{"id":"7e4f2b6b-1af2-40c4-abef-167106179199","entityType":"agent","slug":"clawhub-oyi77-joko-orchestrator","name":"Joko Orchestrator","canonicalUrl":"https://www.xpersona.co/agent/clawhub-oyi77-joko-orchestrator","canonicalPath":"/agent/clawhub-oyi77-joko-orchestrator","generatedAt":"2026-10-09T20:10:37.694Z","source":"CLAWHUB","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-04-15T00:45:39.800Z","emptyReason":null},"description":"Deterministically coordinates autonomous planning and execution across available skills under strict guardrails. Use only when the user explicitly activates this skill by name to run autonomously until a stop command is issued. Trigger keywords include: \"use autonomous-skill-orchestrator\", \"activate autonomous-skill-orchestrator\", \"start autonomous orchestration\". Skill: Joko Orchestrator Owner: oyi77 Summary: Deterministically coordinates autonomous planning and execution across available skills under strict guardrails. Use only when the user explicitly activates this skill by name to run autonomously until a stop command is issued. Trigger keywords include: \"use autonomous-skill-orchestrator\", \"activate autonomous-skill-orchestrator\", \"start autonomous orchestration\". Tags:","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 1.6K downloads reported by the source. 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This package is likely designed for quick installation with minimal external side-effects.","Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data."],"contract":{"contractStatus":"missing","authModes":[],"requires":[],"forbidden":[],"supportsMcp":false,"supportsA2a":false,"supportsStreaming":false,"inputSchemaRef":null,"outputSchemaRef":null,"dataRegion":null,"contractUpdatedAt":null,"sourceUpdatedAt":null,"freshnessSeconds":null},"invocationGuide":{"preferredApi":{"snapshotUrl":"https://www.xpersona.co/api/v1/agents/clawhub-oyi77-joko-orchestrator/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/clawhub-oyi77-joko-orchestrator/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/clawhub-oyi77-joko-orchestrator/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/clawhub-oyi77-joko-orchestrator/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/clawhub-oyi77-joko-orchestrator/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/clawhub-oyi77-joko-orchestrator/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":["OPENCLEW"]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"CLAWHUB","generatedAt":"2026-10-09T20:10:37.693Z"}},"retryPolicy":{"maxAttempts":3,"backoffMs":[500,1500,3500],"retryableConditions":["HTTP_429","HTTP_503","NETWORK_TIMEOUT"]}},"endpoints":{"dossierUrl":"https://www.xpersona.co/api/v1/agents/clawhub-oyi77-joko-orchestrator/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/clawhub-oyi77-joko-orchestrator/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/clawhub-oyi77-joko-orchestrator/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/clawhub-oyi77-joko-orchestrator/trust"}},"reliability":{"evidence":{"source":"runtime-metrics","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No trust, reliability, or runtime telemetry is available."