<What it does, one line>. Trigger phrases: <phrases>.
日本語の概要は準備中です。原文の説明を表示しています。
Manage persistent coding sessions across Claude Code, Codex, Antigravity (agy), Grok Build, and OpenCode engines. Use when orchestrating multi-engine coding agents, starting/sending/stopping sessions, running multi-agent council collaborations, cross-session messaging, ultraplan deep planning, ultrareview parallel code review, autoloop autonomous workspace iteration, ultraapp building deployable web apps from a structured Q&A interview, switching models/tools at runtime, exposing the orchestrator's 78 tools as an MCP server to Hermes Agent / Claude Desktop / Cursor / Cline / Continue / Zed / Windsurf / Goose, or running as an Agent Client Protocol (ACP) agent that Zed / JetBrains / Neovim / Emacs / VS Code / dsh can drive directly. Triggers on "start a session", "send to session", "run council", "ultraplan", "ultrareview", "autoloop", "ultraapp", "Forge tab", "build a web app", "one-click app", "AppSpec", "autonomous iteration", "iterate until goal", "auto research", "switch model", "hand off a session", "session handoff", "switch engine", "continue on codex", "continue on claude", "move this session to another engine", "multi-agent coding", "coding session", "session inbox", "grok session", "grok build", "opencode", "mcp server", "clawo-mcp", "hermes mcp", "model context protocol", "ultracode", "dynamic workflow", "fanout", "fan-out", "best-of-N", "steer turn", "interrupt turn", "fork thread", "rollback turns", "acp", "agent client protocol", "clawo acp", "zed agent", "jetbrains agent", "external agent", "dsh subagent", "deepseek harness", "clawo runs", "run ledger", "session cost", "coding-agent token usage", "spend cap", "budget limit", "maxBudgetUsd", "durable workflow", "resume a run", "verify a coding run", "acceptance contract", "evidence bundle", "did the agent's tests actually pass", "protected tests", "agent edited the tests", "human gate", "repair loop", "clawo workflow", "clawo verify", "clawo solve", "clawo fanout", "fix and verify", "solve from the terminal".
インストールする前に、エージェントに与えられる指示の中身を確認できます。
Claw Orchestrator — persistent multi-engine coding session manager for claw-style agent systems. Runs as a standalone CLI/server, with first-class OpenClaw plugin support. Wraps Claude Code, Codex, Antigravity, Grok Build, OpenCode, and custom CLIs into headless agentic engines with 78 tools.
| Engine | CLI | Session Type | Best For |
|---|---|---|---|
claude | claude | Persistent subprocess | Multi-turn, complex tasks |
codex | codex exec | Per-message spawn | One-shot execution |
agy | agy -p | Per-message spawn | Google Antigravity; plain-text, auto conversation resume |
grok | grok -p | Per-message spawn | xAI Grok Build; engine-reported cost, resumable session |
opencode | opencode run | Per-message spawn | Provider-agnostic (provider/model) |
// 1. Start session (any engine)
session_start({ name: 'myproject', cwd: '/path/to/project', engine: 'claude' });
session_start({ name: 'codex-task', cwd: '/path/to/project', engine: 'codex' });
session_start({ name: 'agy-task', cwd: '/path/to/project', engine: 'agy' });
session_start({ name: 'grok-task', cwd: '/path/to/project', engine: 'grok' });
session_start({
name: 'opencode-task',
cwd: '/path/to/project',
engine: 'opencode',
model: 'anthropic/claude-sonnet-5',
});
// 2. Send messages
session_send({ name: 'myproject', message: 'Fix the auth bug' });
// 3. Check status / search history
coding_session_status({ name: 'myproject' });
session_grep({ name: 'myproject', pattern: 'error' });
// 4. Stop when done
