway session row/defaults, with `thinkingOptions` kept as a legacy label list. The browser UI does not keep its own provider regex list; plugins own model-specific level sets.
- `/think:<level>` still works and updates the same stored session level, so chat directives and the picker stay in sync.

## Provider profiles

- Provider plugins can expose `resolveThinkingProfile(ctx)` to define the model's supported levels and default.
- Provider plugins that proxy Claude models should reuse `resolveClaudeThinkingProfile(modelId)` from `openclaw/plugin-sdk/provider-model-shared` so direct Anthropic and proxy catalogs stay aligned.
- Each profile level has a stored canonical `id` (`off`, `minimal`, `low`, `medium`, `high`, `xhigh`, `adaptive`, `max`, or `ultra`) and may include a display `label`. Binary providers use `{ id: "low", label: "on" }`.
- Profile hooks receive merged catalog facts when available, including `reasoning`, `compat.thinkingFormat`, and `compat.supportedReasoningEfforts`. Use those facts to expose binary or custom profiles only when the configured request contract supports the matching payload.
- Tool plugins that need to validate an explicit thinking override should use `api.runtime.agent.resolveThinkingPolicy({ provider, model, agentRuntime })` plus `api.runtime.agent.normalizeThinkingLevel(...)`; they should not keep their own provider/model level lists. Pass `agentRuntime` when the tool owns the execution path, such as an always-embedded run.
- Tool plugins with access to configured custom model metadata can pass `catalog` into `resolveThinkingPolicy` so `compat.supportedReasoningEfforts` opt-ins are reflected in plugin-side validation.
- Published legacy hooks (`supportsXHighThinking`, `isBinaryThinking`, and `resolveDefaultThinkingLevel`) remain as compatibility adapters, but new custom level sets should use `resolveThinkingProfile`.
- Gateway rows/defaults expose `thinkingLevels`, `thinkingOptions`, and `thinkingDefault` so ACP/chat clients render the same profile ids and labels that runtime validation uses.