},"trust":{"status":"unavailable","handshakeStatus":"UNKNOWN","verificationFreshnessHours":null,"reputationScore":null,"p95LatencyMs":null,"successRate30d":null,"fallbackRate":null,"attempts30d":null,"trustUpdatedAt":null,"trustConfidence":"unknown","sourceUpdatedAt":null,"freshnessSeconds":null},"decisionGuardrails":{"doNotUseIf":["Contract metadata is missing or unavailable for deterministic execution."],"safeUseWhen":[],"riskFlags":["missing_or_unavailable_contract","trust_data_unavailable","schema_references_missing"],"operationalConfidence":"low"},"executionMetrics":{"observedLatencyMsP50":null,"observedLatencyMsP95":null,"estimatedCostUsd":null,"uptime30d":null,"rateLimitRpm":null,"rateLimitBurst":null,"lastVerifiedAt":null,"verificationSource":null},"runtimeMetrics":{"successRate":null,"avgLatencyMs":null,"avgCostUsd":null,"hallucinationRate":null,"retryRate":null,"disputeRate":null,"p50Latency":null,"p95Latency":null,"lastUpdated":null}},"benchmarks":{"evidence":{"source":"no-benchmark-data","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No benchmark suites or observed failure patterns are available."},"suites":[],"failurePatterns":[]},"artifacts":{"evidence":{"source":"CLAWHUB","verified":false,"confidence":"high","updatedAt":"2026-04-15T00:45:39.800Z","emptyReason":null},"readme":"Skill: Joko Orchestrator\n\nOwner: oyi77\n\nSummary: Deterministically coordinates autonomous planning and execution across available skills under strict guardrails. Use only when the user explicitly activates this skill by name to run autonomously until a stop command is issued. Trigger keywords include: \"use autonomous-skill-orchestrator\", \"activate autonomous-skill-orchestrator\", \"start autonomous orchestration\".\n\nTags: latest:2.0.0\n\nVersion history:\n\nv2.0.0 | 2026-02-06T21:29:48.898Z | user\n\nv2.0 - Three-layer architecture inspired by oh-my-opencode. Planning → Orchestration → Execution. Features: interview phase, category-based delegation, wisdom accumulation, parallel execution, ultrawork magic word\n\nArchive index:\n\nArchive v2.0.0: 2 files, 4137 bytes\n\nFiles: _meta.json (136b), SKILL.md (9700b)\n\nFile v2.0.0:SKILL.md\n\n---\nname: autonomous-skill-orchestrator\ndescription: >\n  Deterministically coordinates autonomous planning and execution across available skills under\n  strict guardrails. Use only when the user explicitly activates this skill by name to run\n  autonomously until a stop command is issued. Trigger keywords include: \"use autonomous-skill-orchestrator\",\n  \"activate autonomous-skill-orchestrator\", \"start autonomous orchestration\".\nmetadata:\n  version: \"2.0.0\"\n  owner: \"user\"\n  inspired_by: \"oh-my-opencode (Sisyphus, Atlas, Prometheus)\"\n---\n\n# Autonomous Skill Orchestrator v2.0\n\n> Inspired by oh-my-opencode's three-layer architecture, adapted for OpenClaw's ecosystem.\n\n## Core Philosophy\n\nTraditional AI follows: user asks → AI responds. This fails for complex work because:\n1. **Context overload**: Large tasks exceed context windows\n2. **Cognitive drift**: AI loses track mid-task\n3. **Verification gaps**: No systematic completeness check\n4. **Human bottleneck**: Requires constant intervention\n\nThis skill solves these through **specialization and delegation**.\n\n---\n\n## Architecture\n\n```\n┌─────────────────────────────────────────────────────────┐\n│  PLANNING LAYER (Interview + Plan Generation)          │\n│  • Clarify intent through interview                     │\n│  • Generate structured work plan                        │\n│  • Review plan for gaps                                 │\n└─────────────────────────────────────────────────────────┘\n                          ↓\n┌─────────────────────────────────────────────────────────┐\n│  ORCHESTRATION LAYER (Atlas - The Conductor)           │\n│  • Read plan, delegate tasks                            │\n│  • Accumulate wisdom across tasks                       │\n│  • Verify results independently                         │\n│  • NEVER write code directly — only delegate            │\n└─────────────────────────────────────────────────────────┘\n                          ↓\n┌─────────────────────────────────────────────────────────┐\n│  EXECUTION LAYER (Sub-agents via sessions_spawn)       │\n│  • Focused