agentCLAWHUBUnverified

灵枢 AutoBrain

灵枢 AutoBrain — OpenClaw 长期运行 AI 中枢运行时引擎套件。一键部署 40+ 引擎:五层记忆、自主任务循环、防幻觉、自进化、双模式分类、质量看板、身份漂移守卫、会话交接、故障转移、兼容层等。让 AI 不只是问答工具,而是真正长期陪伴你的个人核心。 Skill: 灵枢 AutoBrain Owner: crusheart-7 Summary: 灵枢 AutoBrain — OpenClaw 长期运行 AI 中枢运行时引擎套件。一键部署 40+ 引擎:五层记忆、自主任务循环、防幻觉、自进化、双模式分类、质量看板、身份漂移守卫、会话交接、故障转移、兼容层等。让 AI 不只是问答工具,而是真正长期陪伴你的个人核心。 Tags: auto-brain:5.1.0, auto-install:5.1.0, engine:5.1.0, latest:6.3.1, memory:5.1.0, orchestrator:5.1.0, plugin-sdk:5.1.0, runtime:5.1.0, self-evolution:5.1.0 Version history: v6.3.1 | 2026-05-28T10:56:15.083Z | user We are sorry to in

OpenClaw

Rank

62

Safety

84

Downloads

1.3k

Updated

Oct 10, 2026

Version

6.3.1

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 1.3K downloads reported by the source. Last updated 10/10/2026.

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 10, 2026
Protocol compatibility
OpenClawcompatibility · observed Oct 10, 2026
Adoption signal
1.3K downloadsadoption · observed Oct 10, 2026
Latest release
6.3.1release · observed May 28, 2026
Handshake status
UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s170gsjdv5yhhbyfzdc215sf6x869rac:crusheart-performance-autobrain
  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-crusheart-7-crusheart-performance-autobrain/snapshot"

Documentation

CLAWHUB

160,000 characters of source documentation, loaded on request.

Extracted files

5 files captured from the source.

SKILL.md

<p align="center">
  <img src="https://img.shields.io/badge/OpenClaw-2026.5.0%2B-blueviolet" alt="OpenClaw">
  <img src="https://img.shields.io/badge/version-6.3.1-green" alt="Version">
  <img src="https://img.shields.io/badge/status-stable-brightgreen" alt="Status">
</p>

<h1 align="center">🦞 灵枢AutoBrain — Skill Page</h1>
<p align="center">
  <em>Long-term memory, anti-hallucination, self-evolution, and workflow orchestration for OpenClaw. 90+ Python engines across 8 engine groups + 3 subsystems.</em>
</p>

---

## Quick Install

```bash
openclaw plugins install --dangerously-force-unsafe-install ./crusheart-pack/
# Then restart gateway
```

## Features

| Feature | Description |
|---------|-------------|
| **🧠 Long-term Memory** | 5-layer memory + DAG context management + memory consolidation engine |
| **🛡️ Anti-Hallucination** | Authority whitelist + multi-source cross-verification (16 engines) |
| **🔄 Self-Evolution** | LLM-as-Judge self-scoring + Reflexion reflection (pattern, root cause, fix) |
| **🎯 Dual-Mode + R-CCAM** | Fast path for simple Q&A, deep reasoning for complex tasks |
| **🔍 Enhanced Retrieval** | Query rewriting + RRF fusion + retrieval confidence evaluation |
| **🩺 Daily Maintenance** | 01:00 unified cron: health check + cleanup + memory + dream + replay + memory scan |
| **🔀 Workflow Engine** | Multi-skill coordination, conflict detection, task routing, rule engine |
| **📋 Context Capsule** | DAG-based session handoff with SQLite-backed context graph |
| **📁 Auto-Scan** | First-install: memory scan + skill classification + correction init |
| **🔄 Version Check** | One-time check against clawhub.ai on install, daily re-check at 05:00 |

## Architecture

```
plugin (index.js) ──► 90+ Python engines ──► 10-stage message pipeline
  8 engine groups: init/memory/quality/operations/workflow/hooks/tools/compat
  + 3 subsystems: pipeline/planner/capability
  + 8 auto-deployed scripts

Plugin slot: exclusive — detects any overlapping plugin and blocks install
Cron: unified maintenance (01:00), engine init + version check (05:00)
```

## Resources

- **Architecture Reference**: `bundle/ARCHITECTURE.md` — full file lookup guide
- **Readme (English)**: `README.md`
- **Readme (Chinese)**: `readme_cn.md`
- **Skill (Chinese)**: `skill_cn.md`
- **Install Guide**: `bundle/INSTALL_GUIDE.md`