session_stop({ name: 'myproject' });
| Parameter | Description |
|---|---|
engine | claude (default), codex, agy, grok, opencode, custom |
model | Model name or alias (fable, opus → claude-opus-5-5, sonnet, haiku, gpt-5.5, agy-pro) |
permissionMode | acceptEdits, auto, plan, bypassPermissions, manual, dontAsk (default = legacy alias for manual) |
effort | low, medium, high, xhigh, max, ultra, auto (each engine clamps to its own ceiling) |
maxBudgetUsd | Cost limit in USD |
allowedTools | List of allowed tool names |
| Parameter | Description |
|---|---|
bare | Minimal mode — no CLAUDE.md, hooks, LSP, auto-memory. Auto-enables prompt cache optimizations (see below). |
includeHookEvents | Stream hook lifecycle events (PreToolUse/PostToolUse). |
forwardSubagentText | Forward subagent text and thinking into the output stream, so sessions that fan out surface intermediate output instead of going quiet. |
permissionPromptTool | Delegate permission prompts to an MCP tool for non-interactive use. |
excludeDynamicSystemPromptSections | Move cwd/env/git from system prompt to user message for better prompt cache hits. Auto-enabled with bare: true. |
enablePromptCaching1H | Enable 1-hour prompt cache TTL (vs default 5-min). Auto-enabled with bare: true. |
debug / debugFile | Targeted debug output by category (e.g. "api,mcp") and optional file path. |
fromPr | Resume a session linked to a GitHub PR number or URL. |
channels / dangerouslyLoadDevelopmentChannels | MCP channel subscriptions (research preview). |
forkSubagent | Fork subagent for non-interactive sessions (sets CLAUDE_CODE_FORK_SUBAGENT=1). |
enableToolSearch | Enable Vertex AI tool search (sets ENABLE_TOOL_SEARCH=1). |
otelLogUserPrompts | OpenTelemetry: include user prompts in logs (sets OTEL_LOG_USER_PROMPTS=1). |
otelLogRawApiBodies | OpenTelemetry: include raw API bodies in logs (sets OTEL_LOG_RAW_API_BODIES=1). Debug only. |
stats.pluginErrors lists CLI plugins that failed to load (from the system/init event).
TRACEPARENT / TRACESTATE (W3C distributed tracing) are automatically forwarded from parent process env — set them before starting the session and they propagate to the child Claude CLI.
Smart defaults: When bare: true, the plugin auto-enables --exclude-dynamic-system-prompt-sections and ENABLE_PROMPT_CACHING_1H=1 unless explicitly set to false.
Parallel agent collaboration with git worktree isolation and consensus voting. Agents can use different engines.
// Start a council
council_start({
task: 'Build a REST API',
agents: [
{ name: 'Architect', emoji: '🏗️', persona: 'System design', engine: 'claude' },
{ name: 'Engineer', emoji: '⚙️', persona: 'Implementation', engine: 'codex' },
],
maxRounds: 5,
projectDir: '/path/to/project',
});
Council lifecycle: council_start → poll council_status → council_review → council_accept or council_reject.
For details: see references/council.md
Sessions can communicate. Idle sessions receive immediately; busy sessions queue.
session_send_to({ from: 'sender', to: 'receiver', message: 'Auth module needs rate limiting' });
session_send_to({ from: 'monitor', to: '*', message: 'Build failed!' }); // broadcast
session_inbox({ name: 'receiver' });
session_deliver_inbox({ name: 'receiver' });
All engines use the same virtual-team layer: cross-session inbox routing across active SessionManager sessions. (Claude Code's native experimental Agent Teams is in-process TUI only and not reachable from a subprocess wrapper.)
team_list({ name: 'myproject' });
team_send({ name: 'myproject', teammate: 'teammate', message: 'Review this' });
Both are async — start then poll status.