task execution                               │\n│  • Return results + learnings                           │\n│  • Isolated context per task                            │\n└─────────────────────────────────────────────────────────┘\n```\n\n---\n\n## Activation\n\n### Explicit Triggers\n- \"use autonomous-skill-orchestrator\"\n- \"activate autonomous-skill-orchestrator\"\n- \"start autonomous orchestration\"\n- \"ulw\" or \"ultrawork\" (magic keyword mode)\n\n### Magic Word: `ultrawork` / `ulw`\nInclude `ultrawork` or `ulw` in any prompt to activate full orchestration mode automatically.\nThe agent figures out the rest — parallel agents, background tasks, deep exploration, and relentless execution until completion.\n\n---\n\n## Phase 1: Planning (Prometheus Mode)\n\n### Step 1.1: Interview\nBefore planning, gather clarity through brief interview:\n\n**Ask only what's needed:**\n- What's the core objective?\n- What are the boundaries (what's NOT in scope)?\n- Any constraints or preferences?\n- How do we know when it's done?\n\n**Interview Style by Intent:**\n| Intent | Focus | Example Questions |\n|--------|-------|-------------------|\n| **Refactoring** | Safety | \"What tests verify current behavior?\" |\n| **Build New** | Patterns | \"Follow existing conventions or deviate?\" |\n| **Debug/Fix** | Reproduction | \"Steps to reproduce? Error messages?\" |\n| **Research** | Scope | \"Depth vs breadth? Time constraints?\" |\n\n### Step 1.2: Plan Generation\nAfter interview, generate structured plan:\n\n```markdown\n## Work Plan: [Title]\n\n### Objective\n[One sentence, frozen intent]\n\n### Tasks\n- [ ] Task 1: [Description]\n  - Acceptance: [How to verify completion]\n  - References: [Files, docs, skills needed]\n  - Category: [quick|general|deep|creative]\n  \n- [ ] Task 2: ...\n\n### Guardrails\n- MUST: [Required constraints]\n- MUST NOT: [Forbidden actions]\n\n### Verification\n[How to verify overall completion]\n```\n\n### Step 1.3: Plan Review (Self-Momus)\nBefore execution, validate:\n- [ ] Each task has clear acceptance criteria\n- [ ] References are concrete (not vague)\n- [ ] No scope creep beyond objective\n- [ ] Dependencies between tasks are explicit\n- [ ] Guardrails are actionable\n\nIf any check fails, refine plan before proceeding.\n\n---\n\n## Phase 2: Orchestration (Atlas Mode)\n\n### Conductor Rules\nThe orchestrator:\n- ✅ CAN read files to understand context\n- ✅ CAN run commands to verify results\n- ✅ CAN search patterns with grep/glob\n- ✅ CAN spawn sub-agents for work\n\nThe orchestrator:\n- ❌ MUST NOT write/edit code directly\n- ❌ MUST NOT trust sub-agent claims blindly\n- ❌ MUST NOT skip verification\n\n### Step 2.1: Task Delegation\n\nUse `sessions_spawn` with category-appropriate configuration:\n\n| Category | Use For | Model Hint | Timeout |\n|----------|---------|------------|---------|\n| `quick` | Trivial tasks, single file changes | fast model | 2-5 min |\n| `general` | Standard implementation | default | 5-10 min |\n| `deep` | Complex logic, architecture | thinking model | 10-20 min |\n| `creative` | UI/UX, content generation | creative model | 5-10 min |\n| `research` | Docs, codebase exploration | fast + broad | 5 min |\n\n**Delegation Template:**\n```\nsessions_spawn(\n  label: \"task-{n}-{short-desc}\",\n  task: \"\"\"\n  ## Task\n  {exact task from plan}\n  \n  ## Expected Outcome\n  {acceptance criteria}\n  \n  ## Context\n  {accumulated wisdom from previous tasks}\n  \n  ## Constraints\n  - MUST: {guardrails}\n  - MUST NOT: {forbidden actions}\n  \n  ## References\n  {relevant files, docs}\n  \"\"\",\n  runTimeoutSeconds: {based on category}\n)\n```\n\n### Step 2.2: Parallel Execution\n\nIdentify independent tasks (no file conflicts, no dependencies) and spawn them simultaneously:\n\n```\n# Tasks 2, 3, 4 have no dependencies\nsessions_spawn(label=\"task-2\", task=\"...