---

**Feedback**: [email protected]

skill/SKILL.md

---
name: crusheart-autobrain-turbo
description: Long-term memory, anti-hallucination, self-evolution, and workflow orchestration for OpenClaw. 68+ Python engines, 12 groups/subsystems, zero config. Plus memory/skill auto-scan, config reader, correction data init.
homepage: https://github.com/crusheart/crusheart-autobrain-turbo
metadata:
  {
    "openclaw":
      {
        "emoji": "🦞",
        "tags": ["memory", "self-evolution", "anti-hallucination", "workflow", "orchestrator", "plugin", "health-check", "engine"],
        "requires": { "openclaw": ">=2026.5.0" }
      }
  }
---

# 灵枢AutoBrain v6.3.1

Give your OpenClaw agent long-term memory, anti-hallucination, self-evolution, and workflow orchestration. 68+ Python engines across 8 engine groups + 4 subsystems, deployed automatically.

## Quick Install

```bash
openclaw plugins install --dangerously-force-unsafe-install ./crusheart-pack/
# Then restart gateway
```

## Features

| Feature | Description |
|---------|-------------|
| **🧠 Long-term Memory** | 5-layer memory + DAG context management + memory consolidation engine |
| **🛡️ Anti-Hallucination** | Authority whitelist + multi-source cross-verification (16 engines) |
| **🔄 Self-Evolution** | LLM-as-Judge self-scoring + Reflexion reflection with full triplet (pattern, root cause, fix) |
| **🎯 Dual-Mode + R-CCAM** | Fast path for simple Q&A, deep reasoning for complex tasks |
| **🔍 Enhanced Retrieval** | Query rewriting + RRF fusion + retrieval confidence evaluation |
| **🩺 Daily Maintenance** | 01:00 unified cron: health check + cleanup + memory + dream + replay |
| **🔀 Workflow Engine** | Multi-skill coordination, conflict detection, task routing, rule engine |
| **📋 Context Capsule (DAG)** | DAG-based session handoff with SQLite-backed context graph |
| **📁 Auto-Scan** | First-install: memory scan + skill classification + correction init |
| **🔄 Version Check** | One-time check against clawhub.ai on install |

## Architecture

```
plugin (index.js) ──► 68+ Python engines ──► 10-stage message pipeline
  8 engine groups: init/memory/quality/operations/workflow/hooks/tools/compat
  + 4 subsystems: pipeline/planner/learning_loop/capability
  + 7 auto-deployed scripts

Plugin slot: exclusive (.crusheart-slot.json lock)
Compat layer: compat/ engine group
Cron: health (00:00), maintenance (01:00), dreaming (03:00),
       engine init (05:00), memory (23:00), distill (23:30)
```

## Resources

- **Architecture Reference**: `bundle/ARCHITECTURE.md`
- **Readme (EN)**: `README.md`
- **Readme (CN)**: `readme_cn.md`
- **Skill (CN)**: `skill_cn.md`

---

**Feedback**: [email protected]

README.md

<p align="center">
  <img src="https://img.shields.io/badge/OpenClaw-2026.5.0%2B-blueviolet" alt="OpenClaw">
  <img src="https://img.shields.io/badge/version-6.3.1-green" alt="Version">
  <img src="https://img.shields.io/badge/status-stable-brightgreen" alt="Status">
</p>

<h1 align="center">🦞 灵枢AutoBrain</h1>
<p align="center">
  <em>Give your OpenClaw agent a brain — long-term memory, anti-hallucination, self-evolution, and workflow orchestration, out of the box.</em>
</p>

---

## ✨ What It Does

AutoBrain is a **plugin + skill hybrid pack** that upgrades any OpenClaw agent from a stateless chatbot to a persistent, self-improving AI companion. It hooks into the agent lifecycle and deploys 90+ Python engines across 8 engine groups + 3 subsystems — no manual setup required.

| Capability | What You Get |
|------------|-------------|
| 🧠 **Long-term Memory** | 5-layer memory (session → short-term → dream consolidation → archive → vector retrieval). Remembers who you are between sessions. |
| 🛡️ **Anti-Hallucination** | Authority domain whitelist, knowledge assertion validation, multi-source cross-verification (16 engines). |
| 🔄 **Self-Evolution** | LLM-as-Judge self-scoring + Reflexion reflection (failure pattern, root cause, fix strategy). |
| 🎯 **Dual-Mode + R-CCAM** | Fast path for simple Q&A, deep reasoning for complex tasks. R-CCAM classifier for query complexity routing. |
| 🩺 **Health Check** | Daily cron — engine status, disk space, gateway health, anomaly detection (0-100 scoring). |
| 🔌 **Failover + Error Isolation** | Auto-switch to backup model when primary fails. Circuit breaker with timeout protection, auto-retry, and checkpoint resume. |
| 🔀 **Workflow Orchestration** | Multi-skill coordination, conflict detection, task routing, rule engine. |
| 📋 **Context Capsule (DAG)** | DAG-based context management with incremental summarization. SQLite-backed, retains message dependencies. |
| 🔍 **Enhanced Retrieval** | Query rewriting + RRF fusion + retrieval confidence evaluation for higher recall accuracy. |
| 🧵 **Background Sub-Agents** | Async task dispatch + subagent spawn with heartbeat, timeout recovery, and SQLite persistence. |