Autoloop uses three persistent roles. You chat with the Planner to define plan.md and goal.json; after explicit approval it starts a Coder/Reviewer iteration loop. Each role may use a different engine.
autoloop_start({
run_id: 'fix-parser',
workspace: '/path/to/repo',
planner_engine: 'claude',
coder_engine: 'codex',
reviewer_engine: 'agy',
});
autoloop_chat({ run_id: 'fix-parser', text: 'Read the repo and design a plan to fix the parser.' });
autoloop_chat({ run_id: 'fix-parser', text: 'Plan approved; start the loop.' });
autoloop_status({ run_id: 'fix-parser' });
autoloop_stop({ run_id: 'fix-parser', reason: 'done' });
Claude roles default to Planner opus and Coder/Reviewer sonnet. A non-Claude role with no model uses that engine's own default. Custom engine configs are supplied only at start (or HTTP resume), never by Planner output. The Reviewer runs in a restaged sandbox and returns advance/hold/rollback verdicts; push policy and SSE keep long runs observable.
For the full control protocol, registry/resume behavior, and ledger layout, see references/autoloop.md.
| Category | Tools |
|---|---|
| Session Lifecycle | session_start, session_send, session_handoff, session_stop, session_list, sessions_overview |
| Session Ops | coding_session_status, session_grep, session_compact, session_update_tools, session_switch_model, project_purge |
| Inbox | session_send_to, session_inbox, session_deliver_inbox |
| Teams | coding_agents_list, team_list, team_send |
| Codex | codex_resume, codex_review, codex_goal_*, codex_interrupt, codex_steer, codex_fork, codex_rollback, codex_models, codex_thread_list |
| Claude CLI | claude_goal_*, claude_agents_list, plugin_details |
| Fan-out | fanout_start, fanout_status, fanout_abort |
| Council | council_start, council_status, council_abort, council_inject, council_review, council_accept, council_reject |
| Ultra | ultraplan_start, ultraplan_status, ultrareview_start, ultrareview_status |
| Autoloop | autoloop_start, autoloop_chat, autoloop_status, autoloop_list, autoloop_stop, autoloop_reset_agent |
| Workflow & verify | workflow_start, workflow_status, workflow_list, workflow_resume, workflow_cancel, workflow_steer, workflow_approve, verify_run |
| Ultraapp | ultraapp_new, ultraapp_answer, ultraapp_add_file, ultraapp_spec_edit, ultraapp_build_start, ultraapp_build_cancel, ultraapp_status, ultraapp_get, ultraapp_list, ultraapp_feedback, ultraapp_promote_version, ultraapp_start_container, ultraapp_stop_container, ultraapp_delete |
ultracode (Claude dynamic workflows) is a session_start option, not a separate tool: set
ultracode: true to have Claude orchestrate a JS workflow and fan out to subagents per task.
For full parameter reference: see references/tools.md
clawo acp (or the clawo-acp binary) serves Agent Client Protocol over stdio, so any ACP
client — Zed, JetBrains, Neovim, Emacs, the VS Code ACP extension, or dsh through its
subagent-acp provider — drives the orchestrator as its coding agent. The model selector is
grouped by engine, so one dropdown spans Claude, Codex, Antigravity and Grok, and switching it
switches engine mid-session.
For setup, the dsh YAML block, and the cancellation/permission limits: see references/acp.md
workflow_start runs a declarative graph of agent / fanout / council / verifier /
human_gate / router / subflow / autoloop / ultraapp_synth /
ultraapp_deploy nodes. Every state transition is checkpointed to
~/.claw-orchestrator/wf/<runId>/, so a run survives a process restart and workflow_resume
picks it up at the node boundary — nodes already succeeded are not re-run, and the one that
was in flight is retried because a half-finished node left no result to trust.
Three built-in templates: solve (triage → implement → verify → repair-until-green →
review), council, and fanout. Retry, per-node timeout, cancel, steer, human gates, and
bounded loops come from the kernel rather than from each mode's own state machine.
For node shapes, routing conditions, and the control surfaces: see references/workflow.md
Hand a run an acceptance contract and the runtime checks the result itself: shell commands
gated on exit code, HTTP probes, headless-Chrome screenshots, diff policy, file assertions. A
run carrying a contract cannot reach completed unless every required check passes; a run
without one completes as unverified, which says nothing checked it rather than claiming
success. Every attempt writes an evidence bundle — verdict, per-check output tails, the patch
(created files included), screenshots — readable later with clawo verify <runId>.