\")\nsessions_spawn(label=\"task-3\", task=\"...\")\nsessions_spawn(label=\"task-4\", task=\"...\")\n# All run in parallel\n```\n\n### Step 2.3: Wisdom Accumulation\n\nAfter each task completion, extract and record:\n\n```markdown\n## Wisdom Log\n\n### Conventions Discovered\n- [Pattern found in codebase]\n\n### Successful Approaches\n- [What worked]\n\n### Gotchas\n- [Pitfalls to avoid]\n\n### Commands Used\n- [Useful commands for similar tasks]\n```\n\nStore in: `memory/orchestrator-wisdom.md` (append-only during session)\n\nPass accumulated wisdom to ALL subsequent sub-agents.\n\n### Step 2.4: Independent Verification\n\n**NEVER trust sub-agent claims.** After each task:\n1. Read actual changed files\n2. Run tests/linting if applicable\n3. Verify acceptance criteria independently\n4. Cross-reference with plan requirements\n\nIf verification fails:\n- Log the failure in wisdom\n- Re-delegate with failure context\n- Max 2 retries per task, then escalate to user\n\n---\n\n## Phase 3: Completion\n\n### Step 3.1: Final Verification\n- All tasks marked complete\n- All acceptance criteria verified\n- No unresolved issues in wisdom log\n\n### Step 3.2: Summary Report\n```markdown\n## Orchestration Complete\n\n### Completed Tasks\n- [x] Task 1: {summary}\n- [x] Task 2: {summary}\n\n### Learnings\n{key wisdom accumulated}\n\n### Files Changed\n{list of modified files}\n\n### Next Steps (if any)\n{recommendations}\n```\n\n---\n\n## Safety Guardrails\n\n### Halt Conditions (Immediate Stop)\n- User issues explicit stop command\n- Irreversible destructive action detected\n- Scope expansion beyond frozen intent\n- 3+ consecutive task failures\n- Sub-agent attempts to spawn further sub-agents (no recursion)\n\n### Risk Classification\n| Class | Description | Action |\n|-------|-------------|--------|\n| A | Irreversible, destructive, or unbounded | HALT immediately |\n| B | Bounded, resolvable with clarification | Pause, ask user |\n| C | Cosmetic, non-operative | Proceed with note |\n\n### Forbidden Actions\n- Creating new autonomous orchestrators\n- Modifying this skill file\n- Accessing credentials without explicit need\n- External API calls not in original scope\n- Recursive spawning (sub-agents spawning sub-agents)\n\n---\n\n## Stop Commands\nUser can stop at any time with:\n- \"stop\"\n- \"halt\"\n- \"cancel orchestration\"\n- \"abort\"\n\nOn stop: immediately terminate all spawned sessions, output summary of completed work, await new instructions.\n\n---\n\n## Memory Integration\n\n### During Orchestration\n- Append to `memory/orchestrator-wisdom.md` for learnings\n- Reference existing memory files for context\n\n### After Orchestration\n- Update daily memory with orchestration summary\n- Persist significant learnings to MEMORY.md if valuable\n\n---\n\n## Example Usage\n\n**Simple (magic word):**\n```\nulw refactor the authentication module to use JWT\n```\n\n**Explicit activation:**\n```\nactivate autonomous-skill-orchestrator\n\nBuild a REST API with user registration, login, and profile endpoints\n```\n\n**With constraints:**\n```\nuse autonomous-skill-orchestrator\n- Build payment integration with Stripe\n- MUST: Use existing database patterns\n- MUST NOT: Store card numbers locally\n- Deadline: Complete core flow only\n```\n\nFile v2.0.0:_meta.json\n\n{\n  \"ownerId\": \"kn7cpmgq5bpf1mp69bpd7n9as180nssd\",\n  \"slug\": \"joko-orchestrator\",\n  \"version\": \"2.0.0\",\n  \"publishedAt\": 1770413388898\n}","readmeExcerpt":"Skill: Joko Orchestrator Owner: oyi77 Summary: Deterministically coordinates autonomous planning and execution across available skills under