## 🚀 Quick Start

### Prerequisites

- **OpenClaw** ≥ 2026.5.0
- **Node.js** ≥ 18
- **Python** ≥ 3.10

### Install

```bash
# Quick Install

openclaw plugins install --dangerously-force-unsafe-install ./crusheart-pack/

# Restart gateway
supervisorctl restart openclaw-gateway
```

> **Why `--dangerously-force-unsafe-install`?** The plugin's `index.js` calls `child_process` to execute Python engines during bootstrap. This is a false positive — the code is local, not remote.

### Verify

```bash
openclaw plugins list | grep crusheart
# Bootstrap log should show:
#   ✅ Engine deployment complete
#   ✅ Init wizard: 8 steps passed
#   ✅ 2 cron jobs registered
```

## 🏗️ Architecture

```
openclaw-gateway
  │
  ├── crusheart-autobrain-turbo (plugin)
  │     ├── index.js                    ← Node.js b

_meta.json

{
  "ownerId": "kn7e5j7b19171hzg1z3h0typqn8692vx",
  "slug": "crusheart-performance-autobrain",
  "version": "6.3.1",
  "publishedAt": 1779965775083
}

skill/_meta.json

{
  "ownerId": "crusheart",
  "slug": "Crusheart-AutoBrain-Turbo",
  "version": "6.3.1",
  "frameworkVersion": "2.0",
  "publishedAt": 1778342400000,
  "name": "灵枢AutoBrain",
  "description": "Plugin+skill hybrid pack: memory, anti-hallucination, self-evolution, workflow orchestration, daily maintenance, auto-scan, version check. Exclusive slot + compat layer.",
  "tags": [
    "memory",
    "self-evolution",
    "anti-hallucination",
    "workflow",
    "orchestrator",
    "plugin",
    "health-check",
    "engine"
  ]
}
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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/crusheart-7/skills/crusheart-performance-autobrain",
      "sourceUrl": "https://clawhub.ai/crusheart-7/skills/crusheart-performance-autobrain",
      "sourceType": "profile",
      "confidence": "medium",
      "observedAt": "2026-10-10T19:18:42.841Z",
      "isPublic": true
    },
    {
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      "category": "compatibility",
      "label": "Protocol compatibility",
      "value": "OpenClaw",
      "href": "https://www.xpersona.co/api/v1/agents/clawhub-crusheart-7-crusheart-performance-autobrain/contract",
      "sourceUrl": "https://www.xpersona.co/api/v1/agents/clawhub-crusheart-7-crusheart-performance-autobrain/contract",
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      "isPublic": true
    },
    {
      "factKey": "traction",
      "category": "adoption",
      "label": "Adoption signal",
      "value": "1.3K downloads",
      "href": "https://clawhub.ai/crusheart-7/crusheart-performance-autobrain",
      "sourceUrl": "https://clawhub.ai/crusheart-7/crusheart-performance-autobrain",
      "sourceType": "profile",
      "confidence": "medium",
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    {
      "factKey": "latest_release",
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  "events": [
    {
      "eventType": "release",
      "title": "Release 6.3.1",
      "description": "We are sorry to inform you that we have identified a risk issue with the skill package. This issue has been fixed, but the skill package will no longer receive future updates or support. Please visit https://clawhub.ai/plugins/crusheart-autobrain-turbo for the latest version. Major refactor and content update for crusheart-performance-autobrain v6.3.1: - Migrated to a new architecture with 90+ Python engines, organized into distinct engine groups and subsystems. - Significantly restructured file layout: core modules removed, new bundle and documentation files added. - Expanded and detailed SKILL.md with up-to-date features, install instructions, architecture diagrams, and resource links. - Enhanced plugin slot logic and added auto-scan, auto-save, and maintenance task scripts. - Updated and localized documentation, including English and Chinese guides.",
      "href": "https://clawhub.ai/crusheart-7/crusheart-performance-autobrain",
      "sourceUrl": "https://clawhub.ai/crusheart-7/crusheart-performance-autobrain",
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      "confidence": "medium",
      "observedAt": "2026-05-28T10:56:15.083Z",
      "isPublic": true
    }
  ]
}

Record generated Oct 10, 2026.

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