agentCLAWHUBUnverified

Swarm Layer

OpenClaw Swarm Layer: spec-driven workflow orchestration with ACP-first execution, supervised autopilot control plane, manual fallback, persistent sessions,... Skill: Swarm Layer Owner: xucheng Summary: OpenClaw Swarm Layer: spec-driven workflow orchestration with ACP-first execution, supervised autopilot control plane, manual fallback, persistent sessions,... Tags: harness:0.5.12, latest:0.5.12, openclaw:0.5.12, orchestration:0.5.12, swarm:0.5.12, workflow:0.5.12 Version history: v0.5.12 | 2026-06-11T14:12:42.520Z | user Document artifact acceptance (expectedArtifacts) and

OpenClaw

Rank

62

Safety

84

Downloads

2.0k

Updated

Oct 9, 2026

Version

0.5.12

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 2K downloads reported by the source. Last updated 10/9/2026.

Avoid when

  • Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Public facts

Every fact links back to the source it came from.

Vendor
Clawhubvendor · observed Oct 9, 2026
Protocol compatibility
OpenClawcompatibility · observed Oct 9, 2026
Adoption signal
2K downloadsadoption · observed Oct 9, 2026
Latest release
0.5.12release · observed Jun 11, 2026
Handshake status
UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s17cw3n1h91pjjfryne8gypnr583gys6:swarm-layer
  1. Setup complexity is classified as HIGH. You must provision dedicated cloud infrastructure or an isolated VM. Do not run this directly on your local workstation.
  2. 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: missing

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-xucheng-swarm-layer/snapshot"

Documentation

CLAWHUB

145,144 characters of source documentation, loaded on request.

Extracted files

3 files captured from the source.

SKILL.md

---
name: swarm-layer
description: "OpenClaw Swarm Layer: spec-driven workflow orchestration with ACP-first execution, supervised autopilot control plane, manual fallback, persistent sessions, review gates, automatic retry, parallel dispatch, reject-retry workflows, ACP concurrency protection, harness patterns, cross-session continuity, and operator reporting. Covers setup, operation, diagnosis, and reporting."
---

# OpenClaw Swarm Layer

Turn workflow specifications into executable task graphs. Dispatch tasks through manual fallback or ACP automation. Supervise execution through an optional autopilot control plane. Track execution via persistent sessions with reuse and thread binding. Gate completion with review approval. Auto-retry on failure. Generate reports to local disk and Obsidian.

Current release baseline: `[email protected]`, validated on OpenClaw local mini `2026.6.5` with startup tool contracts, plugin doctor checks, conservative ACP failure mapping, artifact-acceptance smoke (positive note-producing task plus negative missing-artifact task on a live ACP backend), unique-bridge-session smoke, parallel admission checks, and the full unit/e2e regression suite.

## What It Does

- **Spec-driven planning** — Write a Markdown spec with goals and phased tasks → generates a dependency-ordered task graph, including explicit `[parallel]` phase barriers
- **Multi-runner execution** — Manual (operator-driven safe fallback) and ACP (default-capable automation path)
- **Session management** — Persistent sessions with binding-key reuse, thread-bound follow-up, and steering messages
- **Review gates** — Tasks require explicit approve/reject; structured quality rubrics for weighted multi-dimension scoring
- **Sprint contracts** — Negotiated verifiable acceptance criteria per task with automated evaluator injection (GAN-inspired pattern)
- **Artifact acceptance** — Optional `expectedArtifacts` (absolute paths or globs) per task; a completed ACP run with missing artifacts is downgraded to `failed` with `failure.source: "artifact-validation"` instead of reaching `done`
- **Cross-session continuity** — Progress summary synthesis, bootstrap startup sequence, harness assumption tracking
- **Protective guardrails** — Task field immutability guard, session budget control (duration + retries)
- **Automatic retry** — Configurable per-task retry policy with dead letter tracking for exhausted tasks
- **Concurrency protection** — ACP session concurrency limits with queued task scheduling (FIFO)
- **Reject-retry workflow** — Review rejections return tasks to ready for re-run; configurable retry limits
- **Parallel dispatch** — `--parallel N` and `--all-ready` batch dispatch with concurrency-aware queued-task drain
- **Autopilot control plane** — Supervised `status/start/pause/resume/stop/tick` flows with lease-backed decisions, optional watcher-driven ticks, and degraded-mode holds
- **Operator reports** — Status snapshots, run logs, review logs, spec 

_meta.json

{
  "ownerId": "kn7acew66bsj3ef4fmc64ab2px7zzf7b",
  "slug": "swarm-layer",
  "version": "0.5.12",
  "publishedAt": 1781187162520
}

skill-card.md

## Description:

Swarm Layer orchestrates spec-driven OpenClaw workflows with task planning, manual or ACP execution, session tracking, review gates, retries, autopilot controls, and reporting.

This skill is ready for commercial/non-commercial use.

## Publisher:

[xucheng](https://clawhub.ai/user/xucheng)

### License/Terms of Use:

MIT-0

## Use Case:

Developers and workflow operators use this skill to plan, run, review, and troubleshoot multi-step OpenClaw project workflows while keeping human review gates and reporting in the loop.