strict guardrails. Use only when the user explicitly activates this skill by name to run autonomously until a stop command is issued. Trigger keywords include: \"use autonomous-skill-orchestrator\", \"activate autonomous-skill-orchestrator\", \"start autonomous orchestration\". Tags: ","codeSnippets":[],"executableExamples":[{"language":"text","snippet":"┌─────────────────────────────────────────────────────────┐\n│  PLANNING LAYER (Interview + Plan Generation)          │\n│  • Clarify intent through interview                     │\n│  • Generate structured work plan                        │\n│  • Review plan for gaps                                 │\n└─────────────────────────────────────────────────────────┘\n                          ↓\n┌─────────────────────────────────────────────────────────┐\n│  ORCHESTRATION LAYER (Atlas - The Conductor)           │\n│  • Read plan, delegate tasks                            │\n│  • Accumulate wisdom across tasks                       │\n│  • Verify results independently                         │\n│  • NEVER write code directly — only delegate            │\n└─────────────────────────────────────────────────────────┘\n                          ↓\n┌─────────────────────────────────────────────────────────┐\n│  EXECUTION LAYER (Sub-agents via sessions_spawn)       │\n│  • Focused task execution                               │\n│  • Return results + learnings                           │\n│  • Isolated context per task                            │\n└─────────────────────────────────────────────────────────┘"},{"language":"markdown","snippet":"## Work Plan: [Title]\n\n### Objective\n[One sentence, frozen intent]\n\n### Tasks\n- [ ] Task 1: [Description]\n  - Acceptance: [How to verify completion]\n  - References: [Files, docs, skills needed]\n  - Category: [quick|general|deep|creative]\n  \n- [ ] Task 2: ...\n\n### Guardrails\n- MUST: [Required constraints]\n- MUST NOT: [Forbidden actions]\n\n### Verification\n[How to verify overall completion]"},{"language":"text","snippet":"sessions_spawn(\n  label: \"task-{n}-{short-desc}\",\n  task: \"\"\"\n  ## Task\n  {exact task from plan}\n  \n  ## Expected Outcome\n  {acceptance criteria}\n  \n  ## Context\n  {accumulated wisdom from previous tasks}\n  \n  ## Constraints\n  - MUST: {guardrails}\n  - MUST NOT: {forbidden actions}\n  \n  ## References\n  {relevant files, docs}\n  \"\"\",\n  runTimeoutSeconds: {based on category}\n)"},{"language":"text","snippet":"# Tasks 2, 3, 4 have no dependencies\nsessions_spawn(label=\"task-2\", task=\"...\")\nsessions_spawn(label=\"task-3\", task=\"...\")\nsessions_spawn(label=\"task-4\", task=\"...\")\n# All run in parallel"},{"language":"markdown","snippet":"## Wisdom Log\n\n### Conventions Discovered\n- [Pattern found in codebase]\n\n### Successful Approaches\n- [What worked]\n\n### Gotchas\n- [Pitfalls to avoid]\n\n### Commands Used\n- [Useful commands for similar tasks]"},{"language":"markdown","snippet":"## Orchestration Complete\n\n### Completed Tasks\n- [x] Task 1: {summary}\n- [x] Task 2: {summary}\n\n### Learnings\n{key wisdom accumulated}\n\n### Files Changed\n{list of modified files}\n\n### Next Steps (if any)\n{recommendations}"}],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[{"path":"SKILL.md","content":"---\nname: autonomous-skill-orchestrator\ndescription: >\n  Deterministically coordinates autonomous planning and execution across available skills under\n  strict guardrails. Use only when the user explicitly activates this skill by name to run\n  autonomously until a stop command is issued. Trigger keywords include: \"use autonomous-skill-orchestrator\",\n  \"activate autonomous-skill-orchestrator\", \"start autonomous orchestration\".