Contracts come from the caller or a mode default, never from agent output: an agent that
writes its own acceptance criteria is grading itself. UltraApp ships one on by default;
verify_run checks work that did not come through a workflow at all.
For the check types, per-mode defaults, and what the screenshot gate does and does not claim: see references/verification.md
Every turn on every engine is appended to a durable ledger at
~/.claw-orchestrator/runs/YYYY-MM-DD.jsonl — engine, model, per-turn tokens, cost, duration,
and the council / fanout / autoloop it belonged to. Query it with clawo runs [--since 24h] [--engine X] [--parent <run id>] [--json], GET /runs, or manager.getRunLedger(); it
survives restarts, so it answers "what did we run today and what did it cost" after the
sessions are gone.
maxBudgetUsd on a session (or per council / fanout agent) is enforced by the runtime, so it
holds on Codex, agy, Grok, OpenCode and custom engines too — not just Claude Code. Once
cumulative spend reaches the cap, further sends are refused before the engine is spawned.
Rows carry two different judgements and keep them apart: ok is the engine's terminal verdict
on its own turn, verified is whether an acceptance contract passed. A row with no verified
at all means no contract was declared — not that it failed. clawo runs --verified /
--refuted filter on it.
For the row schema, the query surfaces, and which engines report real token usage versus estimating it: see references/observability.md
Each engine requires its own auth before use:
claude /login or ANTHROPIC_API_KEYcodex login or OPENAI_API_KEYagy once and complete the Google OAuth logingrok once and sign in (grok.com account or XAI_API_KEY)opencode auth login (provider-agnostic; use provider/model form for model)まだレビューはありません。使ってみた感想をお寄せください。
概要と使いどころ
<What it does, one line>. Trigger phrases: <phrases>.
日本語の概要は準備中です。原文の説明を表示しています。
Use this skill whenever the user wants to create or improve a presentation for an academic context — conference papers, seminar talks, thesis defenses, grant briefings, lab meetings, invited lectures, or any presentation where the audience will evaluate reasoning and evidence. Triggers include: 'conference talk', 'seminar slides', 'thesis defense', 'research presentation', 'academic deck', 'academic presentation'. Also triggers when the user asks to 'make slides' in combination with academic content (e.g., 'make slides for my paper on X', 'create a presentation for my dissertation defense', 'build a deck for my grant proposal'). This skill governs CONTENT and STRUCTURE decisions. For the technical work of creating or editing the .pptx file itself, also read the pptx SKILL.md.
日本語の概要は準備中です。原文の説明を表示しています。
Shortest English alias for web-adapt / universal-web-adaptation. Use this when adapting an unfamiliar public website generically before creating any site-specific rules.
日本語の概要は準備中です。原文の説明を表示しています。
Use this skill to audit CLI adapter projects (like opencli) for missing output fields, then batch-generate fixes and submit PRs. Turns AI agents into adapter quality reviewers.
日本語の概要は準備中です。原文の説明を表示しています。
Operate professional paid advertising across Google, Meta, YouTube, LinkedIn, TikTok, Microsoft, Apple, Amazon, Reddit, Pinterest, Snapchat, and X. Use for account intake, source-grounded audits, strategy, budget and measurement planning, creative production, experiments, reporting, monitoring, and explicitly approved campaign changes. Also trigger on PPC, paid social, retail media, attribution, tracking, landing pages, cross-platform conversion totals, negative keywords or search terms, beta-feature scoring, stale platform claims, API-token or credential setup, campaign deletion, and safe Claude Ads installation or uninstall.
日本語の概要は準備中です。原文の説明を表示しています。
Audit Amazon Ads profiles, regions, Sponsored Products, Sponsored Brands, Sponsored Display, DSP, portfolios, targeting, search terms, retail readiness, creative, budgets, ACOS, TACOS, reporting, and policy. Use for Amazon Ads, sponsored ads, Amazon PPC, ACOS, TACOS, ASIN advertising, Amazon DSP, or retail-media optimization.
日本語の概要は準備中です。原文の説明を表示しています。