### Deployment Geography for Use:

Global

## Known Risks and Mitigations:

Risk: Unpinned external plugin installation paths may resolve to code outside the reviewed 0.5.12 release.

Mitigation: Pin installation to the reviewed 0.5.12 release or a specific audited commit, and verify provenance where possible before use.

Risk: Autopilot and watcher modes can continue dispatching workflow actions after they are started.

Mitigation: Start with status and dry-run commands, keep autopilot or watcher mode off until the workflow is understood, and review approvals instead of bulk-approving blindly.

Risk: ACP automation can run task workflows in the active project context.

Mitigation: Run the skill only in the intended project and fall back to manual execution when ACP readiness is blocked or unclear.

## Reference(s):

- [ClawHub Skill Page](https://clawhub.ai/xucheng/skills/swarm-layer)
- [OpenClaw Swarm Layer npm Package](https://www.npmjs.com/package/openclaw-swarm-layer)
- [OpenClaw Swarm Layer Documentation](https://github.com/xucheng/openclaw-swarm-layer/tree/main/docs)

## Skill Output:

**Output Type(s):** [text, markdown, code, shell commands, configuration, guidance]

**Output Format:** [Markdown guidance with inline shell commands, JSON configuration examples, and operational status summaries]

**Output Parameters:** [1D]

**Other Properties Related to Output:** [May create local workflow reports such as status snapshots, run logs, review logs, spec archives, and completion summaries when the referenced plugin workflow is executed.]

## Skill Version(s):

0.5.12 (source: server release metadata)

## Ethical Considerations:

Users should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.
Github ReposUpdated 3h agoRank 70

AionUi

Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!

MCPOPENCLAW
Github ReposUpdated 6mo agoRank 70

activepieces

AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents

OPENCLAW
Github ReposUpdated 6mo agoRank 70

cherry-studio

AI productivity studio with smart chat, autonomous agents, and 300+ assistants.

MCPOPENCLAW
Github ReposUpdated 7mo agoRank 70

CopilotKit

The Frontend for Agents & Generative UI. React + Angular

OPENCLAW

Machine-readable data

The same record, as JSON, for agents and crawlers.

{
  "facts": [
    {
      "factKey": "vendor",
      "category": "vendor",
      "label": "Vendor",
      "value": "Clawhub",
      "href": "https://clawhub.ai/xucheng/skills/swarm-layer",
      "sourceUrl": "https://clawhub.ai/xucheng/skills/swarm-layer",
      "sourceType": "profile",
      "confidence": "medium",
      "observedAt": "2026-10-09T20:25:48.962Z",
      "isPublic": true
    },
    {
      "factKey": "protocols",
      "category": "compatibility",
      "label": "Protocol compatibility",
      "value": "OpenClaw",
      "href": "https://www.xpersona.co/api/v1/agents/clawhub-xucheng-swarm-layer/contract",
      "sourceUrl": "https://www.xpersona.co/api/v1/agents/clawhub-xucheng-swarm-layer/contract",
      "sourceType": "contract",
      "confidence": "medium",
      "observedAt": "2026-10-09T20:25:48.962Z",
      "isPublic": true
    },
    {
      "factKey": "traction",
      "category": "adoption",
      "label": "Adoption signal",
      "value": "2K downloads",
      "href": "https://clawhub.ai/xucheng/swarm-layer",
      "sourceUrl": "https://clawhub.ai/xucheng/swarm-layer",
      "sourceType": "profile",
      "confidence": "medium",
      "observedAt": "2026-10-09T20:25:48.962Z",
      "isPublic": true
    },
    {
      "factKey": "latest_release",
      "category": "release",
      "label": "Latest release",
      "value": "0.5.12",
      "href": "https://clawhub.ai/xucheng/swarm-layer",
      "sourceUrl": "https://clawhub.ai/xucheng/swarm-layer",
      "sourceType": "release",
      "confidence": "medium",
      "observedAt": "2026-06-11T14:12:42.520Z",
      "isPublic": true
    },
    {
      "factKey": "handshake_status",
      "category": "security",
      "label": "Handshake status",
      "value": "UNKNOWN",
      "href": "https://www.xpersona.co/api/v1/agents/clawhub-xucheng-swarm-layer/trust",
      "sourceUrl": "https://www.xpersona.co/api/v1/agents/clawhub-xucheng-swarm-layer/trust",
      "sourceType": "trust",
      "confidence": "medium",
      "observedAt": null,
      "isPublic": true
    }
  ],
  "events": [
    {
      "eventType": "release",
      "title": "Release 0.5.12",
      "description": "Document artifact acceptance (expectedArtifacts) and the 0.5.12 conservative ACP failure-mapping baseline.",
      "href": "https://clawhub.ai/xucheng/swarm-layer",
      "sourceUrl": "https://clawhub.ai/xucheng/swarm-layer",
      "sourceType": "release",
      "confidence": "medium",
      "observedAt": "2026-06-11T14:12:42.520Z",
      "isPublic": true
    }
  ]
}

Record generated Oct 9, 2026.

Sponsored

Ads related to Swarm Layer and adjacent AI workflows.