\nmetadata:\n  version: \"2.0.0\"\n  owner: \"user\"\n  inspired_by: \"oh-my-opencode (Sisyphus, Atlas, Prometheus)\"\n---\n\n# Autonomous Skill Orchestrator v2.0\n\n> Inspired by oh-my-opencode's three-layer architecture, adapted for OpenClaw's ecosystem.\n\n## Core Philosophy\n\nTraditional AI follows: user asks → AI responds. This fails for complex work because:\n1. **Context overload**: Large tasks exceed context windows\n2. **Cognitive drift**: AI loses track mid-task\n3. **Verification gaps**: No systematic completeness check\n4. **Human bottleneck**: Requires constant intervention\n\nThis skill solves these through **specialization and delegation**.\n\n---\n\n## Architecture\n\n```\n┌─────────────────────────────────────────────────────────┐\n│  PLANNING LAYER (Interview + Plan Generation)          │\n│  • Clarify intent through interview                     │\n│  • Generate structured work plan                        │\n│  • Review plan for gaps                                 │\n└─────────────────────────────────────────────────────────┘\n                          ↓\n┌─────────────────────────────────────────────────────────┐\n│  ORCHESTRATION LAYER (Atlas - The Conductor)           │\n│  • Read plan, delegate tasks                            │\n│  • Accumulate wisdom across tasks                       │\n│  • Verify results independently                         │\n│  • NEVER write code directly — only delegate            │\n└─────────────────────────────────────────────────────────┘\n                          ↓\n┌─────────────────────────────────────────────────────────┐\n│  EXECUTION LAYER (Sub-agents via sessions_spawn)       │\n│  • Focused task execution                               │\n│  • Return results + learnings                           │\n│  • Isolated context per task                            │\n└─────────────────────────────────────────────────────────┘\n```\n\n---\n\n## Activation\n\n### Explicit Triggers\n- \"use autonomous-skill-orchestrator\"\n- \"activate autonomous-skill-orchestrator\"\n- \"start autonomous orchestration\"\n- \"ulw\" or \"ultrawork\" (magic keyword mode)\n\n### Magic Word: `ultrawork` / `ulw`\nInclude `ultrawork` or `ulw` in any prompt to activate full orchestration mode automatically.\nThe agent figures out the rest — parallel agents, background tasks, deep exploration, and relentless execution until completion.\n\n---\n\n## Phase 1: Planning (Prometheus Mode)\n\n### Step 1.1: Interview\nBefore planning, gather clarity through brief interview:\n\n**Ask only what's needed:**\n- What's the core objective?\n- What are the boundaries (what's NOT in scope)?\n- Any cons"},{"path":"_meta.json","content":"{\n  \"ownerId\": \"kn7cpmgq5bpf1mp69bpd7n9as180nssd\",\n  \"slug\": \"joko-orchestrator\",\n  \"version\": \"2.0.0\",\n  \"publishedAt\": 1770413388898\n}"}],"languages":[],"docsSourceLabel":"CLAWHUB","editorialOverview":"Deterministically coordinates autonomous planning and execution across available skills under strict guardrails. Use only when the user explicitly activates this skill by name to run autonomously until a stop command is issued. Trigger keywords include: \"use autonomous-skill-orchestrator\", \"activate autonomous-skill-orchestrator\", \"start autonomous orchestration\". Skill: Joko Orchestrator Owner: oyi77 Summary: Deterministically coordinates autonomous planning and execution across available skills under strict guardrails. Use only when the user explicitly activates this skill by name to run autonomously until a stop command is issued. Trigger keywords include: \"use autonomous-skill-orchestrator\", \"activate autonomous-skill-orchestrator\", \"start autonomous orchestration\". 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